id sid tid token lemma pos bitcs-6258 1 1 vol vol NOUN bitcs-6258 1 2 . . PROPN bitcs-6258 1 3 5 5 NUM bitcs-6258 1 4 , , PUNCT bitcs-6258 1 5 no.2 no.2 PROPN bitcs-6258 1 6 june june PROPN bitcs-6258 1 7 2024 2024 NUM bitcs-6258 2 1 | | ADV bitcs-6258 2 2 64 64 NUM bitcs-6258 2 3 identification identification NOUN bitcs-6258 2 4 of of ADP bitcs-6258 2 5 socio socio NOUN bitcs-6258 2 6 economic economic ADJ bitcs-6258 2 7 registration registration NOUN bitcs-6258 2 8 data datum NOUN bitcs-6258 2 9 using use VERB bitcs-6258 2 10 ocr ocr PROPN bitcs-6258 2 11 based base VERB bitcs-6258 2 12 tesseract tesseract NOUN bitcs-6258 2 13 and and CCONJ bitcs-6258 2 14 google google PROPN bitcs-6258 2 15 cloud cloud PROPN bitcs-6258 2 16 vision vision PROPN bitcs-6258 2 17 lionardi lionardi VERB bitcs-6258 2 18 ursaputra ursaputra ADJ bitcs-6258 2 19 pratama pratama NOUN bitcs-6258 2 20 1 1 NUM bitcs-6258 2 21 * * PROPN bitcs-6258 2 22 , , PUNCT bitcs-6258 2 23 aviv aviv PROPN bitcs-6258 2 24 yuniar yuniar PROPN bitcs-6258 2 25 rahman rahman PROPN bitcs-6258 2 26 2 2 NUM bitcs-6258 2 27 , , PUNCT bitcs-6258 2 28 rangga rangga NOUN bitcs-6258 2 29 pahlevi pahlevi PROPN bitcs-6258 2 30 putra putra PROPN bitcs-6258 2 31 3 3 NUM bitcs-6258 2 32 1 1 NUM bitcs-6258 2 33 2 2 NUM bitcs-6258 2 34 3 3 NUM bitcs-6258 2 35 department department NOUN bitcs-6258 2 36 of of ADP bitcs-6258 2 37 informatics informatics PROPN bitcs-6258 2 38 engineering engineering PROPN bitcs-6258 2 39 , , PUNCT bitcs-6258 2 40 faculty faculty NOUN bitcs-6258 2 41 of of ADP bitcs-6258 2 42 engineering engineering NOUN bitcs-6258 2 43 , , PUNCT bitcs-6258 2 44 universitas universita NOUN bitcs-6258 2 45 widyagama widyagama PROPN bitcs-6258 2 46 malang malang PROPN bitcs-6258 2 47 , , PUNCT bitcs-6258 2 48 indonesia indonesia PROPN bitcs-6258 2 49 e e PROPN bitcs-6258 2 50 - - NOUN bitcs-6258 2 51 mail mail NOUN bitcs-6258 2 52 : : PUNCT bitcs-6258 2 53 ursaputra@cordelia.id ursaputra@cordelia.id PROPN bitcs-6258 2 54 * * NOUN bitcs-6258 2 55 , , PUNCT bitcs-6258 2 56 aviv@widyagama.ac.id aviv@widyagama.ac.id PROPN bitcs-6258 2 57 , , PUNCT bitcs-6258 2 58 rangga@widyagama.ac.id rangga@widyagama.ac.id ADJ bitcs-6258 2 59 abstract abstract NOUN bitcs-6258 2 60 : : PUNCT bitcs-6258 2 61 the the DET bitcs-6258 2 62 indonesian indonesian ADJ bitcs-6258 2 63 government government NOUN bitcs-6258 2 64 program program NOUN bitcs-6258 2 65 , , PUNCT bitcs-6258 2 66 called call VERB bitcs-6258 2 67 socio socio NOUN bitcs-6258 2 68 - - PUNCT bitcs-6258 2 69 economic economic ADJ bitcs-6258 2 70 registration registration NOUN bitcs-6258 2 71 ( ( PUNCT bitcs-6258 2 72 regsosek regsosek PROPN bitcs-6258 2 73 ) ) PUNCT bitcs-6258 2 74 , , PUNCT bitcs-6258 2 75 aims aim VERB bitcs-6258 2 76 to to PART bitcs-6258 2 77 measure measure VERB bitcs-6258 2 78 and and CCONJ bitcs-6258 2 79 monitor monitor VERB bitcs-6258 2 80 the the DET bitcs-6258 2 81 socio socio NOUN bitcs-6258 2 82 - - PUNCT bitcs-6258 2 83 economic economic ADJ bitcs-6258 2 84 conditions condition NOUN bitcs-6258 2 85 of of ADP bitcs-6258 2 86 low low ADJ bitcs-6258 2 87 - - PUNCT bitcs-6258 2 88 income income NOUN bitcs-6258 2 89 people people NOUN bitcs-6258 2 90 . . PUNCT bitcs-6258 3 1 one one NUM bitcs-6258 3 2 of of ADP bitcs-6258 3 3 the the DET bitcs-6258 3 4 relevant relevant ADJ bitcs-6258 3 5 data datum NOUN bitcs-6258 3 6 used use VERB bitcs-6258 3 7 for for ADP bitcs-6258 3 8 research research NOUN bitcs-6258 3 9 is be AUX bitcs-6258 3 10 regsosek regsosek ADJ bitcs-6258 3 11 . . PUNCT bitcs-6258 4 1 this this DET bitcs-6258 4 2 method method NOUN bitcs-6258 4 3 is be AUX bitcs-6258 4 4 used use VERB bitcs-6258 4 5 to to PART bitcs-6258 4 6 analyze analyze VERB bitcs-6258 4 7 the the DET bitcs-6258 4 8 influence influence NOUN bitcs-6258 4 9 of of ADP bitcs-6258 4 10 economic economic ADJ bitcs-6258 4 11 and and CCONJ bitcs-6258 4 12 social social ADJ bitcs-6258 4 13 infrastructure infrastructure NOUN bitcs-6258 4 14 on on ADP bitcs-6258 4 15 economic economic ADJ bitcs-6258 4 16 growth growth NOUN bitcs-6258 4 17 , , PUNCT bitcs-6258 4 18 analyze analyze VERB bitcs-6258 4 19 the the DET bitcs-6258 4 20 socio socio NOUN bitcs-6258 4 21 - - PUNCT bitcs-6258 4 22 economic economic ADJ bitcs-6258 4 23 determinants determinant NOUN bitcs-6258 4 24 of of ADP bitcs-6258 4 25 ownership ownership NOUN bitcs-6258 4 26 of of ADP bitcs-6258 4 27 work work NOUN bitcs-6258 4 28 accident accident NOUN bitcs-6258 4 29 insurance insurance NOUN bitcs-6258 4 30 for for ADP bitcs-6258 4 31 informal informal ADJ bitcs-6258 4 32 workers worker NOUN bitcs-6258 4 33 , , PUNCT bitcs-6258 4 34 create create VERB bitcs-6258 4 35 a a DET bitcs-6258 4 36 women woman NOUN bitcs-6258 4 37 's 's PART bitcs-6258 4 38 socio socio NOUN bitcs-6258 4 39 - - PUNCT bitcs-6258 4 40 economic economic ADJ bitcs-6258 4 41 vulnerability vulnerability NOUN bitcs-6258 4 42 index index NOUN bitcs-6258 4 43 ( ( PUNCT bitcs-6258 4 44 iksep iksep NOUN bitcs-6258 4 45 ) ) PUNCT bitcs-6258 4 46 , , PUNCT bitcs-6258 4 47 and and CCONJ bitcs-6258 4 48 study study VERB bitcs-6258 4 49 intercultural intercultural ADJ bitcs-6258 4 50 literacy literacy NOUN bitcs-6258 4 51 from from ADP bitcs-6258 4 52 a a DET bitcs-6258 4 53 social social ADJ bitcs-6258 4 54 , , PUNCT bitcs-6258 4 55 economic economic ADJ bitcs-6258 4 56 and and CCONJ bitcs-6258 4 57 political political ADJ bitcs-6258 4 58 perspective perspective NOUN bitcs-6258 4 59 . . PUNCT bitcs-6258 5 1 the the DET bitcs-6258 5 2 success success NOUN bitcs-6258 5 3 of of ADP bitcs-6258 5 4 the the DET bitcs-6258 5 5 government government NOUN bitcs-6258 5 6 's 's PART bitcs-6258 5 7 socio socio NOUN bitcs-6258 5 8 - - PUNCT bitcs-6258 5 9 economic economic ADJ bitcs-6258 5 10 registration registration NOUN bitcs-6258 5 11 program program NOUN bitcs-6258 5 12 depends depend VERB bitcs-6258 5 13 on on ADP bitcs-6258 5 14 the the DET bitcs-6258 5 15 role role NOUN bitcs-6258 5 16 of of ADP bitcs-6258 5 17 data datum NOUN bitcs-6258 5 18 collection collection NOUN bitcs-6258 5 19 officers officer NOUN bitcs-6258 5 20 or or CCONJ bitcs-6258 5 21 surveyors surveyor NOUN bitcs-6258 5 22 , , PUNCT bitcs-6258 5 23 who who PRON bitcs-6258 5 24 directly directly ADV bitcs-6258 5 25 interact interact VERB bitcs-6258 5 26 with with ADP bitcs-6258 5 27 the the DET bitcs-6258 5 28 community community NOUN bitcs-6258 5 29 to to PART bitcs-6258 5 30 obtain obtain VERB bitcs-6258 5 31 information information NOUN bitcs-6258 5 32 about about ADP bitcs-6258 5 33 socio socio NOUN bitcs-6258 5 34 - - PUNCT bitcs-6258 5 35 economic economic ADJ bitcs-6258 5 36 registration registration NOUN bitcs-6258 5 37 ( ( PUNCT bitcs-6258 5 38 regsosek regsosek NOUN bitcs-6258 5 39 ) ) PUNCT bitcs-6258 5 40 data datum NOUN bitcs-6258 5 41 collection collection NOUN bitcs-6258 5 42 . . PUNCT bitcs-6258 6 1 this this DET bitcs-6258 6 2 method method NOUN bitcs-6258 6 3 also also ADV bitcs-6258 6 4 has have VERB bitcs-6258 6 5 other other ADJ bitcs-6258 6 6 obstacles obstacle NOUN bitcs-6258 6 7 that that PRON bitcs-6258 6 8 significantly significantly ADV bitcs-6258 6 9 affect affect VERB bitcs-6258 6 10 the the DET bitcs-6258 6 11 overall overall ADJ bitcs-6258 6 12 results result NOUN bitcs-6258 6 13 of of ADP bitcs-6258 6 14 the the DET bitcs-6258 6 15 survey survey NOUN bitcs-6258 6 16 , , PUNCT bitcs-6258 6 17 where where SCONJ bitcs-6258 6 18 the the DET bitcs-6258 6 19 survey survey NOUN bitcs-6258 6 20 results result NOUN bitcs-6258 6 21 must must AUX bitcs-6258 6 22 be be AUX bitcs-6258 6 23 entered enter VERB bitcs-6258 6 24 manually manually ADV bitcs-6258 6 25 by by ADP bitcs-6258 6 26 the the DET bitcs-6258 6 27 surveyor surveyor NOUN bitcs-6258 6 28 from from ADP bitcs-6258 6 29 a a DET bitcs-6258 6 30 form form NOUN bitcs-6258 6 31 with with ADP bitcs-6258 6 32 handwritten handwritten ADJ bitcs-6258 6 33 data datum NOUN bitcs-6258 6 34 , , PUNCT bitcs-6258 6 35 after after ADP bitcs-6258 6 36 which which PRON bitcs-6258 6 37 it it PRON bitcs-6258 6 38 is be AUX bitcs-6258 6 39 entered enter VERB bitcs-6258 6 40 into into ADP bitcs-6258 6 41 the the DET bitcs-6258 6 42 website website NOUN bitcs-6258 6 43 . . PUNCT bitcs-6258 7 1 this this DET bitcs-6258 7 2 method method NOUN bitcs-6258 7 3 is be AUX bitcs-6258 7 4 vulnerable vulnerable ADJ bitcs-6258 7 5 to to ADP bitcs-6258 7 6 human human ADJ bitcs-6258 7 7 error error NOUN bitcs-6258 7 8 , , PUNCT bitcs-6258 7 9 where where SCONJ bitcs-6258 7 10 the the DET bitcs-6258 7 11 handwriting handwriting NOUN bitcs-6258 7 12 is be AUX bitcs-6258 7 13 difficult difficult ADJ bitcs-6258 7 14 to to PART bitcs-6258 7 15 read read VERB bitcs-6258 7 16 , , PUNCT bitcs-6258 7 17 and and CCONJ bitcs-6258 7 18 mistakes mistake NOUN bitcs-6258 7 19 are be AUX bitcs-6258 7 20 made make VERB bitcs-6258 7 21 during during ADP bitcs-6258 7 22 the the DET bitcs-6258 7 23 data data NOUN bitcs-6258 7 24 input input NOUN bitcs-6258 7 25 . . PUNCT bitcs-6258 8 1 the the DET bitcs-6258 8 2 technology technology NOUN bitcs-6258 8 3 that that PRON bitcs-6258 8 4 can can AUX bitcs-6258 8 5 be be AUX bitcs-6258 8 6 used use VERB bitcs-6258 8 7 to to PART bitcs-6258 8 8 handle handle VERB bitcs-6258 8 9 this this DET bitcs-6258 8 10 problem problem NOUN bitcs-6258 8 11 is be AUX bitcs-6258 8 12 implementing implement VERB bitcs-6258 8 13 the the DET bitcs-6258 8 14 ocr ocr ADJ bitcs-6258 8 15 method method NOUN bitcs-6258 8 16 , , PUNCT bitcs-6258 8 17 where where SCONJ bitcs-6258 8 18 writing writing NOUN bitcs-6258 8 19 that that PRON bitcs-6258 8 20 was be AUX bitcs-6258 8 21 initially initially ADV bitcs-6258 8 22 handwritten handwritten ADJ bitcs-6258 8 23 manually manually ADV bitcs-6258 8 24 can can AUX bitcs-6258 8 25 be be AUX bitcs-6258 8 26 identified identify VERB bitcs-6258 8 27 and and CCONJ bitcs-6258 8 28 converted convert VERB bitcs-6258 8 29 into into ADP bitcs-6258 8 30 digital digital ADJ bitcs-6258 8 31 text text NOUN bitcs-6258 8 32 that that PRON bitcs-6258 8 33 can can AUX bitcs-6258 8 34 be be AUX bitcs-6258 8 35 edited edit VERB bitcs-6258 8 36 ( ( PUNCT bitcs-6258 8 37 editable editable ADJ bitcs-6258 8 38 text text NOUN bitcs-6258 8 39 ) ) PUNCT bitcs-6258 8 40 and and CCONJ bitcs-6258 8 41 processed process VERB bitcs-6258 8 42 automatically automatically ADV bitcs-6258 8 43 . . PUNCT bitcs-6258 9 1 this this DET bitcs-6258 9 2 research research NOUN bitcs-6258 9 3 shows show VERB bitcs-6258 9 4 that that SCONJ bitcs-6258 9 5 the the DET bitcs-6258 9 6 proposed propose VERB bitcs-6258 9 7 method method NOUN bitcs-6258 9 8 has have VERB bitcs-6258 9 9 good good ADJ bitcs-6258 9 10 accuracy accuracy NOUN bitcs-6258 9 11 , , PUNCT bitcs-6258 9 12 with with ADP bitcs-6258 9 13 an an DET bitcs-6258 9 14 accuracy accuracy NOUN bitcs-6258 9 15 of of ADP bitcs-6258 9 16 96.45 96.45 NUM bitcs-6258 9 17 % % NOUN bitcs-6258 9 18 , , PUNCT bitcs-6258 9 19 cer cer PROPN bitcs-6258 9 20 0.3 0.3 NUM bitcs-6258 9 21 % % NOUN bitcs-6258 9 22 , , PUNCT bitcs-6258 9 23 and and CCONJ bitcs-6258 9 24 wer wer NOUN bitcs-6258 9 25 4.30 4.30 NUM bitcs-6258 9 26 % % NOUN bitcs-6258 9 27 . . PUNCT bitcs-6258 10 1 keywords keyword NOUN bitcs-6258 10 2 : : PUNCT bitcs-6258 10 3 hand hand NOUN bitcs-6258 10 4 writing writing NOUN bitcs-6258 10 5 , , PUNCT bitcs-6258 10 6 optical optical ADJ bitcs-6258 10 7 character character NOUN bitcs-6258 10 8 recognition recognition NOUN bitcs-6258 10 9 , , PUNCT bitcs-6258 10 10 socioeconomic socioeconomic ADJ bitcs-6258 10 11 infrastructure infrastructure NOUN bitcs-6258 10 12 , , PUNCT bitcs-6258 10 13 surveyor surveyor NOUN bitcs-6258 10 14 officer officer NOUN bitcs-6258 10 15 . . PUNCT bitcs-6258 11 1 i. i. PROPN bitcs-6258 11 2 introduction introduction NOUN bitcs-6258 11 3 the the DET bitcs-6258 11 4 indonesian indonesian ADJ bitcs-6258 11 5 government government NOUN bitcs-6258 11 6 program program NOUN bitcs-6258 11 7 , , PUNCT bitcs-6258 11 8 called call VERB bitcs-6258 11 9 socio socio NOUN bitcs-6258 11 10 - - PUNCT bitcs-6258 11 11 economic economic ADJ bitcs-6258 11 12 registration registration NOUN bitcs-6258 11 13 ( ( PUNCT bitcs-6258 11 14 regsosek regsosek PROPN bitcs-6258 11 15 ) ) PUNCT bitcs-6258 11 16 , , PUNCT bitcs-6258 11 17 aims aim VERB bitcs-6258 11 18 to to PART bitcs-6258 11 19 measure measure VERB bitcs-6258 11 20 and and CCONJ bitcs-6258 11 21 monitor monitor VERB bitcs-6258 11 22 the the DET bitcs-6258 11 23 socio socio NOUN bitcs-6258 11 24 - - PUNCT bitcs-6258 11 25 economic economic ADJ bitcs-6258 11 26 conditions condition NOUN bitcs-6258 11 27 of of ADP bitcs-6258 11 28 low low ADJ bitcs-6258 11 29 - - PUNCT bitcs-6258 11 30 income income NOUN bitcs-6258 11 31 people people NOUN bitcs-6258 11 32 . . PUNCT bitcs-6258 12 1 according accord VERB bitcs-6258 12 2 to to ADP bitcs-6258 12 3 this this DET bitcs-6258 12 4 program program NOUN bitcs-6258 12 5 , , PUNCT bitcs-6258 12 6 social social ADJ bitcs-6258 12 7 protection protection NOUN bitcs-6258 12 8 is be AUX bitcs-6258 12 9 the the DET bitcs-6258 12 10 government government NOUN bitcs-6258 12 11 's 's PART bitcs-6258 12 12 way way NOUN bitcs-6258 12 13 of of ADP bitcs-6258 12 14 dealing deal VERB bitcs-6258 12 15 with with ADP bitcs-6258 12 16 poverty poverty NOUN bitcs-6258 12 17 in in ADP bitcs-6258 12 18 indonesia indonesia PROPN bitcs-6258 12 19 [ [ X bitcs-6258 12 20 14 14 NUM bitcs-6258 12 21 ] ] PUNCT bitcs-6258 12 22 . . PUNCT bitcs-6258 13 1 one one NUM bitcs-6258 13 2 of of ADP bitcs-6258 13 3 the the DET bitcs-6258 13 4 relevant relevant ADJ bitcs-6258 13 5 data datum NOUN bitcs-6258 13 6 used use VERB bitcs-6258 13 7 for for ADP bitcs-6258 13 8 research research NOUN bitcs-6258 13 9 is be AUX bitcs-6258 13 10 regsosek regsosek ADJ bitcs-6258 13 11 . . PUNCT bitcs-6258 14 1 this this DET bitcs-6258 14 2 method method NOUN bitcs-6258 14 3 is be AUX bitcs-6258 14 4 used use VERB bitcs-6258 14 5 to to PART bitcs-6258 14 6 analyze analyze VERB bitcs-6258 14 7 the the DET bitcs-6258 14 8 influence influence NOUN bitcs-6258 14 9 of of ADP bitcs-6258 14 10 economic economic ADJ bitcs-6258 14 11 and and CCONJ bitcs-6258 14 12 social social ADJ bitcs-6258 14 13 infrastructure infrastructure NOUN bitcs-6258 14 14 on on ADP bitcs-6258 14 15 economic economic ADJ bitcs-6258 14 16 growth growth NOUN bitcs-6258 14 17 , , PUNCT bitcs-6258 14 18 analyze analyze VERB bitcs-6258 14 19 the the DET bitcs-6258 14 20 socio socio NOUN bitcs-6258 14 21 - - PUNCT bitcs-6258 14 22 economic economic ADJ bitcs-6258 14 23 determinants determinant NOUN bitcs-6258 14 24 of of ADP bitcs-6258 14 25 ownership ownership NOUN bitcs-6258 14 26 of of ADP bitcs-6258 14 27 work work NOUN bitcs-6258 14 28 accident accident NOUN bitcs-6258 14 29 insurance insurance NOUN bitcs-6258 14 30 for for ADP bitcs-6258 14 31 informal informal ADJ bitcs-6258 14 32 workers worker NOUN bitcs-6258 14 33 , , PUNCT bitcs-6258 14 34 create create VERB bitcs-6258 14 35 a a DET bitcs-6258 14 36 women woman NOUN bitcs-6258 14 37 's 's PART bitcs-6258 14 38 socio socio NOUN bitcs-6258 14 39 - - PUNCT bitcs-6258 14 40 economic economic ADJ bitcs-6258 14 41 vulnerability vulnerability NOUN bitcs-6258 14 42 index index NOUN bitcs-6258 14 43 ( ( PUNCT bitcs-6258 14 44 iksep iksep NOUN bitcs-6258 14 45 ) ) PUNCT bitcs-6258 14 46 , , PUNCT bitcs-6258 14 47 and and CCONJ bitcs-6258 14 48 study study VERB bitcs-6258 14 49 intercultural intercultural ADJ bitcs-6258 14 50 literacy literacy NOUN bitcs-6258 14 51 from from ADP bitcs-6258 14 52 a a DET bitcs-6258 14 53 social social ADJ bitcs-6258 14 54 , , PUNCT bitcs-6258 14 55 economic economic ADJ bitcs-6258 14 56 and and CCONJ bitcs-6258 14 57 political political ADJ bitcs-6258 14 58 perspective perspective NOUN bitcs-6258 15 1 [ [ X bitcs-6258 15 2 11 11 NUM bitcs-6258 15 3 ] ] PUNCT bitcs-6258 15 4 . . PUNCT bitcs-6258 16 1 the the DET bitcs-6258 16 2 success success NOUN bitcs-6258 16 3 of of ADP bitcs-6258 16 4 the the DET bitcs-6258 16 5 government government NOUN bitcs-6258 16 6 's 's PART bitcs-6258 16 7 socio socio NOUN bitcs-6258 16 8 - - PUNCT bitcs-6258 16 9 economic economic ADJ bitcs-6258 16 10 registration registration NOUN bitcs-6258 16 11 program program NOUN bitcs-6258 16 12 depends depend VERB bitcs-6258 16 13 on on ADP bitcs-6258 16 14 the the DET bitcs-6258 16 15 role role NOUN bitcs-6258 16 16 of of ADP bitcs-6258 16 17 data datum NOUN bitcs-6258 16 18 collection collection NOUN bitcs-6258 16 19 officers officer NOUN bitcs-6258 16 20 or or CCONJ bitcs-6258 16 21 surveyors surveyor NOUN bitcs-6258 16 22 , , PUNCT bitcs-6258 16 23 who who PRON bitcs-6258 16 24 directly directly ADV bitcs-6258 16 25 interact interact VERB bitcs-6258 16 26 with with ADP bitcs-6258 16 27 the the DET bitcs-6258 16 28 community community NOUN bitcs-6258 16 29 to to PART bitcs-6258 16 30 obtain obtain VERB bitcs-6258 16 31 information information NOUN bitcs-6258 16 32 about about ADP bitcs-6258 16 33 socio socio NOUN bitcs-6258 16 34 - - PUNCT bitcs-6258 16 35 economic economic ADJ bitcs-6258 16 36 registration registration NOUN bitcs-6258 16 37 ( ( PUNCT bitcs-6258 16 38 regsosek regsosek NOUN bitcs-6258 16 39 ) ) PUNCT bitcs-6258 16 40 data datum NOUN bitcs-6258 16 41 collection collection NOUN bitcs-6258 16 42 . . PUNCT bitcs-6258 17 1 so so ADV bitcs-6258 17 2 that that SCONJ bitcs-6258 17 3 the the DET bitcs-6258 17 4 public public NOUN bitcs-6258 17 5 as as ADP bitcs-6258 17 6 respondents respondent NOUN bitcs-6258 17 7 can can AUX bitcs-6258 17 8 provide provide VERB bitcs-6258 17 9 answers answer NOUN bitcs-6258 17 10 that that PRON bitcs-6258 17 11 are be AUX bitcs-6258 17 12 appropriate appropriate ADJ bitcs-6258 17 13 to to ADP bitcs-6258 17 14 the the DET bitcs-6258 17 15 conditions condition NOUN bitcs-6258 17 16 , , PUNCT bitcs-6258 17 17 this this PRON bitcs-6258 17 18 must must AUX bitcs-6258 17 19 be be AUX bitcs-6258 17 20 explained explain VERB bitcs-6258 17 21 well well ADV bitcs-6258 17 22 in in ADP bitcs-6258 17 23 the the DET bitcs-6258 17 24 field field NOUN bitcs-6258 17 25 . . PUNCT bitcs-6258 18 1 however however ADV bitcs-6258 18 2 , , PUNCT bitcs-6258 18 3 there there PRON bitcs-6258 18 4 are be VERB bitcs-6258 18 5 obstacles obstacle NOUN bitcs-6258 18 6 to to ADP bitcs-6258 18 7 getting get VERB bitcs-6258 18 8 transparent transparent ADJ bitcs-6258 18 9 information information NOUN bitcs-6258 18 10 from from ADP bitcs-6258 18 11 respondents respondent NOUN bitcs-6258 18 12 . . PUNCT bitcs-6258 19 1 this this DET bitcs-6258 19 2 method method NOUN bitcs-6258 19 3 also also ADV bitcs-6258 19 4 has have VERB bitcs-6258 19 5 other other ADJ bitcs-6258 19 6 obstacles obstacle NOUN bitcs-6258 19 7 that that PRON bitcs-6258 19 8 significantly significantly ADV bitcs-6258 19 9 affect affect VERB bitcs-6258 19 10 the the DET bitcs-6258 19 11 overall overall ADJ bitcs-6258 19 12 results result NOUN bitcs-6258 19 13 of of ADP bitcs-6258 19 14 the the DET bitcs-6258 19 15 survey survey NOUN bitcs-6258 19 16 , , PUNCT bitcs-6258 19 17 where where SCONJ bitcs-6258 19 18 the the DET bitcs-6258 19 19 survey survey NOUN bitcs-6258 19 20 results result NOUN bitcs-6258 19 21 must must AUX bitcs-6258 19 22 be be AUX bitcs-6258 19 23 entered enter VERB bitcs-6258 19 24 manually manually ADV bitcs-6258 19 25 by by ADP bitcs-6258 19 26 the the DET bitcs-6258 19 27 surveyor surveyor NOUN bitcs-6258 19 28 from from ADP bitcs-6258 19 29 a a DET bitcs-6258 19 30 form form NOUN bitcs-6258 19 31 with with ADP bitcs-6258 19 32 handwritten handwritten ADJ bitcs-6258 19 33 data datum NOUN bitcs-6258 19 34 , , PUNCT bitcs-6258 19 35 after after ADP bitcs-6258 19 36 which which PRON bitcs-6258 19 37 it it PRON bitcs-6258 19 38 is be AUX bitcs-6258 19 39 entered enter VERB bitcs-6258 19 40 into into ADP bitcs-6258 19 41 the the DET bitcs-6258 19 42 website website NOUN bitcs-6258 19 43 . . PUNCT bitcs-6258 20 1 this this DET bitcs-6258 20 2 method method NOUN bitcs-6258 20 3 is be AUX bitcs-6258 20 4 vulnerable vulnerable ADJ bitcs-6258 20 5 to to ADP bitcs-6258 20 6 human human ADJ bitcs-6258 20 7 error error NOUN bitcs-6258 20 8 , , PUNCT bitcs-6258 20 9 where where SCONJ bitcs-6258 20 10 the the DET bitcs-6258 20 11 handwriting handwriting NOUN bitcs-6258 20 12 is be AUX bitcs-6258 20 13 difficult difficult ADJ bitcs-6258 20 14 to to PART bitcs-6258 20 15 read read VERB bitcs-6258 20 16 , , PUNCT bitcs-6258 20 17 and and CCONJ bitcs-6258 20 18 mistakes mistake NOUN bitcs-6258 20 19 are be AUX bitcs-6258 20 20 made make VERB bitcs-6258 20 21 during during ADP bitcs-6258 20 22 the the DET bitcs-6258 20 23 data data NOUN bitcs-6258 20 24 input input NOUN bitcs-6258 20 25 [ [ X bitcs-6258 20 26 12 12 NUM bitcs-6258 20 27 ] ] PUNCT bitcs-6258 20 28 . . PUNCT bitcs-6258 21 1 the the DET bitcs-6258 21 2 technology technology NOUN bitcs-6258 21 3 that that PRON bitcs-6258 21 4 can can AUX bitcs-6258 21 5 be be AUX bitcs-6258 21 6 used use VERB bitcs-6258 21 7 to to PART bitcs-6258 21 8 handle handle VERB bitcs-6258 21 9 this this DET bitcs-6258 21 10 problem problem NOUN bitcs-6258 21 11 is be AUX bitcs-6258 21 12 implementing implement VERB bitcs-6258 21 13 the the DET bitcs-6258 21 14 ocr ocr ADJ bitcs-6258 21 15 method method NOUN bitcs-6258 21 16 , , PUNCT bitcs-6258 21 17 where where SCONJ bitcs-6258 21 18 writing writing NOUN bitcs-6258 21 19 that that PRON bitcs-6258 21 20 was be AUX bitcs-6258 21 21 initially initially ADV bitcs-6258 21 22 handwritten handwritten ADJ bitcs-6258 21 23 manually manually ADV bitcs-6258 21 24 can can AUX bitcs-6258 21 25 be be AUX bitcs-6258 21 26 identified identify VERB bitcs-6258 21 27 and and CCONJ bitcs-6258 21 28 converted convert VERB bitcs-6258 21 29 into into ADP bitcs-6258 21 30 digital digital ADJ bitcs-6258 21 31 text text NOUN bitcs-6258 21 32 that that PRON bitcs-6258 21 33 can can AUX bitcs-6258 21 34 be be AUX bitcs-6258 21 35 edited edit VERB bitcs-6258 21 36 and and CCONJ bitcs-6258 21 37 processed process VERB bitcs-6258 21 38 automatically automatically ADV bitcs-6258 21 39 ( ( PUNCT bitcs-6258 21 40 memon memon PROPN bitcs-6258 21 41 et et PROPN bitcs-6258 21 42 al al PROPN bitcs-6258 21 43 . . PROPN bitcs-6258 21 44 , , PUNCT bitcs-6258 21 45 2020 2020 NUM bitcs-6258 21 46 ) ) PUNCT bitcs-6258 21 47 . . PUNCT bitcs-6258 22 1 before before SCONJ bitcs-6258 22 2 the the DET bitcs-6258 22 3 system system NOUN bitcs-6258 22 4 can can AUX bitcs-6258 22 5 recognize recognize VERB bitcs-6258 22 6 human human ADJ bitcs-6258 22 7 p p PROPN bitcs-6258 22 8 - - PUNCT bitcs-6258 22 9 issn issn NOUN bitcs-6258 22 10 : : PUNCT bitcs-6258 22 11 2715 2715 NUM bitcs-6258 22 12 - - SYM bitcs-6258 22 13 2448 2448 NUM bitcs-6258 22 14 | | NOUN bitcs-6258 22 15 e e NOUN bitcs-6258 22 16 - - NOUN bitcs-6258 22 17 issn issn NOUN bitcs-6258 22 18 : : PUNCT bitcs-6258 22 19 2715 2715 NUM bitcs-6258 22 20 - - SYM bitcs-6258 22 21 7199 7199 NUM bitcs-6258 22 22 vol.5 vol.5 ADV bitcs-6258 22 23 no.2 no.2 PROPN bitcs-6258 22 24 june june PROPN bitcs-6258 22 25 2024 2024 NUM bitcs-6258 22 26 buana buana PROPN bitcs-6258 22 27 information information PROPN bitcs-6258 22 28 technology technology NOUN bitcs-6258 22 29 and and CCONJ bitcs-6258 22 30 computer computer NOUN bitcs-6258 22 31 sciences science NOUN bitcs-6258 22 32 ( ( PUNCT bitcs-6258 22 33 bit bit NOUN bitcs-6258 22 34 and and CCONJ bitcs-6258 22 35 cs cs ADJ bitcs-6258 22 36 ) ) PUNCT bitcs-6258 22 37 vol vol NOUN bitcs-6258 22 38 . . PROPN bitcs-6258 23 1 1 1 NUM bitcs-6258 23 2 , , PUNCT bitcs-6258 23 3 no.2 no.2 PROPN bitcs-6258 23 4 june june PROPN bitcs-6258 23 5 2024 2024 NUM bitcs-6258 24 1 | | ADV bitcs-6258 24 2 65 65 NUM bitcs-6258 24 3 handwritten handwritten ADJ bitcs-6258 24 4 image image NOUN bitcs-6258 24 5 patterns pattern NOUN bitcs-6258 24 6 , , PUNCT bitcs-6258 24 7 information information NOUN bitcs-6258 24 8 representing represent VERB bitcs-6258 24 9 the the DET bitcs-6258 24 10 image image NOUN bitcs-6258 24 11 must must AUX bitcs-6258 24 12 be be AUX bitcs-6258 24 13 retrieved retrieve VERB bitcs-6258 24 14 , , PUNCT bitcs-6258 24 15 known know VERB bitcs-6258 24 16 as as ADP bitcs-6258 24 17 input input NOUN bitcs-6258 24 18 data datum NOUN bitcs-6258 24 19 . . PUNCT bitcs-6258 25 1 a a DET bitcs-6258 25 2 scanning scanning NOUN bitcs-6258 25 3 process process NOUN bitcs-6258 25 4 is be AUX bitcs-6258 25 5 carried carry VERB bitcs-6258 25 6 out out ADP bitcs-6258 25 7 on on ADP bitcs-6258 25 8 the the DET bitcs-6258 25 9 resulting result VERB bitcs-6258 25 10 image image NOUN bitcs-6258 25 11 to to PART bitcs-6258 25 12 obtain obtain VERB bitcs-6258 25 13 digital digital ADJ bitcs-6258 25 14 data datum NOUN bitcs-6258 25 15 , , PUNCT bitcs-6258 25 16 and and CCONJ bitcs-6258 25 17 then then ADV bitcs-6258 25 18 a a DET bitcs-6258 25 19 preprocessing preprocessing NOUN bitcs-6258 25 20 process process NOUN bitcs-6258 25 21 is be AUX bitcs-6258 25 22 carried carry VERB bitcs-6258 25 23 out out ADP bitcs-6258 25 24 [ [ X bitcs-6258 25 25 7 7 NUM bitcs-6258 25 26 ] ] PUNCT bitcs-6258 25 27 . . PUNCT bitcs-6258 26 1 this this DET bitcs-6258 26 2 process process NOUN bitcs-6258 26 3 can can AUX bitcs-6258 26 4 complete complete VERB bitcs-6258 26 5 the the DET bitcs-6258 26 6 creation creation NOUN bitcs-6258 26 7 of of ADP bitcs-6258 26 8 an an DET bitcs-6258 26 9 intelligent intelligent ADJ bitcs-6258 26 10 computer computer NOUN bitcs-6258 26 11 system system NOUN bitcs-6258 26 12 that that PRON bitcs-6258 26 13 can can AUX bitcs-6258 26 14 recognize recognize VERB bitcs-6258 26 15 handwriting handwriting NOUN bitcs-6258 26 16 . . PUNCT bitcs-6258 27 1 often often ADV bitcs-6258 27 2 , , PUNCT bitcs-6258 27 3 these these DET bitcs-6258 27 4 methods method NOUN bitcs-6258 27 5 are be AUX bitcs-6258 27 6 combined combine VERB bitcs-6258 27 7 with with ADP bitcs-6258 27 8 other other ADJ bitcs-6258 27 9 algorithms algorithm NOUN bitcs-6258 27 10 to to PART bitcs-6258 27 11 create create VERB bitcs-6258 27 12 new new ADJ bitcs-6258 27 13 applications application NOUN bitcs-6258 27 14 that that PRON bitcs-6258 27 15 can can AUX bitcs-6258 27 16 solve solve VERB bitcs-6258 27 17 more more ADV bitcs-6258 27 18 complex complex ADJ bitcs-6258 27 19 problems problem NOUN bitcs-6258 27 20 [ [ X bitcs-6258 27 21 5 5 NUM bitcs-6258 27 22 ] ] PUNCT bitcs-6258 27 23 . . PUNCT bitcs-6258 28 1 currently currently ADV bitcs-6258 28 2 , , PUNCT bitcs-6258 28 3 ocr ocr PROPN bitcs-6258 28 4 is be AUX bitcs-6258 28 5 applied apply VERB bitcs-6258 28 6 in in ADP bitcs-6258 28 7 various various ADJ bitcs-6258 28 8 fields field NOUN bitcs-6258 28 9 , , PUNCT bitcs-6258 28 10 including include VERB bitcs-6258 28 11 data datum NOUN bitcs-6258 28 12 entry entry NOUN bitcs-6258 28 13 . . PUNCT bitcs-6258 29 1 previous previous ADJ bitcs-6258 29 2 research research NOUN bitcs-6258 29 3 utilized utilize VERB bitcs-6258 29 4 ocr ocr NOUN bitcs-6258 29 5 as as ADP bitcs-6258 29 6 automation automation NOUN bitcs-6258 29 7 for for ADP bitcs-6258 29 8 logistics logistic NOUN bitcs-6258 29 9 warehouse warehouse NOUN bitcs-6258 29 10 data datum NOUN bitcs-6258 29 11 input input NOUN bitcs-6258 29 12 management management NOUN bitcs-6258 29 13 [ [ X bitcs-6258 29 14 2 2 NUM bitcs-6258 29 15 ] ] PUNCT bitcs-6258 29 16 . . PUNCT bitcs-6258 30 1 the the DET bitcs-6258 30 2 results result NOUN bitcs-6258 30 3 of of ADP bitcs-6258 30 4 the the DET bitcs-6258 30 5 introduction introduction NOUN bitcs-6258 30 6 of of ADP bitcs-6258 30 7 ocr ocr PROPN bitcs-6258 30 8 are be AUX bitcs-6258 30 9 used use VERB bitcs-6258 30 10 as as ADP bitcs-6258 30 11 input input NOUN bitcs-6258 30 12 for for ADP bitcs-6258 30 13 the the DET bitcs-6258 30 14 logistics logistic NOUN bitcs-6258 30 15 warehouse warehouse NOUN bitcs-6258 30 16 management management NOUN bitcs-6258 30 17 system system NOUN bitcs-6258 30 18 , , PUNCT bitcs-6258 30 19 which which PRON bitcs-6258 30 20 will will AUX bitcs-6258 30 21 then then ADV bitcs-6258 30 22 be be AUX bitcs-6258 30 23 processed process VERB bitcs-6258 30 24 by by ADP bitcs-6258 30 25 the the DET bitcs-6258 30 26 management management NOUN bitcs-6258 30 27 system system NOUN bitcs-6258 30 28 and and CCONJ bitcs-6258 30 29 entered enter VERB bitcs-6258 30 30 into into ADP bitcs-6258 30 31 the the DET bitcs-6258 30 32 database database NOUN bitcs-6258 30 33 . . PUNCT bitcs-6258 31 1 in in ADP bitcs-6258 31 2 detecting detect VERB bitcs-6258 31 3 handwriting handwriting NOUN bitcs-6258 31 4 , , PUNCT bitcs-6258 31 5 this this DET bitcs-6258 31 6 research research NOUN bitcs-6258 31 7 produces produce VERB bitcs-6258 31 8 an an DET bitcs-6258 31 9 accuracy accuracy NOUN bitcs-6258 31 10 of of ADP bitcs-6258 31 11 46.9 46.9 NUM bitcs-6258 31 12 % % NOUN bitcs-6258 31 13 . . PUNCT bitcs-6258 32 1 it it PRON bitcs-6258 32 2 shows show VERB bitcs-6258 32 3 that that SCONJ bitcs-6258 32 4 tesseract tesseract NOUN bitcs-6258 32 5 can can AUX bitcs-6258 32 6 be be AUX bitcs-6258 32 7 implemented implement VERB bitcs-6258 32 8 to to PART bitcs-6258 32 9 convert convert VERB bitcs-6258 32 10 images image NOUN bitcs-6258 32 11 into into ADP bitcs-6258 32 12 text text NOUN bitcs-6258 32 13 . . PUNCT bitcs-6258 33 1 however however ADV bitcs-6258 33 2 , , PUNCT bitcs-6258 33 3 the the DET bitcs-6258 33 4 recognition recognition NOUN bitcs-6258 33 5 results result VERB bitcs-6258 33 6 depend depend VERB bitcs-6258 33 7 on on ADP bitcs-6258 33 8 the the DET bitcs-6258 33 9 quality quality NOUN bitcs-6258 33 10 of of ADP bitcs-6258 33 11 the the DET bitcs-6258 33 12 image image NOUN bitcs-6258 33 13 and and CCONJ bitcs-6258 33 14 the the DET bitcs-6258 33 15 variety variety NOUN bitcs-6258 33 16 of of ADP bitcs-6258 33 17 text text NOUN bitcs-6258 33 18 used use VERB bitcs-6258 33 19 as as ADP bitcs-6258 33 20 test test NOUN bitcs-6258 33 21 data datum NOUN bitcs-6258 33 22 and and CCONJ bitcs-6258 33 23 taking take VERB bitcs-6258 33 24 images image NOUN bitcs-6258 33 25 requires require VERB bitcs-6258 33 26 sufficient sufficient ADJ bitcs-6258 33 27 light light NOUN bitcs-6258 33 28 . . PUNCT bitcs-6258 34 1 other other ADJ bitcs-6258 34 2 research research NOUN bitcs-6258 34 3 uses use VERB bitcs-6258 34 4 tesseract tesseract ADJ bitcs-6258 34 5 ocr ocr NOUN bitcs-6258 34 6 for for ADP bitcs-6258 34 7 text text NOUN bitcs-6258 34 8 recognition recognition NOUN bitcs-6258 34 9 in in ADP bitcs-6258 34 10 social social ADJ bitcs-6258 34 11 survey survey NOUN bitcs-6258 34 12 data datum NOUN bitcs-6258 34 13 . . PUNCT bitcs-6258 35 1 this this DET bitcs-6258 35 2 research research NOUN bitcs-6258 35 3 produced produce VERB bitcs-6258 35 4 a a DET bitcs-6258 35 5 cer cer NOUN bitcs-6258 35 6 of of ADP bitcs-6258 35 7 2.60 2.60 NUM bitcs-6258 35 8 % % NOUN bitcs-6258 35 9 and and CCONJ bitcs-6258 35 10 a a DET bitcs-6258 35 11 wer wer NOUN bitcs-6258 35 12 of of ADP bitcs-6258 35 13 25.20 25.20 NUM bitcs-6258 35 14 % % NOUN bitcs-6258 35 15 using use VERB bitcs-6258 35 16 the the DET bitcs-6258 35 17 tesseract tesseract ADJ bitcs-6258 35 18 method method NOUN bitcs-6258 35 19 [ [ X bitcs-6258 35 20 1 1 NUM bitcs-6258 35 21 ] ] PUNCT bitcs-6258 35 22 . . PUNCT bitcs-6258 36 1 the the DET bitcs-6258 36 2 difference difference NOUN bitcs-6258 36 3 in in ADP bitcs-6258 36 4 accuracy accuracy NOUN bitcs-6258 36 5 and and CCONJ bitcs-6258 36 6 error error NOUN bitcs-6258 36 7 rate rate NOUN bitcs-6258 36 8 is be AUX bitcs-6258 36 9 due due ADJ bitcs-6258 36 10 to to ADP bitcs-6258 36 11 the the DET bitcs-6258 36 12 library library NOUN bitcs-6258 36 13 's 's PART bitcs-6258 36 14 dependence dependence NOUN bitcs-6258 36 15 on on ADP bitcs-6258 36 16 the the DET bitcs-6258 36 17 test test NOUN bitcs-6258 36 18 document document NOUN bitcs-6258 36 19 's 's PART bitcs-6258 36 20 quality quality NOUN bitcs-6258 36 21 , , PUNCT bitcs-6258 36 22 so so ADV bitcs-6258 36 23 the the DET bitcs-6258 36 24 ocr ocr ADJ bitcs-6258 36 25 output output NOUN bitcs-6258 36 26 is be AUX bitcs-6258 36 27 often often ADV bitcs-6258 36 28 inappropriate inappropriate ADJ bitcs-6258 36 29 . . PUNCT bitcs-6258 37 1 both both DET bitcs-6258 37 2 studies study NOUN bitcs-6258 37 3 show show VERB bitcs-6258 37 4 that that SCONJ bitcs-6258 37 5 the the DET bitcs-6258 37 6 quality quality NOUN bitcs-6258 37 7 of of ADP bitcs-6258 37 8 the the DET bitcs-6258 37 9 image image NOUN bitcs-6258 37 10 or or CCONJ bitcs-6258 37 11 document document NOUN bitcs-6258 37 12 used use VERB bitcs-6258 37 13 as as ADP bitcs-6258 37 14 a a DET bitcs-6258 37 15 source source NOUN bitcs-6258 37 16 scanned scan VERB bitcs-6258 37 17 by by ADP bitcs-6258 37 18 an an DET bitcs-6258 37 19 ocr ocr ADJ bitcs-6258 37 20 application application NOUN bitcs-6258 37 21 is be AUX bitcs-6258 37 22 the the DET bitcs-6258 37 23 main main ADJ bitcs-6258 37 24 problem problem NOUN bitcs-6258 37 25 in in ADP bitcs-6258 37 26 using use VERB bitcs-6258 37 27 ocr ocr NOUN bitcs-6258 37 28 on on ADP bitcs-6258 37 29 handwritten handwritten ADJ bitcs-6258 37 30 text text NOUN bitcs-6258 37 31 . . PUNCT bitcs-6258 38 1 tesseract tesseract NOUN bitcs-6258 38 2 is be AUX bitcs-6258 38 3 an an DET bitcs-6258 38 4 open open ADJ bitcs-6258 38 5 - - PUNCT bitcs-6258 38 6 source source NOUN bitcs-6258 38 7 ocr ocr NOUN bitcs-6258 38 8 application application NOUN bitcs-6258 38 9 created create VERB bitcs-6258 38 10 by by ADP bitcs-6258 38 11 hp hp PROPN bitcs-6258 38 12 from from ADP bitcs-6258 38 13 1984 1984 NUM bitcs-6258 38 14 to to ADP bitcs-6258 38 15 1994 1994 NUM bitcs-6258 38 16 . . PUNCT bitcs-6258 39 1 tesseract tesseract NOUN bitcs-6258 39 2 was be AUX bitcs-6258 39 3 first first ADV bitcs-6258 39 4 created create VERB bitcs-6258 39 5 as as ADP bitcs-6258 39 6 a a DET bitcs-6258 39 7 graduate graduate NOUN bitcs-6258 39 8 project project NOUN bitcs-6258 39 9 and and CCONJ bitcs-6258 39 10 released release VERB bitcs-6258 39 11 by by ADP bitcs-6258 39 12 hewlett hewlett PROPN bitcs-6258 39 13 packard packard PROPN bitcs-6258 39 14 and and CCONJ bitcs-6258 39 15 the the DET bitcs-6258 39 16 university university PROPN bitcs-6258 39 17 of of ADP bitcs-6258 39 18 nevada nevada PROPN bitcs-6258 39 19 , , PUNCT bitcs-6258 39 20 las las PROPN bitcs-6258 39 21 vegas vegas PROPN bitcs-6258 39 22 , , PUNCT bitcs-6258 39 23 in in ADP bitcs-6258 39 24 2005 2005 NUM bitcs-6258 39 25 . . PUNCT bitcs-6258 40 1 now now ADV bitcs-6258 40 2 , , PUNCT bitcs-6258 40 3 google google PROPN bitcs-6258 40 4 partially partially ADV bitcs-6258 40 5 funds fund VERB bitcs-6258 40 6 its its PRON bitcs-6258 40 7 development development NOUN bitcs-6258 40 8 , , PUNCT bitcs-6258 40 9 and and CCONJ bitcs-6258 40 10 version version NOUN bitcs-6258 40 11 2.0 2.0 NUM bitcs-6258 40 12 , , PUNCT bitcs-6258 40 13 tesseract tesseract NOUN bitcs-6258 40 14 4 4 NUM bitcs-6258 40 15 . . NUM bitcs-6258 41 1 x x X bitcs-6258 41 2 , , PUNCT bitcs-6258 41 3 was be AUX bitcs-6258 41 4 released release VERB bitcs-6258 41 5 in in ADP bitcs-6258 41 6 december december PROPN bitcs-6258 41 7 2019 2019 NUM bitcs-6258 41 8 . . PUNCT bitcs-6258 42 1 tesseract tesseract NOUN bitcs-6258 42 2 has have VERB bitcs-6258 42 3 four four NUM bitcs-6258 42 4 main main ADJ bitcs-6258 42 5 functional functional ADJ bitcs-6258 42 6 modules module NOUN bitcs-6258 42 7 : : PUNCT bitcs-6258 42 8 static static ADJ bitcs-6258 42 9 character character NOUN bitcs-6258 42 10 classifier classifier NOUN bitcs-6258 42 11 , , PUNCT bitcs-6258 42 12 word word NOUN bitcs-6258 42 13 recognition recognition NOUN bitcs-6258 42 14 , , PUNCT bitcs-6258 42 15 paragraph paragraph NOUN bitcs-6258 42 16 and and CCONJ bitcs-6258 42 17 sentence sentence NOUN bitcs-6258 42 18 search search NOUN bitcs-6258 42 19 , , PUNCT bitcs-6258 42 20 linguistic linguistic ADJ bitcs-6258 42 21 analysis analysis NOUN bitcs-6258 42 22 , , PUNCT bitcs-6258 42 23 and and CCONJ bitcs-6258 42 24 adaptive adaptive ADJ bitcs-6258 42 25 classifier classifier NOUN bitcs-6258 42 26 . . PUNCT bitcs-6258 43 1 however however ADV bitcs-6258 43 2 , , PUNCT bitcs-6258 43 3 if if SCONJ bitcs-6258 43 4 the the DET bitcs-6258 43 5 image image NOUN bitcs-6258 43 6 is be AUX bitcs-6258 43 7 preprocessed preprocesse VERB bitcs-6258 43 8 , , PUNCT bitcs-6258 43 9 the the DET bitcs-6258 43 10 results result NOUN bitcs-6258 43 11 from from ADP bitcs-6258 43 12 tesseract tesseract NOUN bitcs-6258 43 13 will will AUX bitcs-6258 43 14 be be AUX bitcs-6258 43 15 much much ADV bitcs-6258 43 16 better well ADJ bitcs-6258 43 17 . . PUNCT bitcs-6258 44 1 to to PART bitcs-6258 44 2 overcome overcome VERB bitcs-6258 44 3 this this DET bitcs-6258 44 4 problem problem NOUN bitcs-6258 44 5 , , PUNCT bitcs-6258 44 6 research research NOUN bitcs-6258 44 7 was be AUX bitcs-6258 44 8 carried carry VERB bitcs-6258 44 9 out out ADP bitcs-6258 44 10 to to PART bitcs-6258 44 11 automate automate VERB bitcs-6258 44 12 data datum NOUN bitcs-6258 44 13 input input NOUN bitcs-6258 44 14 in in ADP bitcs-6258 44 15 handwriting handwriting NOUN bitcs-6258 44 16 from from ADP bitcs-6258 44 17 survey survey NOUN bitcs-6258 44 18 forms form NOUN bitcs-6258 44 19 using use VERB bitcs-6258 44 20 the the DET bitcs-6258 44 21 ocr ocr ADJ bitcs-6258 44 22 method method NOUN bitcs-6258 44 23 based base VERB bitcs-6258 44 24 on on ADP bitcs-6258 44 25 google google PROPN bitcs-6258 44 26 vision vision NOUN bitcs-6258 44 27 and and CCONJ bitcs-6258 44 28 tesseract tesseract NOUN bitcs-6258 44 29 . . PUNCT bitcs-6258 45 1 this this DET bitcs-6258 45 2 research research NOUN bitcs-6258 45 3 aims aim VERB bitcs-6258 45 4 to to PART bitcs-6258 45 5 create create VERB bitcs-6258 45 6 a a DET bitcs-6258 45 7 system system NOUN bitcs-6258 45 8 that that PRON bitcs-6258 45 9 can can AUX bitcs-6258 45 10 be be AUX bitcs-6258 45 11 used use VERB bitcs-6258 45 12 to to PART bitcs-6258 45 13 recognize recognize VERB bitcs-6258 45 14 handwriting handwriting NOUN bitcs-6258 45 15 so so SCONJ bitcs-6258 45 16 that that SCONJ bitcs-6258 45 17 it it PRON bitcs-6258 45 18 can can AUX bitcs-6258 45 19 be be AUX bitcs-6258 45 20 easily easily ADV bitcs-6258 45 21 recognized recognize VERB bitcs-6258 45 22 as as ADP bitcs-6258 45 23 text text NOUN bitcs-6258 45 24 using use VERB bitcs-6258 45 25 computer computer NOUN bitcs-6258 45 26 vision vision NOUN bitcs-6258 45 27 methods method NOUN bitcs-6258 45 28 . . PUNCT bitcs-6258 46 1 ii ii PROPN bitcs-6258 46 2 . . PUNCT bitcs-6258 47 1 methods method NOUN bitcs-6258 47 2 this this DET bitcs-6258 47 3 research research NOUN bitcs-6258 47 4 is be AUX bitcs-6258 47 5 divided divide VERB bitcs-6258 47 6 into into ADP bitcs-6258 47 7 several several ADJ bitcs-6258 47 8 general general ADJ bitcs-6258 47 9 stages stage NOUN bitcs-6258 47 10 . . PUNCT bitcs-6258 48 1 this this DET bitcs-6258 48 2 stage stage NOUN bitcs-6258 48 3 includes include VERB bitcs-6258 48 4 literature literature NOUN bitcs-6258 48 5 study study NOUN bitcs-6258 48 6 , , PUNCT bitcs-6258 48 7 planning planning NOUN bitcs-6258 48 8 , , PUNCT bitcs-6258 48 9 data data NOUN bitcs-6258 48 10 collection collection NOUN bitcs-6258 48 11 , , PUNCT bitcs-6258 48 12 implementation implementation NOUN bitcs-6258 48 13 , , PUNCT bitcs-6258 48 14 testing testing NOUN bitcs-6258 48 15 , , PUNCT bitcs-6258 48 16 and and CCONJ bitcs-6258 48 17 report report VERB bitcs-6258 48 18 preparation preparation NOUN bitcs-6258 48 19 . . PUNCT bitcs-6258 49 1 these these DET bitcs-6258 49 2 stages stage NOUN bitcs-6258 49 3 will will AUX bitcs-6258 49 4 be be AUX bitcs-6258 49 5 carried carry VERB bitcs-6258 49 6 out out ADP bitcs-6258 49 7 sequentially sequentially ADV bitcs-6258 49 8 to to PART bitcs-6258 49 9 produce produce VERB bitcs-6258 49 10 an an DET bitcs-6258 49 11 optimal optimal ADJ bitcs-6258 49 12 report report NOUN bitcs-6258 49 13 . . PUNCT bitcs-6258 50 1 the the DET bitcs-6258 50 2 general general ADJ bitcs-6258 50 3 stages stage NOUN bitcs-6258 50 4 of of ADP bitcs-6258 50 5 research research NOUN bitcs-6258 50 6 can can AUX bitcs-6258 50 7 be be AUX bitcs-6258 50 8 seen see VERB bitcs-6258 50 9 in in ADP bitcs-6258 50 10 figure figure NOUN bitcs-6258 50 11 1 1 NUM bitcs-6258 50 12 . . PUNCT bitcs-6258 51 1 the the DET bitcs-6258 51 2 literature literature NOUN bitcs-6258 51 3 study study NOUN bitcs-6258 51 4 phase phase NOUN bitcs-6258 51 5 involves involve VERB bitcs-6258 51 6 a a DET bitcs-6258 51 7 comprehensive comprehensive ADJ bitcs-6258 51 8 review review NOUN bitcs-6258 51 9 of of ADP bitcs-6258 51 10 existing exist VERB bitcs-6258 51 11 research research NOUN bitcs-6258 51 12 , , PUNCT bitcs-6258 51 13 theories theory NOUN bitcs-6258 51 14 , , PUNCT bitcs-6258 51 15 and and CCONJ bitcs-6258 51 16 relevant relevant ADJ bitcs-6258 51 17 publications publication NOUN bitcs-6258 51 18 to to PART bitcs-6258 51 19 establish establish VERB bitcs-6258 51 20 a a DET bitcs-6258 51 21 solid solid ADJ bitcs-6258 51 22 theoretical theoretical ADJ bitcs-6258 51 23 framework framework NOUN bitcs-6258 51 24 for for ADP bitcs-6258 51 25 the the DET bitcs-6258 51 26 study study NOUN bitcs-6258 51 27 . . PUNCT bitcs-6258 52 1 fig1 fig1 PROPN bitcs-6258 52 2 . . PUNCT bitcs-6258 53 1 study study NOUN bitcs-6258 53 2 method method PROPN bitcs-6258 53 3 a. a. PROPN bitcs-6258 53 4 literature literature PROPN bitcs-6258 53 5 study study NOUN bitcs-6258 53 6 in in ADP bitcs-6258 53 7 this this DET bitcs-6258 53 8 research research NOUN bitcs-6258 53 9 , , PUNCT bitcs-6258 53 10 the the DET bitcs-6258 53 11 references reference NOUN bitcs-6258 53 12 used use VERB bitcs-6258 53 13 come come VERB bitcs-6258 53 14 from from ADP bitcs-6258 53 15 books book NOUN bitcs-6258 53 16 , , PUNCT bitcs-6258 53 17 journals journal NOUN bitcs-6258 53 18 , , PUNCT bitcs-6258 53 19 ebooks ebook NOUN bitcs-6258 53 20 , , PUNCT bitcs-6258 53 21 previous previous ADJ bitcs-6258 53 22 research research NOUN bitcs-6258 53 23 and and CCONJ bitcs-6258 53 24 other other ADJ bitcs-6258 53 25 reliable reliable ADJ bitcs-6258 53 26 sources source NOUN bitcs-6258 53 27 . . PUNCT bitcs-6258 54 1 the the DET bitcs-6258 54 2 literature literature NOUN bitcs-6258 54 3 study study NOUN bitcs-6258 54 4 used use VERB bitcs-6258 54 5 google google PROPN bitcs-6258 54 6 scholar scholar NOUN bitcs-6258 54 7 as as ADP bitcs-6258 54 8 the the DET bitcs-6258 54 9 primary primary ADJ bitcs-6258 54 10 search search NOUN bitcs-6258 54 11 tool tool NOUN bitcs-6258 54 12 for for ADP bitcs-6258 54 13 references reference NOUN bitcs-6258 54 14 related relate VERB bitcs-6258 54 15 to to ADP bitcs-6258 54 16 text text NOUN bitcs-6258 54 17 detection detection NOUN bitcs-6258 54 18 , , PUNCT bitcs-6258 54 19 tesseract tesseract NOUN bitcs-6258 54 20 and and CCONJ bitcs-6258 54 21 google google PROPN bitcs-6258 54 22 vision vision NOUN bitcs-6258 54 23 . . PUNCT bitcs-6258 55 1 literature literature NOUN bitcs-6258 55 2 research research NOUN bitcs-6258 55 3 was be AUX bitcs-6258 55 4 carried carry VERB bitcs-6258 55 5 out out ADP bitcs-6258 55 6 to to PART bitcs-6258 55 7 obtain obtain VERB bitcs-6258 55 8 information information NOUN bitcs-6258 55 9 about about ADP bitcs-6258 55 10 several several ADJ bitcs-6258 55 11 main main ADJ bitcs-6258 55 12 topics topic NOUN bitcs-6258 55 13 of of ADP bitcs-6258 55 14 this this DET bitcs-6258 55 15 research research NOUN bitcs-6258 55 16 , , PUNCT bitcs-6258 55 17 namely namely ADV bitcs-6258 55 18 : : PUNCT bitcs-6258 55 19 vol vol NOUN bitcs-6258 55 20 . . PROPN bitcs-6258 55 21 5 5 NUM bitcs-6258 55 22 , , PUNCT bitcs-6258 55 23 no.2 no.2 PROPN bitcs-6258 55 24 june june PROPN bitcs-6258 55 25 2024 2024 NUM bitcs-6258 56 1 | | ADV bitcs-6258 56 2 66 66 NUM bitcs-6258 56 3 a a PRON bitcs-6258 56 4 ) ) PUNCT bitcs-6258 56 5 ocr ocr PROPN bitcs-6258 56 6 b b NOUN bitcs-6258 56 7 ) ) PUNCT bitcs-6258 56 8 google google PROPN bitcs-6258 56 9 cloud cloud PROPN bitcs-6258 56 10 vision vision NOUN bitcs-6258 56 11 c c NOUN bitcs-6258 56 12 ) ) PUNCT bitcs-6258 56 13 tesseract tesseract NOUN bitcs-6258 56 14 d d NOUN bitcs-6258 56 15 ) ) PUNCT bitcs-6258 56 16 merged merge VERB bitcs-6258 56 17 method method PROPN bitcs-6258 56 18 b. b. PROPN bitcs-6258 56 19 data data PROPN bitcs-6258 56 20 gathering gather VERB bitcs-6258 56 21 the the DET bitcs-6258 56 22 required require VERB bitcs-6258 56 23 data data NOUN bitcs-6258 56 24 collection collection NOUN bitcs-6258 56 25 stage stage NOUN bitcs-6258 56 26 is be AUX bitcs-6258 56 27 the the DET bitcs-6258 56 28 most most ADV bitcs-6258 56 29 important important ADJ bitcs-6258 56 30 in in ADP bitcs-6258 56 31 this this DET bitcs-6258 56 32 research research NOUN bitcs-6258 56 33 . . PUNCT bitcs-6258 57 1 the the DET bitcs-6258 57 2 data datum NOUN bitcs-6258 57 3 collected collect VERB bitcs-6258 57 4 is be AUX bitcs-6258 57 5 used use VERB bitcs-6258 57 6 for for ADP bitcs-6258 57 7 system system NOUN bitcs-6258 57 8 testing testing NOUN bitcs-6258 57 9 , , PUNCT bitcs-6258 57 10 whether whether SCONJ bitcs-6258 57 11 the the DET bitcs-6258 57 12 method method NOUN bitcs-6258 57 13 used use VERB bitcs-6258 57 14 is be AUX bitcs-6258 57 15 optimal optimal ADJ bitcs-6258 57 16 for for ADP bitcs-6258 57 17 the the DET bitcs-6258 57 18 test test NOUN bitcs-6258 57 19 data datum NOUN bitcs-6258 57 20 . . PUNCT bitcs-6258 58 1 the the DET bitcs-6258 58 2 survey survey NOUN bitcs-6258 58 3 form form NOUN bitcs-6258 58 4 image image NOUN bitcs-6258 58 5 data datum NOUN bitcs-6258 58 6 was be AUX bitcs-6258 58 7 collected collect VERB bitcs-6258 58 8 by by ADP bitcs-6258 58 9 scanning scan VERB bitcs-6258 58 10 100 100 NUM bitcs-6258 58 11 data datum NOUN bitcs-6258 58 12 . . PUNCT bitcs-6258 59 1 c. c. PROPN bitcs-6258 59 2 ocr ocr PROPN bitcs-6258 59 3 implementation implementation NOUN bitcs-6258 59 4 based base VERB bitcs-6258 59 5 on on ADP bitcs-6258 59 6 figure figure NOUN bitcs-6258 59 7 2 2 NUM bitcs-6258 59 8 , , PUNCT bitcs-6258 59 9 this this DET bitcs-6258 59 10 research research NOUN bitcs-6258 59 11 began begin VERB bitcs-6258 59 12 by by ADP bitcs-6258 59 13 entering enter VERB bitcs-6258 59 14 the the DET bitcs-6258 59 15 survey survey NOUN bitcs-6258 59 16 data data NOUN bitcs-6258 59 17 image image NOUN bitcs-6258 59 18 . . PUNCT bitcs-6258 60 1 after after ADP bitcs-6258 60 2 that that PRON bitcs-6258 60 3 , , PUNCT bitcs-6258 60 4 the the DET bitcs-6258 60 5 image image NOUN bitcs-6258 60 6 is be AUX bitcs-6258 60 7 processed process VERB bitcs-6258 60 8 for for ADP bitcs-6258 60 9 thresholding thresholding NOUN bitcs-6258 60 10 and and CCONJ bitcs-6258 60 11 greyscale greyscale NOUN bitcs-6258 60 12 . . PUNCT bitcs-6258 61 1 this this DET bitcs-6258 61 2 pre pre ADJ bitcs-6258 61 3 - - ADJ bitcs-6258 61 4 processing processing NOUN bitcs-6258 61 5 is be AUX bitcs-6258 61 6 done do VERB bitcs-6258 61 7 so so SCONJ bitcs-6258 61 8 ocr ocr PROPN bitcs-6258 61 9 can can AUX bitcs-6258 61 10 more more ADV bitcs-6258 61 11 easily easily ADV bitcs-6258 61 12 differentiate differentiate VERB bitcs-6258 61 13 between between ADP bitcs-6258 61 14 objects object NOUN bitcs-6258 61 15 and and CCONJ bitcs-6258 61 16 backgrounds background NOUN bitcs-6258 61 17 . . PUNCT bitcs-6258 62 1 next next ADJ bitcs-6258 62 2 is be AUX bitcs-6258 62 3 detecting detect VERB bitcs-6258 62 4 text text NOUN bitcs-6258 62 5 ; ; PUNCT bitcs-6258 62 6 tesseract tesseract NOUN bitcs-6258 62 7 and and CCONJ bitcs-6258 62 8 google google PROPN bitcs-6258 62 9 vision vision NOUN bitcs-6258 62 10 are be AUX bitcs-6258 62 11 used use VERB bitcs-6258 62 12 to to PART bitcs-6258 62 13 extract extract VERB bitcs-6258 62 14 images image NOUN bitcs-6258 62 15 into into ADP bitcs-6258 62 16 asci asci ADJ bitcs-6258 62 17 characters character NOUN bitcs-6258 62 18 . . PUNCT bitcs-6258 63 1 after after SCONJ bitcs-6258 63 2 the the DET bitcs-6258 63 3 asci asci PROPN bitcs-6258 63 4 characters character NOUN bitcs-6258 63 5 are be AUX bitcs-6258 63 6 obtained obtain VERB bitcs-6258 63 7 , , PUNCT bitcs-6258 63 8 compare compare VERB bitcs-6258 63 9 the the DET bitcs-6258 63 10 results result NOUN bitcs-6258 63 11 of of ADP bitcs-6258 63 12 the the DET bitcs-6258 63 13 two two NUM bitcs-6258 63 14 methods method NOUN bitcs-6258 63 15 , , PUNCT bitcs-6258 63 16 and and CCONJ bitcs-6258 63 17 which which PRON bitcs-6258 63 18 is be AUX bitcs-6258 63 19 the the DET bitcs-6258 63 20 best good ADJ bitcs-6258 63 21 with with ADP bitcs-6258 63 22 ground ground NOUN bitcs-6258 63 23 truth truth NOUN bitcs-6258 63 24 ? ? PUNCT bitcs-6258 64 1 then then ADV bitcs-6258 64 2 , , PUNCT bitcs-6258 64 3 the the DET bitcs-6258 64 4 best good ADJ bitcs-6258 64 5 results result NOUN bitcs-6258 64 6 will will AUX bitcs-6258 64 7 be be AUX bitcs-6258 64 8 normalized normalize VERB bitcs-6258 64 9 and and CCONJ bitcs-6258 64 10 entered enter VERB bitcs-6258 64 11 into into ADP bitcs-6258 64 12 the the DET bitcs-6258 64 13 ignore ignore NOUN bitcs-6258 64 14 list list NOUN bitcs-6258 64 15 process process NOUN bitcs-6258 64 16 to to PART bitcs-6258 64 17 determine determine VERB bitcs-6258 64 18 which which DET bitcs-6258 64 19 words word NOUN bitcs-6258 64 20 will will AUX bitcs-6258 64 21 be be AUX bitcs-6258 64 22 used use VERB bitcs-6258 64 23 and and CCONJ bitcs-6258 64 24 which which PRON bitcs-6258 64 25 will will AUX bitcs-6258 64 26 be be AUX bitcs-6258 64 27 ignored ignore VERB bitcs-6258 64 28 . . PUNCT bitcs-6258 65 1 the the DET bitcs-6258 65 2 following follow VERB bitcs-6258 65 3 process process NOUN bitcs-6258 65 4 is be AUX bitcs-6258 65 5 testing test VERB bitcs-6258 65 6 , , PUNCT bitcs-6258 65 7 which which PRON bitcs-6258 65 8 will will AUX bitcs-6258 65 9 use use VERB bitcs-6258 65 10 the the DET bitcs-6258 65 11 cer cer NOUN bitcs-6258 65 12 , , PUNCT bitcs-6258 65 13 wer wer NOUN bitcs-6258 65 14 and and CCONJ bitcs-6258 65 15 accuracy accuracy NOUN bitcs-6258 65 16 parameters parameter NOUN bitcs-6258 65 17 . . PUNCT bitcs-6258 66 1 these these DET bitcs-6258 66 2 metrics metric NOUN bitcs-6258 66 3 will will AUX bitcs-6258 66 4 assess assess VERB bitcs-6258 66 5 the the DET bitcs-6258 66 6 performance performance NOUN bitcs-6258 66 7 of of ADP bitcs-6258 66 8 the the DET bitcs-6258 66 9 ocr ocr ADJ bitcs-6258 66 10 methods method NOUN bitcs-6258 66 11 and and CCONJ bitcs-6258 66 12 provide provide VERB bitcs-6258 66 13 valuable valuable ADJ bitcs-6258 66 14 insights insight NOUN bitcs-6258 66 15 into into ADP bitcs-6258 66 16 their their PRON bitcs-6258 66 17 effectiveness effectiveness NOUN bitcs-6258 66 18 in in ADP bitcs-6258 66 19 accurately accurately ADV bitcs-6258 66 20 converting convert VERB bitcs-6258 66 21 the the DET bitcs-6258 66 22 images image NOUN bitcs-6258 66 23 into into ADP bitcs-6258 66 24 editable editable ADJ bitcs-6258 66 25 text text NOUN bitcs-6258 66 26 , , PUNCT bitcs-6258 66 27 thereby thereby ADV bitcs-6258 66 28 ensuring ensure VERB bitcs-6258 66 29 the the DET bitcs-6258 66 30 reliability reliability NOUN bitcs-6258 66 31 of of ADP bitcs-6258 66 32 the the DET bitcs-6258 66 33 data datum NOUN bitcs-6258 66 34 obtained obtain VERB bitcs-6258 66 35 from from ADP bitcs-6258 66 36 the the DET bitcs-6258 66 37 survey survey NOUN bitcs-6258 66 38 images image NOUN bitcs-6258 66 39 . . PUNCT bitcs-6258 67 1 calculations calculation NOUN bitcs-6258 67 2 of of ADP bitcs-6258 67 3 accuracy accuracy NOUN bitcs-6258 67 4 , , PUNCT bitcs-6258 67 5 word word NOUN bitcs-6258 67 6 error error NOUN bitcs-6258 67 7 rate rate NOUN bitcs-6258 67 8 ( ( PUNCT bitcs-6258 67 9 wer wer NOUN bitcs-6258 67 10 ) ) PUNCT bitcs-6258 67 11 , , PUNCT bitcs-6258 67 12 and and CCONJ bitcs-6258 67 13 coefficient coefficient NOUN bitcs-6258 67 14 of of ADP bitcs-6258 67 15 error error NOUN bitcs-6258 67 16 rate rate NOUN bitcs-6258 67 17 ( ( PUNCT bitcs-6258 67 18 cer cer NOUN bitcs-6258 67 19 ) ) PUNCT bitcs-6258 67 20 can can AUX bitcs-6258 67 21 be be AUX bitcs-6258 67 22 made make VERB bitcs-6258 67 23 using use VERB bitcs-6258 67 24 formulas formula NOUN bitcs-6258 67 25 1 1 NUM bitcs-6258 67 26 , , PUNCT bitcs-6258 67 27 2 2 NUM bitcs-6258 67 28 , , PUNCT bitcs-6258 67 29 and and CCONJ bitcs-6258 67 30 3 3 NUM bitcs-6258 67 31 , , PUNCT bitcs-6258 67 32 respectively respectively ADV bitcs-6258 67 33 . . PUNCT bitcs-6258 68 1 cer cer PROPN bitcs-6258 68 2 = = PUNCT bitcs-6258 68 3 ( ( PUNCT bitcs-6258 68 4 insertion insertion NOUN bitcs-6258 68 5 + + CCONJ bitcs-6258 68 6 removal removal NOUN bitcs-6258 69 1 + + CCONJ bitcs-6258 69 2 substitution)/totalnumberofcharactersingroundtruth substitution)/totalnumberofcharactersingroundtruth ADV bitcs-6258 69 3 ( ( PUNCT bitcs-6258 69 4 1 1 X bitcs-6258 69 5 ) ) PUNCT bitcs-6258 69 6 π‘ŠπΈπ‘… π‘ŠπΈπ‘… PROPN bitcs-6258 69 7 = = PUNCT bitcs-6258 69 8 ( ( PUNCT bitcs-6258 69 9 πΌπ‘›π‘ π‘’π‘Ÿπ‘‘π‘–π‘œπ‘› πΌπ‘›π‘ π‘’π‘Ÿπ‘‘π‘–π‘œπ‘› PROPN bitcs-6258 69 10 + + CCONJ bitcs-6258 69 11 π·π‘’π‘™π‘’π‘‘π‘–π‘œπ‘› π·π‘’π‘™π‘’π‘‘π‘–π‘œπ‘› PROPN bitcs-6258 69 12 + + CCONJ bitcs-6258 69 13 π‘†π‘’π‘π‘ π‘‘π‘–π‘‘π‘’π‘‘π‘–π‘œπ‘›)/π‘‡π‘œπ‘‘π‘Žπ‘™π‘›π‘’π‘šπ‘π‘’π‘Ÿπ‘œπ‘“π‘€π‘œπ‘Ÿπ‘‘π‘ π‘–π‘›πΊπ‘Ÿπ‘œπ‘’π‘›π‘‘π‘‡π‘Ÿπ‘’π‘‘β„Ž π‘†π‘’π‘π‘ π‘‘π‘–π‘‘π‘’π‘‘π‘–π‘œπ‘›)/π‘‡π‘œπ‘‘π‘Žπ‘™π‘›π‘’π‘šπ‘π‘’π‘Ÿπ‘œπ‘“π‘€π‘œπ‘Ÿπ‘‘π‘ π‘–π‘›πΊπ‘Ÿπ‘œπ‘’π‘›π‘‘π‘‡π‘Ÿπ‘’π‘‘β„Ž PROPN bitcs-6258 69 14 ( ( PUNCT bitcs-6258 69 15 2 2 X bitcs-6258 69 16 ) ) PUNCT bitcs-6258 69 17 π΄π‘π‘π‘’π‘Ÿπ‘Žπ‘π‘¦ π΄π‘π‘π‘’π‘Ÿπ‘Žπ‘π‘¦ PROPN bitcs-6258 69 18 = = PUNCT bitcs-6258 69 19 ( ( PUNCT bitcs-6258 69 20 1 1 NUM bitcs-6258 69 21 – – PUNCT bitcs-6258 69 22 π‘Žπ‘£π‘’π‘Ÿπ‘Žπ‘”π‘’ π‘Žπ‘£π‘’π‘Ÿπ‘Žπ‘”π‘’ NOUN bitcs-6258 69 23 𝐢𝐸𝑅 𝐢𝐸𝑅 NOUN bitcs-6258 69 24 ) ) PUNCT bitcs-6258 69 25 βˆ— βˆ— NOUN bitcs-6258 69 26 100 100 NUM bitcs-6258 69 27 ( ( PUNCT bitcs-6258 69 28 3 3 NUM bitcs-6258 69 29 ) ) PUNCT bitcs-6258 69 30 fig fig NOUN bitcs-6258 69 31 1 1 NUM bitcs-6258 69 32 . . PUNCT bitcs-6258 69 33 optical optical ADJ bitcs-6258 69 34 character character NOUN bitcs-6258 69 35 recognition recognition NOUN bitcs-6258 69 36 process process NOUN bitcs-6258 69 37 these these DET bitcs-6258 69 38 assessments assessment NOUN bitcs-6258 69 39 were be AUX bitcs-6258 69 40 fundamental fundamental ADJ bitcs-6258 69 41 in in ADP bitcs-6258 69 42 ensuring ensure VERB bitcs-6258 69 43 the the DET bitcs-6258 69 44 fidelity fidelity NOUN bitcs-6258 69 45 and and CCONJ bitcs-6258 69 46 precision precision NOUN bitcs-6258 69 47 of of ADP bitcs-6258 69 48 the the DET bitcs-6258 69 49 data datum NOUN bitcs-6258 69 50 derived derive VERB bitcs-6258 69 51 from from ADP bitcs-6258 69 52 the the DET bitcs-6258 69 53 survey survey NOUN bitcs-6258 69 54 images image NOUN bitcs-6258 69 55 , , PUNCT bitcs-6258 69 56 thereby thereby ADV bitcs-6258 69 57 bolstering bolster VERB bitcs-6258 69 58 the the DET bitcs-6258 69 59 overall overall ADJ bitcs-6258 69 60 quality quality NOUN bitcs-6258 69 61 and and CCONJ bitcs-6258 69 62 trustworthiness trustworthiness NOUN bitcs-6258 69 63 of of ADP bitcs-6258 69 64 the the DET bitcs-6258 69 65 research research NOUN bitcs-6258 69 66 outcomes outcome NOUN bitcs-6258 69 67 . . PUNCT bitcs-6258 70 1 iii iii X bitcs-6258 70 2 . . PROPN bitcs-6258 70 3 results results PROPN bitcs-6258 70 4 a. a. PROPN bitcs-6258 70 5 literature literature PROPN bitcs-6258 70 6 study study PROPN bitcs-6258 70 7 a. a. PROPN bitcs-6258 70 8 optical optical PROPN bitcs-6258 70 9 character character NOUN bitcs-6258 70 10 recognition recognition NOUN bitcs-6258 70 11 ( ( PUNCT bitcs-6258 70 12 ocr ocr ADJ bitcs-6258 70 13 ) ) PUNCT bitcs-6258 70 14 optical optical ADJ bitcs-6258 70 15 character character NOUN bitcs-6258 70 16 recognition recognition NOUN bitcs-6258 70 17 ( ( PUNCT bitcs-6258 70 18 ocr ocr PROPN bitcs-6258 70 19 ) ) PUNCT bitcs-6258 70 20 is be AUX bitcs-6258 70 21 an an DET bitcs-6258 70 22 application application NOUN bitcs-6258 70 23 that that PRON bitcs-6258 70 24 can can AUX bitcs-6258 70 25 recognise recognise VERB bitcs-6258 70 26 ascii ascii ADJ bitcs-6258 70 27 characters character NOUN bitcs-6258 70 28 in in ADP bitcs-6258 70 29 digital digital ADJ bitcs-6258 70 30 photographs photograph NOUN bitcs-6258 70 31 and and CCONJ bitcs-6258 70 32 turn turn VERB bitcs-6258 70 33 them they PRON bitcs-6258 70 34 into into ADP bitcs-6258 70 35 editable editable ADJ bitcs-6258 70 36 text text NOUN bitcs-6258 70 37 data datum NOUN bitcs-6258 71 1 [ [ X bitcs-6258 71 2 6 6 NUM bitcs-6258 71 3 ] ] PUNCT bitcs-6258 71 4 . . PUNCT bitcs-6258 72 1 as as SCONJ bitcs-6258 72 2 seen see VERB bitcs-6258 72 3 in in ADP bitcs-6258 72 4 figure figure NOUN bitcs-6258 72 5 3 3 NUM bitcs-6258 72 6 , , PUNCT bitcs-6258 72 7 the the DET bitcs-6258 72 8 ocr ocr ADJ bitcs-6258 72 9 procedure procedure NOUN bitcs-6258 72 10 often often ADV bitcs-6258 72 11 comprises comprise VERB bitcs-6258 72 12 multiple multiple ADJ bitcs-6258 72 13 steps step NOUN bitcs-6258 72 14 . . PUNCT bitcs-6258 73 1 the the DET bitcs-6258 73 2 three three NUM bitcs-6258 73 3 main main ADJ bitcs-6258 73 4 processes process NOUN bitcs-6258 73 5 in in ADP bitcs-6258 73 6 this this DET bitcs-6258 73 7 procedure procedure NOUN bitcs-6258 73 8 are be AUX bitcs-6258 73 9 preprocessing preprocesse VERB bitcs-6258 73 10 , , PUNCT bitcs-6258 73 11 feature feature NOUN bitcs-6258 73 12 extraction extraction NOUN bitcs-6258 73 13 , , PUNCT bitcs-6258 73 14 and and CCONJ bitcs-6258 73 15 recognition recognition NOUN bitcs-6258 73 16 . . PUNCT bitcs-6258 74 1 preprocessing preprocesse VERB bitcs-6258 74 2 entails entail NOUN bitcs-6258 74 3 improving improve VERB bitcs-6258 74 4 vol vol NOUN bitcs-6258 74 5 . . PROPN bitcs-6258 74 6 1 1 NUM bitcs-6258 74 7 , , PUNCT bitcs-6258 74 8 no.2 no.2 PROPN bitcs-6258 74 9 june june PROPN bitcs-6258 74 10 2024 2024 NUM bitcs-6258 75 1 | | ADV bitcs-6258 75 2 67 67 NUM bitcs-6258 75 3 the the DET bitcs-6258 75 4 image image NOUN bitcs-6258 75 5 and and CCONJ bitcs-6258 75 6 reducing reduce VERB bitcs-6258 75 7 noise noise NOUN bitcs-6258 75 8 , , PUNCT bitcs-6258 75 9 feature feature NOUN bitcs-6258 75 10 extraction extraction NOUN bitcs-6258 75 11 finds find VERB bitcs-6258 75 12 essential essential ADJ bitcs-6258 75 13 elements element NOUN bitcs-6258 75 14 , , PUNCT bitcs-6258 75 15 and and CCONJ bitcs-6258 75 16 recognition recognition NOUN bitcs-6258 75 17 converts convert VERB bitcs-6258 75 18 these these DET bitcs-6258 75 19 elements element NOUN bitcs-6258 75 20 into into ADP bitcs-6258 75 21 text text NOUN bitcs-6258 76 1 [ [ X bitcs-6258 76 2 9 9 NUM bitcs-6258 76 3 ] ] PUNCT bitcs-6258 76 4 . . PUNCT bitcs-6258 77 1 fig fig PROPN bitcs-6258 77 2 2 2 NUM bitcs-6258 77 3 . . PUNCT bitcs-6258 78 1 ocr ocr ADJ bitcs-6258 78 2 process process NOUN bitcs-6258 78 3 flowchart flowchart PROPN bitcs-6258 78 4 b. b. PROPN bitcs-6258 78 5 tesseract tesseract PROPN bitcs-6258 78 6 tesseract tesseract NOUN bitcs-6258 78 7 is be AUX bitcs-6258 78 8 a a DET bitcs-6258 78 9 widely widely ADV bitcs-6258 78 10 used use VERB bitcs-6258 78 11 optical optical ADJ bitcs-6258 78 12 character character NOUN bitcs-6258 78 13 recognition recognition NOUN bitcs-6258 78 14 ( ( PUNCT bitcs-6258 78 15 ocr ocr ADJ bitcs-6258 78 16 ) ) PUNCT bitcs-6258 78 17 library library NOUN bitcs-6258 78 18 for for ADP bitcs-6258 78 19 processing processing NOUN bitcs-6258 78 20 scanned scan VERB bitcs-6258 78 21 images image NOUN bitcs-6258 78 22 for for ADP bitcs-6258 78 23 text text NOUN bitcs-6258 78 24 recognition recognition NOUN bitcs-6258 78 25 . . PUNCT bitcs-6258 79 1 this this DET bitcs-6258 79 2 engine engine NOUN bitcs-6258 79 3 uses use VERB bitcs-6258 79 4 neural neural ADJ bitcs-6258 79 5 networks network NOUN bitcs-6258 79 6 to to PART bitcs-6258 79 7 analyze analyze VERB bitcs-6258 79 8 image image NOUN bitcs-6258 79 9 patterns pattern NOUN bitcs-6258 79 10 and and CCONJ bitcs-6258 79 11 recognize recognize VERB bitcs-6258 79 12 characters character NOUN bitcs-6258 79 13 with with ADP bitcs-6258 79 14 high high ADJ bitcs-6258 79 15 accuracy accuracy NOUN bitcs-6258 79 16 . . PUNCT bitcs-6258 80 1 this this DET bitcs-6258 80 2 library library NOUN bitcs-6258 80 3 can can AUX bitcs-6258 80 4 recognize recognize VERB bitcs-6258 80 5 characters character NOUN bitcs-6258 80 6 in in ADP bitcs-6258 80 7 various various ADJ bitcs-6258 80 8 languages language NOUN bitcs-6258 80 9 , , PUNCT bitcs-6258 80 10 such such ADJ bitcs-6258 80 11 as as ADP bitcs-6258 80 12 arabic arabic ADJ bitcs-6258 80 13 , , PUNCT bitcs-6258 80 14 bulgarian bulgarian NOUN bitcs-6258 80 15 , , PUNCT bitcs-6258 80 16 catalan catalan NOUN bitcs-6258 80 17 , , PUNCT bitcs-6258 80 18 chinese chinese PROPN bitcs-6258 80 19 , , PUNCT bitcs-6258 80 20 czech czech PROPN bitcs-6258 80 21 , , PUNCT bitcs-6258 80 22 danish danish ADJ bitcs-6258 80 23 , , PUNCT bitcs-6258 80 24 dutch dutch PROPN bitcs-6258 80 25 , , PUNCT bitcs-6258 80 26 english english PROPN bitcs-6258 80 27 , , PUNCT bitcs-6258 80 28 french french ADJ bitcs-6258 80 29 , , PUNCT bitcs-6258 80 30 german german ADJ bitcs-6258 80 31 , , PUNCT bitcs-6258 80 32 greek greek NOUN bitcs-6258 80 33 , , PUNCT bitcs-6258 80 34 hindi hindi NOUN bitcs-6258 80 35 , , PUNCT bitcs-6258 80 36 indonesian indonesian ADJ bitcs-6258 80 37 , , PUNCT bitcs-6258 80 38 and and CCONJ bitcs-6258 80 39 italian italian ADJ bitcs-6258 80 40 . . PUNCT bitcs-6258 81 1 some some DET bitcs-6258 81 2 studies study NOUN bitcs-6258 81 3 have have AUX bitcs-6258 81 4 suggested suggest VERB bitcs-6258 81 5 using use VERB bitcs-6258 81 6 convolution convolution NOUN bitcs-6258 81 7 - - PUNCT bitcs-6258 81 8 based base VERB bitcs-6258 81 9 preprocessing preprocessing NOUN bitcs-6258 81 10 with with ADP bitcs-6258 81 11 specific specific ADJ bitcs-6258 81 12 kernels kernel NOUN bitcs-6258 81 13 to to PART bitcs-6258 81 14 improve improve VERB bitcs-6258 81 15 the the DET bitcs-6258 81 16 accuracy accuracy NOUN bitcs-6258 81 17 of of ADP bitcs-6258 81 18 the the DET bitcs-6258 81 19 tesseract tesseract ADJ bitcs-6258 81 20 ocr ocr ADJ bitcs-6258 81 21 engine engine NOUN bitcs-6258 81 22 [ [ X bitcs-6258 81 23 3 3 NUM bitcs-6258 81 24 ] ] PUNCT bitcs-6258 81 25 . . PUNCT bitcs-6258 82 1 fig fig PROPN bitcs-6258 82 2 3 3 NUM bitcs-6258 82 3 . . PUNCT bitcs-6258 83 1 architecture architecture NOUN bitcs-6258 83 2 of of ADP bitcs-6258 83 3 tesseract tesseract ADJ bitcs-6258 83 4 library library NOUN bitcs-6258 83 5 first first ADV bitcs-6258 83 6 , , PUNCT bitcs-6258 83 7 the the DET bitcs-6258 83 8 text text NOUN bitcs-6258 83 9 area area NOUN bitcs-6258 83 10 in in ADP bitcs-6258 83 11 the the DET bitcs-6258 83 12 image image NOUN bitcs-6258 83 13 is be AUX bitcs-6258 83 14 identified identify VERB bitcs-6258 83 15 through through ADP bitcs-6258 83 16 page page NOUN bitcs-6258 83 17 layout layout NOUN bitcs-6258 83 18 analysis analysis NOUN bitcs-6258 83 19 . . PUNCT bitcs-6258 84 1 next next ADV bitcs-6258 84 2 , , PUNCT bitcs-6258 84 3 the the DET bitcs-6258 84 4 found find VERB bitcs-6258 84 5 text text NOUN bitcs-6258 84 6 areas area NOUN bitcs-6258 84 7 are be AUX bitcs-6258 84 8 divided divide VERB bitcs-6258 84 9 into into ADP bitcs-6258 84 10 several several ADJ bitcs-6258 84 11 " " PUNCT bitcs-6258 84 12 blobs blob NOUN bitcs-6258 84 13 " " PUNCT bitcs-6258 84 14 . . PUNCT bitcs-6258 85 1 blobs blob NOUN bitcs-6258 85 2 are be AUX bitcs-6258 85 3 classifiable classifiable ADJ bitcs-6258 85 4 units unit NOUN bitcs-6258 85 5 consisting consist VERB bitcs-6258 85 6 of of ADP bitcs-6258 85 7 multiple multiple ADJ bitcs-6258 85 8 characters character NOUN bitcs-6258 85 9 or or CCONJ bitcs-6258 85 10 parts part NOUN bitcs-6258 85 11 of of ADP bitcs-6258 85 12 multiple multiple ADJ bitcs-6258 85 13 characters character NOUN bitcs-6258 85 14 [ [ X bitcs-6258 85 15 10 10 NUM bitcs-6258 85 16 ] ] PUNCT bitcs-6258 85 17 . . PUNCT bitcs-6258 86 1 the the DET bitcs-6258 86 2 third third ADJ bitcs-6258 86 3 step step NOUN bitcs-6258 86 4 is be AUX bitcs-6258 86 5 to to PART bitcs-6258 86 6 determine determine VERB bitcs-6258 86 7 the the DET bitcs-6258 86 8 lines line NOUN bitcs-6258 86 9 of of ADP bitcs-6258 86 10 text text NOUN bitcs-6258 86 11 and and CCONJ bitcs-6258 86 12 combine combine VERB bitcs-6258 86 13 the the DET bitcs-6258 86 14 blobs blob NOUN bitcs-6258 86 15 into into ADP bitcs-6258 86 16 a a DET bitcs-6258 86 17 series series NOUN bitcs-6258 86 18 of of ADP bitcs-6258 86 19 words word NOUN bitcs-6258 86 20 that that PRON bitcs-6258 86 21 fill fill VERB bitcs-6258 86 22 the the DET bitcs-6258 86 23 space space NOUN bitcs-6258 86 24 . . PUNCT bitcs-6258 87 1 the the DET bitcs-6258 87 2 first first ADJ bitcs-6258 87 3 step step NOUN bitcs-6258 87 4 is be AUX bitcs-6258 87 5 to to PART bitcs-6258 87 6 prepare prepare VERB bitcs-6258 87 7 the the DET bitcs-6258 87 8 words word NOUN bitcs-6258 87 9 for for ADP bitcs-6258 87 10 recognition recognition NOUN bitcs-6258 87 11 . . PUNCT bitcs-6258 88 1 the the DET bitcs-6258 88 2 next next ADJ bitcs-6258 88 3 step step NOUN bitcs-6258 88 4 is be AUX bitcs-6258 88 5 to to PART bitcs-6258 88 6 recognize recognize VERB bitcs-6258 88 7 each each DET bitcs-6258 88 8 word word NOUN bitcs-6258 88 9 in in ADP bitcs-6258 88 10 two two NUM bitcs-6258 88 11 routes route NOUN bitcs-6258 88 12 . . PUNCT bitcs-6258 89 1 tesseract tesseract ADJ bitcs-6258 89 2 breaks break VERB bitcs-6258 89 3 down down ADP bitcs-6258 89 4 and and CCONJ bitcs-6258 89 5 merges merge VERB bitcs-6258 89 6 the the DET bitcs-6258 89 7 single single ADJ bitcs-6258 89 8 word word NOUN bitcs-6258 89 9 in in ADP bitcs-6258 89 10 each each DET bitcs-6258 89 11 path path NOUN bitcs-6258 89 12 into into ADP bitcs-6258 89 13 blobs blob NOUN bitcs-6258 89 14 , , PUNCT bitcs-6258 89 15 forming form VERB bitcs-6258 89 16 a a DET bitcs-6258 89 17 series series NOUN bitcs-6258 89 18 of of ADP bitcs-6258 89 19 identifiable identifiable ADJ bitcs-6258 89 20 character character NOUN bitcs-6258 89 21 outlines outline NOUN bitcs-6258 89 22 . . PUNCT bitcs-6258 90 1 tesseract tesseract NOUN bitcs-6258 90 2 recognizes recognize VERB bitcs-6258 90 3 the the DET bitcs-6258 90 4 character character NOUN bitcs-6258 90 5 vol vol NOUN bitcs-6258 90 6 . . PROPN bitcs-6258 91 1 5 5 NUM bitcs-6258 91 2 , , PUNCT bitcs-6258 91 3 no.2 no.2 PROPN bitcs-6258 91 4 june june PROPN bitcs-6258 91 5 2024 2024 NUM bitcs-6258 91 6 | | ADV bitcs-6258 91 7 68 68 NUM bitcs-6258 91 8 outline outline NOUN bitcs-6258 91 9 on on ADP bitcs-6258 91 10 the the DET bitcs-6258 91 11 first first ADJ bitcs-6258 91 12 computer computer NOUN bitcs-6258 91 13 with with ADP bitcs-6258 91 14 a a DET bitcs-6258 91 15 static static ADJ bitcs-6258 91 16 classifier classifier NOUN bitcs-6258 91 17 based base VERB bitcs-6258 91 18 on on ADP bitcs-6258 91 19 the the DET bitcs-6258 91 20 feature feature NOUN bitcs-6258 91 21 library library NOUN bitcs-6258 91 22 . . PUNCT bitcs-6258 92 1 the the DET bitcs-6258 92 2 architecture architecture NOUN bitcs-6258 92 3 of of ADP bitcs-6258 92 4 tesseract tesseract NOUN bitcs-6258 92 5 is be AUX bitcs-6258 92 6 depicted depict VERB bitcs-6258 92 7 in in ADP bitcs-6258 92 8 figure figure NOUN bitcs-6258 92 9 4 4 NUM bitcs-6258 92 10 . . PUNCT bitcs-6258 93 1 c. c. PROPN bitcs-6258 93 2 google google PROPN bitcs-6258 93 3 vision vision PROPN bitcs-6258 93 4 fig fig PROPN bitcs-6258 93 5 4 4 NUM bitcs-6258 93 6 . . PUNCT bitcs-6258 94 1 flowchart flowchart NOUN bitcs-6258 94 2 of of ADP bitcs-6258 94 3 google google PROPN bitcs-6258 94 4 vision vision PROPN bitcs-6258 94 5 google google PROPN bitcs-6258 94 6 vision vision PROPN bitcs-6258 94 7 is be AUX bitcs-6258 94 8 a a DET bitcs-6258 94 9 computer computer NOUN bitcs-6258 94 10 vision vision NOUN bitcs-6258 94 11 technology technology NOUN bitcs-6258 94 12 developed develop VERB bitcs-6258 94 13 by by ADP bitcs-6258 94 14 google google PROPN bitcs-6258 94 15 that that PRON bitcs-6258 94 16 uses use VERB bitcs-6258 94 17 machine machine NOUN bitcs-6258 94 18 learning learn VERB bitcs-6258 94 19 to to PART bitcs-6258 94 20 analyze analyze VERB bitcs-6258 94 21 and and CCONJ bitcs-6258 94 22 understand understand VERB bitcs-6258 94 23 visual visual ADJ bitcs-6258 94 24 information information NOUN bitcs-6258 94 25 in in ADP bitcs-6258 94 26 images image NOUN bitcs-6258 94 27 and and CCONJ bitcs-6258 94 28 videos video NOUN bitcs-6258 94 29 . . PUNCT bitcs-6258 95 1 this this DET bitcs-6258 95 2 technology technology NOUN bitcs-6258 95 3 offers offer VERB bitcs-6258 95 4 many many ADJ bitcs-6258 95 5 features feature NOUN bitcs-6258 95 6 , , PUNCT bitcs-6258 95 7 such such ADJ bitcs-6258 95 8 as as ADP bitcs-6258 95 9 image image NOUN bitcs-6258 95 10 processing processing NOUN bitcs-6258 95 11 , , PUNCT bitcs-6258 95 12 face face NOUN bitcs-6258 95 13 processing processing NOUN bitcs-6258 95 14 , , PUNCT bitcs-6258 95 15 object object NOUN bitcs-6258 95 16 detection detection NOUN bitcs-6258 95 17 , , PUNCT bitcs-6258 95 18 and and CCONJ bitcs-6258 95 19 labelling labelling NOUN bitcs-6258 95 20 . . PUNCT bitcs-6258 96 1 the the DET bitcs-6258 96 2 google google PROPN bitcs-6258 96 3 cloud cloud PROPN bitcs-6258 96 4 vision vision PROPN bitcs-6258 96 5 api api NOUN bitcs-6258 96 6 allows allow VERB bitcs-6258 96 7 developers developer NOUN bitcs-6258 96 8 to to PART bitcs-6258 96 9 integrate integrate VERB bitcs-6258 96 10 this this DET bitcs-6258 96 11 service service NOUN bitcs-6258 96 12 into into ADP bitcs-6258 96 13 their their PRON bitcs-6258 96 14 applications application NOUN bitcs-6258 96 15 [ [ X bitcs-6258 96 16 4 4 NUM bitcs-6258 96 17 ] ] PUNCT bitcs-6258 96 18 . . PUNCT bitcs-6258 97 1 the the DET bitcs-6258 97 2 utilization utilization NOUN bitcs-6258 97 3 of of ADP bitcs-6258 97 4 google google PROPN bitcs-6258 97 5 vision vision NOUN bitcs-6258 97 6 can can AUX bitcs-6258 97 7 be be AUX bitcs-6258 97 8 implemented implement VERB bitcs-6258 97 9 , , PUNCT bitcs-6258 97 10 as as SCONJ bitcs-6258 97 11 shown show VERB bitcs-6258 97 12 in in ADP bitcs-6258 97 13 figure figure NOUN bitcs-6258 97 14 5 5 NUM bitcs-6258 97 15 . . PUNCT bitcs-6258 97 16 b. b. PROPN bitcs-6258 97 17 implementing implement VERB bitcs-6258 97 18 method method NOUN bitcs-6258 97 19 the the DET bitcs-6258 97 20 end end NOUN bitcs-6258 97 21 product product NOUN bitcs-6258 97 22 of of ADP bitcs-6258 97 23 this this DET bitcs-6258 97 24 research research NOUN bitcs-6258 97 25 is be AUX bitcs-6258 97 26 an an DET bitcs-6258 97 27 application application NOUN bitcs-6258 97 28 that that PRON bitcs-6258 97 29 can can AUX bitcs-6258 97 30 be be AUX bitcs-6258 97 31 used use VERB bitcs-6258 97 32 to to PART bitcs-6258 97 33 extract extract VERB bitcs-6258 97 34 text text NOUN bitcs-6258 97 35 from from ADP bitcs-6258 97 36 handwritten handwritten ADJ bitcs-6258 97 37 text text NOUN bitcs-6258 97 38 photographs photograph NOUN bitcs-6258 97 39 . . PUNCT bitcs-6258 98 1 python python PROPN bitcs-6258 98 2 is be AUX bitcs-6258 98 3 the the DET bitcs-6258 98 4 programming programming NOUN bitcs-6258 98 5 language language NOUN bitcs-6258 98 6 used use VERB bitcs-6258 98 7 to to PART bitcs-6258 98 8 create create VERB bitcs-6258 98 9 the the DET bitcs-6258 98 10 program program NOUN bitcs-6258 98 11 , , PUNCT bitcs-6258 98 12 and and CCONJ bitcs-6258 98 13 it it PRON bitcs-6258 98 14 runs run VERB bitcs-6258 98 15 on on ADP bitcs-6258 98 16 the the DET bitcs-6258 98 17 google google PROPN bitcs-6258 98 18 colab colab PROPN bitcs-6258 98 19 platform platform NOUN bitcs-6258 98 20 . . PUNCT bitcs-6258 99 1 google google PROPN bitcs-6258 99 2 colab colab PROPN bitcs-6258 99 3 produces produce VERB bitcs-6258 99 4 an an DET bitcs-6258 99 5 excel excel NOUN bitcs-6258 99 6 file file NOUN bitcs-6258 99 7 with with ADP bitcs-6258 99 8 the the DET bitcs-6258 99 9 file file NOUN bitcs-6258 99 10 name name NOUN bitcs-6258 99 11 and and CCONJ bitcs-6258 99 12 detection detection NOUN bitcs-6258 99 13 results result NOUN bitcs-6258 99 14 as as ADP bitcs-6258 99 15 part part NOUN bitcs-6258 99 16 of of ADP bitcs-6258 99 17 its its PRON bitcs-6258 99 18 output output NOUN bitcs-6258 99 19 . . PUNCT bitcs-6258 100 1 and and CCONJ bitcs-6258 100 2 the the DET bitcs-6258 100 3 outcomes outcome NOUN bitcs-6258 100 4 of of ADP bitcs-6258 100 5 detection detection NOUN bitcs-6258 100 6 . . PUNCT bitcs-6258 101 1 the the DET bitcs-6258 101 2 excel excel NOUN bitcs-6258 101 3 file file NOUN bitcs-6258 101 4 's 's PART bitcs-6258 101 5 detection detection NOUN bitcs-6258 101 6 findings finding NOUN bitcs-6258 101 7 are be AUX bitcs-6258 101 8 anticipated anticipate VERB bitcs-6258 101 9 to to PART bitcs-6258 101 10 make make VERB bitcs-6258 101 11 it it PRON bitcs-6258 101 12 easier easy ADJ bitcs-6258 101 13 for for SCONJ bitcs-6258 101 14 surveyors surveyor NOUN bitcs-6258 101 15 to to PART bitcs-6258 101 16 interpret interpret VERB bitcs-6258 101 17 handwritten handwritten ADJ bitcs-6258 101 18 responses response NOUN bitcs-6258 101 19 on on ADP bitcs-6258 101 20 survey survey NOUN bitcs-6258 101 21 sheets sheet NOUN bitcs-6258 101 22 . . PUNCT bitcs-6258 102 1 the the DET bitcs-6258 102 2 user user NOUN bitcs-6258 102 3 will will AUX bitcs-6258 102 4 be be AUX bitcs-6258 102 5 prompted prompt VERB bitcs-6258 102 6 to to PART bitcs-6258 102 7 input input VERB bitcs-6258 102 8 the the DET bitcs-6258 102 9 image image NOUN bitcs-6258 102 10 directory directory NOUN bitcs-6258 102 11 and and CCONJ bitcs-6258 102 12 the the DET bitcs-6258 102 13 output output NOUN bitcs-6258 102 14 file file NOUN bitcs-6258 102 15 name name NOUN bitcs-6258 102 16 in in ADP bitcs-6258 102 17 the the DET bitcs-6258 102 18 main main ADJ bitcs-6258 102 19 program program NOUN bitcs-6258 102 20 , , PUNCT bitcs-6258 102 21 which which PRON bitcs-6258 102 22 is be AUX bitcs-6258 102 23 an an DET bitcs-6258 102 24 excel excel NOUN bitcs-6258 102 25 file file NOUN bitcs-6258 102 26 . . PUNCT bitcs-6258 103 1 figure figure NOUN bitcs-6258 103 2 6 6 NUM bitcs-6258 103 3 displays display VERB bitcs-6258 103 4 the the DET bitcs-6258 103 5 program program NOUN bitcs-6258 103 6 display display NOUN bitcs-6258 103 7 . . PUNCT bitcs-6258 104 1 fig fig NOUN bitcs-6258 104 2 5 5 NUM bitcs-6258 104 3 . . PUNCT bitcs-6258 105 1 input input NOUN bitcs-6258 105 2 and and CCONJ bitcs-6258 105 3 output output NOUN bitcs-6258 105 4 program program NOUN bitcs-6258 105 5 setting set VERB bitcs-6258 105 6 up up ADP bitcs-6258 105 7 the the DET bitcs-6258 105 8 google google PROPN bitcs-6258 105 9 cloud cloud PROPN bitcs-6258 105 10 vision vision PROPN bitcs-6258 105 11 api api NOUN bitcs-6258 105 12 service service NOUN bitcs-6258 105 13 credentials credential NOUN bitcs-6258 105 14 using use VERB bitcs-6258 105 15 the the DET bitcs-6258 105 16 google_application_credentials google_application_credential NOUN bitcs-6258 105 17 environment environment NOUN bitcs-6258 105 18 variable variable NOUN bitcs-6258 105 19 completes complete VERB bitcs-6258 105 20 the the DET bitcs-6258 105 21 procedure procedure NOUN bitcs-6258 105 22 . . PUNCT bitcs-6258 106 1 next next ADV bitcs-6258 106 2 , , PUNCT bitcs-6258 106 3 the the DET bitcs-6258 106 4 input input NOUN bitcs-6258 106 5 directory directory NOUN bitcs-6258 106 6 's 's PART bitcs-6258 106 7 image image NOUN bitcs-6258 106 8 file file NOUN bitcs-6258 106 9 list list NOUN bitcs-6258 106 10 ( ( PUNCT bitcs-6258 106 11 img_files img_file NOUN bitcs-6258 106 12 ) ) PUNCT bitcs-6258 106 13 is be AUX bitcs-6258 106 14 initialised initialise VERB bitcs-6258 106 15 . . PUNCT bitcs-6258 107 1 one one NUM bitcs-6258 107 2 method method NOUN bitcs-6258 107 3 of of ADP bitcs-6258 107 4 obtaining obtain VERB bitcs-6258 107 5 truth truth NOUN bitcs-6258 107 6 data datum NOUN bitcs-6258 107 7 is be AUX bitcs-6258 107 8 using use VERB bitcs-6258 107 9 an an DET bitcs-6258 107 10 excel excel NOUN bitcs-6258 107 11 file file NOUN bitcs-6258 107 12 , , PUNCT bitcs-6258 107 13 previously previously ADV bitcs-6258 107 14 mentioned mention VERB bitcs-6258 107 15 in in ADP bitcs-6258 107 16 ground_truth_file ground_truth_file PROPN bitcs-6258 107 17 . . PUNCT bitcs-6258 108 1 the the DET bitcs-6258 108 2 file file NOUN bitcs-6258 108 3 's 's PART bitcs-6258 108 4 text text NOUN bitcs-6258 108 5 data datum NOUN bitcs-6258 108 6 is be AUX bitcs-6258 108 7 loaded load VERB bitcs-6258 108 8 into into ADP bitcs-6258 108 9 a a DET bitcs-6258 108 10 pandas panda NOUN bitcs-6258 108 11 data data NOUN bitcs-6258 108 12 frame frame NOUN bitcs-6258 108 13 , , PUNCT bitcs-6258 108 14 and and CCONJ bitcs-6258 108 15 the the DET bitcs-6258 108 16 ' ' PUNCT bitcs-6258 108 17 text text NOUN bitcs-6258 108 18 ' ' PUNCT bitcs-6258 108 19 column column NOUN bitcs-6258 108 20 is be AUX bitcs-6258 108 21 adjusted adjust VERB bitcs-6258 108 22 to to PART bitcs-6258 108 23 change change VERB bitcs-6258 108 24 the the DET bitcs-6258 108 25 text text NOUN bitcs-6258 108 26 to to PART bitcs-6258 108 27 lowercase lowercase VERB bitcs-6258 108 28 ( ( PUNCT bitcs-6258 108 29 lowercase lowercase NOUN bitcs-6258 108 30 ) ) PUNCT bitcs-6258 108 31 . . PUNCT bitcs-6258 109 1 then then ADV bitcs-6258 109 2 , , PUNCT bitcs-6258 109 3 in in ADP bitcs-6258 109 4 identifying identify VERB bitcs-6258 109 5 text text NOUN bitcs-6258 109 6 in in ADP bitcs-6258 109 7 photos photo NOUN bitcs-6258 109 8 , , PUNCT bitcs-6258 109 9 a a DET bitcs-6258 109 10 list list NOUN bitcs-6258 109 11 of of ADP bitcs-6258 109 12 words word NOUN bitcs-6258 109 13 ( ( PUNCT bitcs-6258 109 14 ignore_list ignore_list PROPN bitcs-6258 109 15 ) ) PUNCT bitcs-6258 109 16 that that PRON bitcs-6258 109 17 will will AUX bitcs-6258 109 18 be be AUX bitcs-6258 109 19 disregarded disregard VERB bitcs-6258 109 20 includes include VERB bitcs-6258 109 21 pointless pointless ADJ bitcs-6258 109 22 or or CCONJ bitcs-6258 109 23 useless useless ADJ bitcs-6258 109 24 terms term NOUN bitcs-6258 109 25 . . PUNCT bitcs-6258 110 1 every every DET bitcs-6258 110 2 picture picture NOUN bitcs-6258 110 3 file file NOUN bitcs-6258 110 4 in in ADP bitcs-6258 110 5 the the DET bitcs-6258 110 6 img_files img_file NOUN bitcs-6258 110 7 directory directory PROPN bitcs-6258 110 8 undergoes undergo VERB bitcs-6258 110 9 one one NUM bitcs-6258 110 10 iteration iteration NOUN bitcs-6258 110 11 . . PUNCT bitcs-6258 111 1 tesseract tesseract PROPN bitcs-6258 111 2 ocr ocr PROPN bitcs-6258 111 3 with with ADP bitcs-6258 111 4 google google PROPN bitcs-6258 111 5 cloud cloud PROPN bitcs-6258 111 6 vision vision PROPN bitcs-6258 111 7 api api PROPN bitcs-6258 111 8 's 's PART bitcs-6258 111 9 ocr ocr PROPN bitcs-6258 111 10 ( ( PUNCT bitcs-6258 111 11 optical optical ADJ bitcs-6258 111 12 character character NOUN bitcs-6258 111 13 recognition recognition NOUN bitcs-6258 111 14 ) ) PUNCT bitcs-6258 111 15 technique technique NOUN bitcs-6258 111 16 extracts extract NOUN bitcs-6258 111 17 text text NOUN bitcs-6258 111 18 from from ADP bitcs-6258 111 19 each each DET bitcs-6258 111 20 read read NOUN bitcs-6258 111 21 image image NOUN bitcs-6258 111 22 . . PUNCT bitcs-6258 112 1 additionally additionally ADV bitcs-6258 112 2 , , PUNCT bitcs-6258 112 3 word word NOUN bitcs-6258 112 4 similarity similarity NOUN bitcs-6258 112 5 between between ADP bitcs-6258 112 6 the the DET bitcs-6258 112 7 resultant resultant NOUN bitcs-6258 112 8 text text NOUN bitcs-6258 112 9 and and CCONJ bitcs-6258 112 10 the the DET bitcs-6258 112 11 truth truth NOUN bitcs-6258 112 12 text text NOUN bitcs-6258 112 13 ( ( PUNCT bitcs-6258 112 14 ground_truth_text ground_truth_text X bitcs-6258 112 15 ) ) PUNCT bitcs-6258 112 16 was be AUX bitcs-6258 112 17 determined determine VERB bitcs-6258 112 18 using use VERB bitcs-6258 112 19 the the DET bitcs-6258 112 20 natural natural ADJ bitcs-6258 112 21 language language NOUN bitcs-6258 112 22 toolkit toolkit NOUN bitcs-6258 112 23 ( ( PUNCT bitcs-6258 112 24 nltk nltk PROPN bitcs-6258 112 25 ) ) PUNCT bitcs-6258 112 26 library library PROPN bitcs-6258 112 27 's 's PART bitcs-6258 112 28 cer cer NOUN bitcs-6258 112 29 ( ( PUNCT bitcs-6258 112 30 character character NOUN bitcs-6258 112 31 error error NOUN bitcs-6258 112 32 rate rate NOUN bitcs-6258 112 33 ) ) PUNCT bitcs-6258 112 34 and and CCONJ bitcs-6258 112 35 wer wer NOUN bitcs-6258 112 36 ( ( PUNCT bitcs-6258 112 37 word word NOUN bitcs-6258 112 38 error error NOUN bitcs-6258 112 39 rate rate NOUN bitcs-6258 112 40 ) ) PUNCT bitcs-6258 112 41 metrics metric NOUN bitcs-6258 112 42 . . PUNCT bitcs-6258 113 1 the the DET bitcs-6258 113 2 text text NOUN bitcs-6258 113 3 detection detection NOUN bitcs-6258 113 4 findings finding NOUN bitcs-6258 113 5 are be AUX bitcs-6258 113 6 displayed display VERB bitcs-6258 113 7 as as ADP bitcs-6258 113 8 graphics graphic NOUN bitcs-6258 113 9 with with ADP bitcs-6258 113 10 distinct distinct ADJ bitcs-6258 113 11 colour colour NOUN bitcs-6258 113 12 markers marker NOUN bitcs-6258 113 13 for for ADP bitcs-6258 113 14 each each DET bitcs-6258 113 15 found find VERB bitcs-6258 113 16 word word NOUN bitcs-6258 113 17 . . PUNCT bitcs-6258 114 1 for for ADP bitcs-6258 114 2 every every DET bitcs-6258 114 3 word word NOUN bitcs-6258 114 4 in in ADP bitcs-6258 114 5 ground_truth_df ground_truth_df PROPN bitcs-6258 114 6 , , PUNCT bitcs-6258 114 7 an an DET bitcs-6258 114 8 iteration iteration NOUN bitcs-6258 114 9 loop loop NOUN bitcs-6258 114 10 completes complete VERB bitcs-6258 114 11 the the DET bitcs-6258 114 12 process process NOUN bitcs-6258 114 13 . . PUNCT bitcs-6258 115 1 the the DET bitcs-6258 115 2 average average NOUN bitcs-6258 115 3 is be AUX bitcs-6258 115 4 then then ADV bitcs-6258 115 5 determined determine VERB bitcs-6258 115 6 by by ADP bitcs-6258 115 7 adding add VERB bitcs-6258 115 8 up up ADP bitcs-6258 115 9 the the DET bitcs-6258 115 10 findings finding NOUN bitcs-6258 115 11 of of ADP bitcs-6258 115 12 the the DET bitcs-6258 115 13 cer cer PROPN bitcs-6258 115 14 and and CCONJ bitcs-6258 115 15 wer wer NOUN bitcs-6258 115 16 measurements measurement NOUN bitcs-6258 115 17 . . PUNCT bitcs-6258 116 1 the the DET bitcs-6258 116 2 application application NOUN bitcs-6258 116 3 then then ADV bitcs-6258 116 4 uses use VERB bitcs-6258 116 5 a a DET bitcs-6258 116 6 pandas panda NOUN bitcs-6258 116 7 dataframe dataframe NOUN bitcs-6258 116 8 - - PUNCT bitcs-6258 116 9 which which PRON bitcs-6258 116 10 will will AUX bitcs-6258 116 11 be be AUX bitcs-6258 116 12 added add VERB bitcs-6258 116 13 or or CCONJ bitcs-6258 116 14 built build VERB bitcs-6258 116 15 if if SCONJ bitcs-6258 116 16 it it PRON bitcs-6258 116 17 does do AUX bitcs-6258 116 18 not not PART bitcs-6258 116 19 exist exist VERB bitcs-6258 116 20 - - PUNCT bitcs-6258 116 21 to to PART bitcs-6258 116 22 store store VERB bitcs-6258 116 23 the the DET bitcs-6258 116 24 detection detection NOUN bitcs-6258 116 25 results result VERB bitcs-6258 116 26 in in ADP bitcs-6258 116 27 an an DET bitcs-6258 116 28 excel excel NOUN bitcs-6258 116 29 file file NOUN bitcs-6258 116 30 . . PUNCT bitcs-6258 117 1 vol vol NOUN bitcs-6258 117 2 . . PROPN bitcs-6258 118 1 1 1 NUM bitcs-6258 118 2 , , PUNCT bitcs-6258 118 3 no.2 no.2 PROPN bitcs-6258 118 4 june june PROPN bitcs-6258 118 5 2024 2024 NUM bitcs-6258 118 6 | | ADV bitcs-6258 118 7 69 69 NUM bitcs-6258 118 8 the the DET bitcs-6258 118 9 print print NOUN bitcs-6258 118 10 programme programme NOUN bitcs-6258 118 11 averages average VERB bitcs-6258 118 12 the the DET bitcs-6258 118 13 cer cer NOUN bitcs-6258 118 14 and and CCONJ bitcs-6258 118 15 wer wer NOUN bitcs-6258 118 16 from from ADP bitcs-6258 118 17 the the DET bitcs-6258 118 18 tesseract tesseract ADJ bitcs-6258 118 19 technique technique NOUN bitcs-6258 118 20 , , PUNCT bitcs-6258 118 21 google google NOUN bitcs-6258 118 22 vision vision NOUN bitcs-6258 118 23 , , PUNCT bitcs-6258 118 24 and and CCONJ bitcs-6258 118 25 a a DET bitcs-6258 118 26 mixture mixture NOUN bitcs-6258 118 27 of of ADP bitcs-6258 118 28 both both PRON bitcs-6258 118 29 after after ADP bitcs-6258 118 30 all all DET bitcs-6258 118 31 photos photo NOUN bitcs-6258 118 32 have have AUX bitcs-6258 118 33 been be AUX bitcs-6258 118 34 analysed analyse VERB bitcs-6258 118 35 . . PUNCT bitcs-6258 119 1 the the DET bitcs-6258 119 2 accuracy accuracy NOUN bitcs-6258 119 3 of of ADP bitcs-6258 119 4 each each DET bitcs-6258 119 5 approach approach NOUN bitcs-6258 119 6 is be AUX bitcs-6258 119 7 then then ADV bitcs-6258 119 8 printed print VERB bitcs-6258 119 9 by by ADP bitcs-6258 119 10 the the DET bitcs-6258 119 11 programme programme NOUN bitcs-6258 119 12 as as ADV bitcs-6258 119 13 well well ADV bitcs-6258 119 14 . . PUNCT bitcs-6258 120 1 this this DET bitcs-6258 120 2 program program NOUN bitcs-6258 120 3 records record NOUN bitcs-6258 120 4 and and CCONJ bitcs-6258 120 5 saves save VERB bitcs-6258 120 6 the the DET bitcs-6258 120 7 detection detection NOUN bitcs-6258 120 8 findings finding NOUN bitcs-6258 120 9 into into ADP bitcs-6258 120 10 an an DET bitcs-6258 120 11 excel excel NOUN bitcs-6258 120 12 analysis analysis NOUN bitcs-6258 120 13 file file NOUN bitcs-6258 120 14 for for ADP bitcs-6258 120 15 additional additional ADJ bitcs-6258 120 16 study study NOUN bitcs-6258 120 17 . . PUNCT bitcs-6258 121 1 it it PRON bitcs-6258 121 2 also also ADV bitcs-6258 121 3 gives give VERB bitcs-6258 121 4 a a DET bitcs-6258 121 5 comprehensive comprehensive ADJ bitcs-6258 121 6 report report NOUN bitcs-6258 121 7 on on ADP bitcs-6258 121 8 the the DET bitcs-6258 121 9 accuracy accuracy NOUN bitcs-6258 121 10 of of ADP bitcs-6258 121 11 the the DET bitcs-6258 121 12 text text NOUN bitcs-6258 121 13 detection detection NOUN bitcs-6258 121 14 results result VERB bitcs-6258 121 15 from from ADP bitcs-6258 121 16 the the DET bitcs-6258 121 17 two two NUM bitcs-6258 121 18 ocr ocr ADJ bitcs-6258 121 19 algorithms algorithm NOUN bitcs-6258 121 20 utilised utilise VERB bitcs-6258 121 21 . . PUNCT bitcs-6258 122 1 figure figure VERB bitcs-6258 122 2 7 7 NUM bitcs-6258 122 3 displays display NOUN bitcs-6258 122 4 certain certain ADJ bitcs-6258 122 5 outcomes outcome NOUN bitcs-6258 122 6 from from ADP bitcs-6258 122 7 the the DET bitcs-6258 122 8 programme programme NOUN bitcs-6258 122 9 output output NOUN bitcs-6258 122 10 . . PUNCT bitcs-6258 123 1 fig fig NOUN bitcs-6258 123 2 6 6 NUM bitcs-6258 123 3 . . PUNCT bitcs-6258 124 1 output output NOUN bitcs-6258 124 2 results result NOUN bitcs-6258 124 3 and and CCONJ bitcs-6258 124 4 pre pre ADJ bitcs-6258 124 5 - - ADJ bitcs-6258 124 6 processing process VERB bitcs-6258 124 7 the the DET bitcs-6258 124 8 ignore ignore NOUN bitcs-6258 124 9 list list NOUN bitcs-6258 124 10 condition condition NOUN bitcs-6258 124 11 is be AUX bitcs-6258 124 12 used use VERB bitcs-6258 124 13 in in ADP bitcs-6258 124 14 the the DET bitcs-6258 124 15 subsequent subsequent ADJ bitcs-6258 124 16 findings finding NOUN bitcs-6258 124 17 , , PUNCT bitcs-6258 124 18 as as SCONJ bitcs-6258 124 19 shown show VERB bitcs-6258 124 20 in in ADP bitcs-6258 124 21 table table NOUN bitcs-6258 124 22 1 1 NUM bitcs-6258 124 23 . . PUNCT bitcs-6258 125 1 during during ADP bitcs-6258 125 2 the the DET bitcs-6258 125 3 preprocessing preprocessing NOUN bitcs-6258 125 4 step step NOUN bitcs-6258 125 5 , , PUNCT bitcs-6258 125 6 the the DET bitcs-6258 125 7 otsu otsu NOUN bitcs-6258 125 8 approach approach NOUN bitcs-6258 125 9 gives give VERB bitcs-6258 125 10 the the DET bitcs-6258 125 11 image image NOUN bitcs-6258 125 12 better well ADJ bitcs-6258 125 13 contrast contrast NOUN bitcs-6258 125 14 , , PUNCT bitcs-6258 125 15 eliminates eliminate VERB bitcs-6258 125 16 noise noise NOUN bitcs-6258 125 17 , , PUNCT bitcs-6258 125 18 and and CCONJ bitcs-6258 125 19 facilitates facilitate VERB bitcs-6258 125 20 program program NOUN bitcs-6258 125 21 processing processing NOUN bitcs-6258 125 22 . . PUNCT bitcs-6258 126 1 all all DET bitcs-6258 126 2 the the DET bitcs-6258 126 3 text text NOUN bitcs-6258 126 4 in in ADP bitcs-6258 126 5 the the DET bitcs-6258 126 6 image image NOUN bitcs-6258 126 7 is be AUX bitcs-6258 126 8 readable readable ADJ bitcs-6258 126 9 correctly correctly ADV bitcs-6258 126 10 when when SCONJ bitcs-6258 126 11 viewed view VERB bitcs-6258 126 12 from from ADP bitcs-6258 126 13 the the DET bitcs-6258 126 14 output output NOUN bitcs-6258 126 15 the the DET bitcs-6258 126 16 programme programme NOUN bitcs-6258 126 17 generated generate VERB bitcs-6258 126 18 using use VERB bitcs-6258 126 19 the the DET bitcs-6258 126 20 suggested suggested ADJ bitcs-6258 126 21 way way NOUN bitcs-6258 126 22 . . PUNCT bitcs-6258 127 1 table table NOUN bitcs-6258 127 2 1 1 NUM bitcs-6258 127 3 . . PUNCT bitcs-6258 127 4 text text NOUN bitcs-6258 127 5 extraction extraction NOUN bitcs-6258 127 6 result result NOUN bitcs-6258 127 7 ground ground NOUN bitcs-6258 127 8 truth truth NOUN bitcs-6258 127 9 ignore ignore VERB bitcs-6258 127 10 list list NOUN bitcs-6258 127 11 result result VERB bitcs-6258 127 12 101 101 NUM bitcs-6258 127 13 . . PUNCT bitcs-6258 128 1 provinsi provinsi PROPN bitcs-6258 128 2 102 102 NUM bitcs-6258 128 3 . . PUNCT bitcs-6258 129 1 kabupaten kabupaten PROPN bitcs-6258 129 2 /kota /kota PROPN bitcs-6258 130 1 * * PUNCT bitcs-6258 130 2 ) ) PUNCT bitcs-6258 130 3 103 103 NUM bitcs-6258 130 4 . . PUNCT bitcs-6258 131 1 kecamatan kecamatan PROPN bitcs-6258 131 2 104 104 NUM bitcs-6258 131 3 . . PUNCT bitcs-6258 132 1 desa desa NOUN bitcs-6258 132 2 / / SYM bitcs-6258 132 3 kelurahan kelurahan PROPN bitcs-6258 132 4 * * PUNCT bitcs-6258 132 5 ) ) PUNCT bitcs-6258 132 6 105 105 NUM bitcs-6258 132 7 . . PUNCT bitcs-6258 133 1 kode kode PROPN bitcs-6258 133 2 sls sls PROPN bitcs-6258 133 3 / / SYM bitcs-6258 133 4 non non PROPN bitcs-6258 133 5 sls sls PROPN bitcs-6258 133 6 106 106 NUM bitcs-6258 133 7 . . PUNCT bitcs-6258 134 1 nama nama PROPN bitcs-6258 134 2 sls sls PROPN bitcs-6258 134 3 / / SYM bitcs-6258 134 4 non non PROPN bitcs-6258 134 5 sls sls PROPN bitcs-6258 134 6 107 107 PROPN bitcs-6258 134 7 . . PUNCT bitcs-6258 135 1 alamat alamat PROPN bitcs-6258 135 2 ( ( PUNCT bitcs-6258 135 3 jalan jalan PROPN bitcs-6258 135 4 / / SYM bitcs-6258 135 5 gang gang PROPN bitcs-6258 135 6 , , PUNCT bitcs-6258 135 7 nomor nomor PROPN bitcs-6258 135 8 rumah rumah PROPN bitcs-6258 135 9 ) ) PUNCT bitcs-6258 135 10 jawa jawa PROPN bitcs-6258 135 11 timur timur PROPN bitcs-6258 135 12 jawa jawa PROPN bitcs-6258 135 13 timur timur VERB bitcs-6258 135 14 35 35 NUM bitcs-6258 135 15 35 35 NUM bitcs-6258 135 16 malang malang PROPN bitcs-6258 135 17 malang malang PROPN bitcs-6258 135 18 73 73 NUM bitcs-6258 136 1 73 73 NUM bitcs-6258 136 2 blimbing blimbe VERB bitcs-6258 136 3 blimbing blimbe VERB bitcs-6258 136 4 040 040 NUM bitcs-6258 136 5 040 040 NUM bitcs-6258 136 6 purwodadi purwodadi NOUN bitcs-6258 136 7 purwodadi purwodadi NOUN bitcs-6258 136 8 008 008 NUM bitcs-6258 136 9 008 008 NUM bitcs-6258 136 10 0057 0057 NUM bitcs-6258 136 11 0057 0057 NUM bitcs-6258 136 12 kode kode PROPN bitcs-6258 136 13 kode kode PROPN bitcs-6258 136 14 sub sub PROPN bitcs-6258 136 15 sls sls PROPN bitcs-6258 136 16 sub sub PROPN bitcs-6258 136 17 sls sls PROPN bitcs-6258 136 18 00 00 PROPN bitcs-6258 136 19 00 00 NUM bitcs-6258 137 1 rt rt PROPN bitcs-6258 137 2 . . PROPN bitcs-6258 137 3 007 007 NUM bitcs-6258 137 4 rt.007 rt.007 PROPN bitcs-6258 137 5 rw rw NOUN bitcs-6258 137 6 . . PROPN bitcs-6258 137 7 008 008 NUM bitcs-6258 137 8 rw.008 rw.008 PROPN bitcs-6258 137 9 . . PUNCT bitcs-6258 138 1 jl jl PROPN bitcs-6258 138 2 plaosan plaosan ADJ bitcs-6258 138 3 barat barat PROPN bitcs-6258 138 4 83 83 NUM bitcs-6258 138 5 ji ji PROPN bitcs-6258 138 6 plaosan plaosan ADJ bitcs-6258 138 7 barat barat PROPN bitcs-6258 138 8 83 83 NUM bitcs-6258 138 9 in in ADP bitcs-6258 138 10 comparing compare VERB bitcs-6258 138 11 image image NOUN bitcs-6258 138 12 processing processing NOUN bitcs-6258 138 13 methods method NOUN bitcs-6258 138 14 as as SCONJ bitcs-6258 138 15 shown show VERB bitcs-6258 138 16 in in ADP bitcs-6258 138 17 table table NOUN bitcs-6258 138 18 2 2 NUM bitcs-6258 138 19 , , PUNCT bitcs-6258 138 20 data datum NOUN bitcs-6258 138 21 1 1 NUM bitcs-6258 138 22 uses use VERB bitcs-6258 138 23 a a DET bitcs-6258 138 24 more more ADV bitcs-6258 138 25 straightforward straightforward ADJ bitcs-6258 138 26 image image NOUN bitcs-6258 138 27 processing processing NOUN bitcs-6258 138 28 technique technique NOUN bitcs-6258 138 29 : : PUNCT bitcs-6258 138 30 grayscale grayscale NOUN bitcs-6258 138 31 on on ADP bitcs-6258 138 32 the the DET bitcs-6258 138 33 tested test VERB bitcs-6258 138 34 images image NOUN bitcs-6258 138 35 . . PUNCT bitcs-6258 139 1 meanwhile meanwhile ADV bitcs-6258 139 2 , , PUNCT bitcs-6258 139 3 in in ADP bitcs-6258 139 4 data datum NOUN bitcs-6258 139 5 2 2 NUM bitcs-6258 139 6 , , PUNCT bitcs-6258 139 7 the the DET bitcs-6258 139 8 method method NOUN bitcs-6258 139 9 applied apply VERB bitcs-6258 139 10 vol vol NOUN bitcs-6258 139 11 . . PROPN bitcs-6258 139 12 5 5 NUM bitcs-6258 139 13 , , PUNCT bitcs-6258 139 14 no.2 no.2 PROPN bitcs-6258 139 15 june june PROPN bitcs-6258 139 16 2024 2024 NUM bitcs-6258 139 17 | | ADV bitcs-6258 139 18 70 70 NUM bitcs-6258 139 19 is be AUX bitcs-6258 139 20 more more ADV bitcs-6258 139 21 sophisticated sophisticated ADJ bitcs-6258 139 22 , , PUNCT bitcs-6258 139 23 applying apply VERB bitcs-6258 139 24 the the DET bitcs-6258 139 25 otsu otsu NOUN bitcs-6258 139 26 thresholding thresholding NOUN bitcs-6258 139 27 method method NOUN bitcs-6258 139 28 . . PUNCT bitcs-6258 140 1 otsu otsu ADJ bitcs-6258 140 2 thresholding thresholding NOUN bitcs-6258 140 3 is be AUX bitcs-6258 140 4 a a DET bitcs-6258 140 5 technique technique NOUN bitcs-6258 140 6 used use VERB bitcs-6258 140 7 to to PART bitcs-6258 140 8 segment segment VERB bitcs-6258 140 9 images image NOUN bitcs-6258 140 10 by by ADP bitcs-6258 140 11 determining determine VERB bitcs-6258 140 12 thresholds threshold NOUN bitcs-6258 140 13 automatically automatically ADV bitcs-6258 140 14 based base VERB bitcs-6258 140 15 on on ADP bitcs-6258 140 16 image image NOUN bitcs-6258 140 17 histogram histogram NOUN bitcs-6258 140 18 analysis analysis NOUN bitcs-6258 140 19 . . PUNCT bitcs-6258 141 1 using use VERB bitcs-6258 141 2 grayscale grayscale NOUN bitcs-6258 141 3 in in ADP bitcs-6258 141 4 data datum NOUN bitcs-6258 141 5 1 1 NUM bitcs-6258 141 6 means mean VERB bitcs-6258 141 7 only only ADV bitcs-6258 141 8 using use VERB bitcs-6258 141 9 the the DET bitcs-6258 141 10 brightness brightness ADJ bitcs-6258 141 11 channel channel NOUN bitcs-6258 141 12 of of ADP bitcs-6258 141 13 the the DET bitcs-6258 141 14 image image NOUN bitcs-6258 141 15 , , PUNCT bitcs-6258 141 16 ignoring ignore VERB bitcs-6258 141 17 colour colour NOUN bitcs-6258 141 18 information information NOUN bitcs-6258 141 19 . . PUNCT bitcs-6258 142 1 although although SCONJ bitcs-6258 142 2 simple simple ADJ bitcs-6258 142 3 , , PUNCT bitcs-6258 142 4 grayscale grayscale NOUN bitcs-6258 142 5 can can AUX bitcs-6258 142 6 be be AUX bitcs-6258 142 7 helpful helpful ADJ bitcs-6258 142 8 in in ADP bitcs-6258 142 9 some some DET bitcs-6258 142 10 cases case NOUN bitcs-6258 142 11 , , PUNCT bitcs-6258 142 12 especially especially ADV bitcs-6258 142 13 when when SCONJ bitcs-6258 142 14 colour colour ADJ bitcs-6258 142 15 accuracy accuracy NOUN bitcs-6258 142 16 is be AUX bitcs-6258 142 17 not not PART bitcs-6258 142 18 the the DET bitcs-6258 142 19 central central ADJ bitcs-6258 142 20 aspect aspect NOUN bitcs-6258 142 21 required require VERB bitcs-6258 142 22 in in ADP bitcs-6258 142 23 text text NOUN bitcs-6258 142 24 or or CCONJ bitcs-6258 142 25 object object VERB bitcs-6258 142 26 recognition recognition NOUN bitcs-6258 142 27 . . PUNCT bitcs-6258 143 1 table table NOUN bitcs-6258 143 2 2 2 NUM bitcs-6258 143 3 . . X bitcs-6258 144 1 otsu otsu PROPN bitcs-6258 144 2 tresholding tresholding NOUN bitcs-6258 144 3 implemented implement VERB bitcs-6258 144 4 and and CCONJ bitcs-6258 144 5 grayscale grayscale NOUN bitcs-6258 144 6 only only ADV bitcs-6258 144 7 file file NOUN bitcs-6258 144 8 name name NOUN bitcs-6258 144 9 cer cer PROPN bitcs-6258 144 10 difference difference NOUN bitcs-6258 144 11 wer wer NOUN bitcs-6258 144 12 difference difference NOUN bitcs-6258 144 13 accuracy accuracy NOUN bitcs-6258 144 14 difference difference NOUN bitcs-6258 144 15 data-1.jpg data-1.jpg PROPN bitcs-6258 144 16 0.23 0.23 NUM bitcs-6258 144 17 % % NOUN bitcs-6258 144 18 ( ( PUNCT bitcs-6258 144 19 increase increase NOUN bitcs-6258 144 20 ) ) PUNCT bitcs-6258 144 21 1.05 1.05 NUM bitcs-6258 144 22 % % NOUN bitcs-6258 144 23 ( ( PUNCT bitcs-6258 144 24 increase increase NOUN bitcs-6258 144 25 ) ) PUNCT bitcs-6258 144 26 -0.23 -0.23 NUM bitcs-6258 144 27 % % NOUN bitcs-6258 144 28 ( ( PUNCT bitcs-6258 144 29 decrease decrease NOUN bitcs-6258 144 30 ) ) PUNCT bitcs-6258 144 31 data-2.jpg data-2.jpg NOUN bitcs-6258 144 32 -0.27 -0.27 NOUN bitcs-6258 144 33 % % NOUN bitcs-6258 144 34 ( ( PUNCT bitcs-6258 144 35 decrease decrease NOUN bitcs-6258 144 36 ) ) PUNCT bitcs-6258 144 37 -0.42 -0.42 NUM bitcs-6258 144 38 % % NOUN bitcs-6258 144 39 ( ( PUNCT bitcs-6258 144 40 decrease decrease NOUN bitcs-6258 144 41 ) ) PUNCT bitcs-6258 144 42 0.27 0.27 NUM bitcs-6258 144 43 % % NOUN bitcs-6258 144 44 ( ( PUNCT bitcs-6258 144 45 increase increase NOUN bitcs-6258 144 46 ) ) PUNCT bitcs-6258 144 47 data-3.jpg data-3.jpg NOUN bitcs-6258 144 48 0.18 0.18 NUM bitcs-6258 144 49 % % NOUN bitcs-6258 144 50 ( ( PUNCT bitcs-6258 144 51 increase increase NOUN bitcs-6258 144 52 ) ) PUNCT bitcs-6258 144 53 0.21 0.21 NUM bitcs-6258 144 54 % % NOUN bitcs-6258 144 55 ( ( PUNCT bitcs-6258 144 56 increase increase NOUN bitcs-6258 144 57 ) ) PUNCT bitcs-6258 144 58 -0.18 -0.18 NUM bitcs-6258 144 59 % % NOUN bitcs-6258 144 60 ( ( PUNCT bitcs-6258 144 61 decrease decrease NOUN bitcs-6258 144 62 ) ) PUNCT bitcs-6258 144 63 data-4.jpg data-4.jpg NOUN bitcs-6258 144 64 -0.08 -0.08 NUM bitcs-6258 144 65 % % NOUN bitcs-6258 144 66 ( ( PUNCT bitcs-6258 144 67 decrease decrease NOUN bitcs-6258 144 68 ) ) PUNCT bitcs-6258 144 69 0.20 0.20 NUM bitcs-6258 144 70 % % NOUN bitcs-6258 144 71 ( ( PUNCT bitcs-6258 144 72 increase increase NOUN bitcs-6258 144 73 ) ) PUNCT bitcs-6258 144 74 0.08 0.08 NUM bitcs-6258 144 75 % % NOUN bitcs-6258 144 76 ( ( PUNCT bitcs-6258 144 77 increase increase NOUN bitcs-6258 144 78 ) ) PUNCT bitcs-6258 144 79 data-5.jpg data-5.jpg NOUN bitcs-6258 144 80 0.13 0.13 NUM bitcs-6258 144 81 % % NOUN bitcs-6258 144 82 ( ( PUNCT bitcs-6258 144 83 increase increase NOUN bitcs-6258 144 84 ) ) PUNCT bitcs-6258 144 85 -0.42 -0.42 NUM bitcs-6258 144 86 % % NOUN bitcs-6258 144 87 ( ( PUNCT bitcs-6258 144 88 decrease decrease NOUN bitcs-6258 144 89 ) ) PUNCT bitcs-6258 145 1 -0.13 -0.13 NUM bitcs-6258 145 2 % % NOUN bitcs-6258 145 3 ( ( PUNCT bitcs-6258 145 4 decrease decrease NOUN bitcs-6258 145 5 ) ) PUNCT bitcs-6258 145 6 data-6.jpg data-6.jpg PROPN bitcs-6258 145 7 -0.35 -0.35 NUM bitcs-6258 145 8 % % NOUN bitcs-6258 145 9 ( ( PUNCT bitcs-6258 145 10 decrease decrease NOUN bitcs-6258 145 11 ) ) PUNCT bitcs-6258 145 12 -0.85 -0.85 NOUN bitcs-6258 146 1 % % NOUN bitcs-6258 146 2 ( ( PUNCT bitcs-6258 146 3 decrease decrease NOUN bitcs-6258 146 4 ) ) PUNCT bitcs-6258 146 5 0.35 0.35 NUM bitcs-6258 146 6 % % NOUN bitcs-6258 146 7 ( ( PUNCT bitcs-6258 146 8 increase increase NOUN bitcs-6258 146 9 ) ) PUNCT bitcs-6258 146 10 data-7.jpg data-7.jpg NOUN bitcs-6258 147 1 0 0 NUM bitcs-6258 147 2 % % NOUN bitcs-6258 147 3 0 0 NUM bitcs-6258 147 4 % % NOUN bitcs-6258 147 5 0 0 NUM bitcs-6258 147 6 % % NOUN bitcs-6258 147 7 data-8.jpg data-8.jpg NOUN bitcs-6258 147 8 0 0 NUM bitcs-6258 147 9 % % NOUN bitcs-6258 147 10 0.42 0.42 NUM bitcs-6258 147 11 % % NOUN bitcs-6258 147 12 ( ( PUNCT bitcs-6258 147 13 increase increase NOUN bitcs-6258 147 14 ) ) PUNCT bitcs-6258 147 15 0 0 NUM bitcs-6258 147 16 % % NOUN bitcs-6258 147 17 data-9.jpg data-9.jpg PROPN bitcs-6258 147 18 0.23 0.23 NUM bitcs-6258 147 19 % % NOUN bitcs-6258 147 20 ( ( PUNCT bitcs-6258 147 21 increase increase NOUN bitcs-6258 147 22 ) ) PUNCT bitcs-6258 147 23 -0.19 -0.19 NOUN bitcs-6258 147 24 % % NOUN bitcs-6258 147 25 ( ( PUNCT bitcs-6258 147 26 decrease decrease NOUN bitcs-6258 147 27 ) ) PUNCT bitcs-6258 147 28 -0.23 -0.23 NUM bitcs-6258 147 29 % % NOUN bitcs-6258 147 30 ( ( PUNCT bitcs-6258 147 31 decrease decrease NOUN bitcs-6258 147 32 ) ) PUNCT bitcs-6258 148 1 data-10.jpg data-10.jpg NOUN bitcs-6258 148 2 0.29 0.29 NUM bitcs-6258 148 3 % % NOUN bitcs-6258 148 4 ( ( PUNCT bitcs-6258 148 5 increase increase NOUN bitcs-6258 148 6 ) ) PUNCT bitcs-6258 148 7 0.42 0.42 NUM bitcs-6258 148 8 % % NOUN bitcs-6258 148 9 ( ( PUNCT bitcs-6258 148 10 increase increase NOUN bitcs-6258 148 11 ) ) PUNCT bitcs-6258 149 1 -0.29 -0.29 ADJ bitcs-6258 149 2 % % NOUN bitcs-6258 149 3 ( ( PUNCT bitcs-6258 149 4 decrease decrease NOUN bitcs-6258 149 5 ) ) PUNCT bitcs-6258 149 6 on on ADP bitcs-6258 149 7 the the DET bitcs-6258 149 8 other other ADJ bitcs-6258 149 9 hand hand NOUN bitcs-6258 149 10 , , PUNCT bitcs-6258 149 11 applying apply VERB bitcs-6258 149 12 otsu otsu NOUN bitcs-6258 149 13 thresholding thresholde VERB bitcs-6258 149 14 to to ADP bitcs-6258 149 15 data datum NOUN bitcs-6258 149 16 2 2 NUM bitcs-6258 149 17 can can AUX bitcs-6258 149 18 provide provide VERB bitcs-6258 149 19 advantages advantage NOUN bitcs-6258 149 20 because because SCONJ bitcs-6258 149 21 this this DET bitcs-6258 149 22 method method NOUN bitcs-6258 149 23 can can AUX bitcs-6258 149 24 automatically automatically ADV bitcs-6258 149 25 determine determine VERB bitcs-6258 149 26 the the DET bitcs-6258 149 27 optimal optimal ADJ bitcs-6258 149 28 threshold threshold NOUN bitcs-6258 149 29 for for ADP bitcs-6258 149 30 separating separate VERB bitcs-6258 149 31 objects object NOUN bitcs-6258 149 32 from from ADP bitcs-6258 149 33 the the DET bitcs-6258 149 34 background background NOUN bitcs-6258 149 35 . . PUNCT bitcs-6258 150 1 the the DET bitcs-6258 150 2 table table NOUN bitcs-6258 150 3 shows show VERB bitcs-6258 150 4 the the DET bitcs-6258 150 5 results result NOUN bitcs-6258 150 6 of of ADP bitcs-6258 150 7 a a DET bitcs-6258 150 8 comparative comparative ADJ bitcs-6258 150 9 analysis analysis NOUN bitcs-6258 150 10 of of ADP bitcs-6258 150 11 the the DET bitcs-6258 150 12 performance performance NOUN bitcs-6258 150 13 of of ADP bitcs-6258 150 14 tesseract tesseract NOUN bitcs-6258 150 15 and and CCONJ bitcs-6258 150 16 google google PROPN bitcs-6258 150 17 vision vision NOUN bitcs-6258 150 18 in in ADP bitcs-6258 150 19 terms term NOUN bitcs-6258 150 20 of of ADP bitcs-6258 150 21 character character NOUN bitcs-6258 150 22 error error NOUN bitcs-6258 150 23 rate rate NOUN bitcs-6258 150 24 ( ( PUNCT bitcs-6258 150 25 cer cer NOUN bitcs-6258 150 26 ) ) PUNCT bitcs-6258 150 27 , , PUNCT bitcs-6258 150 28 word word NOUN bitcs-6258 150 29 error error NOUN bitcs-6258 150 30 rate rate NOUN bitcs-6258 150 31 ( ( PUNCT bitcs-6258 150 32 wer wer NOUN bitcs-6258 150 33 ) ) PUNCT bitcs-6258 150 34 , , PUNCT bitcs-6258 150 35 and and CCONJ bitcs-6258 150 36 accuracy accuracy NOUN bitcs-6258 150 37 differences difference NOUN bitcs-6258 150 38 between between ADP bitcs-6258 150 39 ten ten NUM bitcs-6258 150 40 different different ADJ bitcs-6258 150 41 data datum NOUN bitcs-6258 150 42 pictures picture NOUN bitcs-6258 150 43 for for ADP bitcs-6258 150 44 optical optical ADJ bitcs-6258 150 45 character character NOUN bitcs-6258 150 46 recognition recognition NOUN bitcs-6258 150 47 ( ( PUNCT bitcs-6258 150 48 ocr ocr NOUN bitcs-6258 150 49 ) ) PUNCT bitcs-6258 150 50 . . PUNCT bitcs-6258 151 1 the the DET bitcs-6258 151 2 two two NUM bitcs-6258 151 3 approaches approach NOUN bitcs-6258 151 4 in in ADP bitcs-6258 151 5 each each DET bitcs-6258 151 6 photograph photograph NOUN bitcs-6258 151 7 show show VERB bitcs-6258 151 8 apparent apparent ADJ bitcs-6258 151 9 differences difference NOUN bitcs-6258 151 10 in in ADP bitcs-6258 151 11 performance performance NOUN bitcs-6258 151 12 metrics metric NOUN bitcs-6258 151 13 . . PUNCT bitcs-6258 152 1 for for ADP bitcs-6258 152 2 example example NOUN bitcs-6258 152 3 , , PUNCT bitcs-6258 152 4 tesseract tesseract ADJ bitcs-6258 152 5 and and CCONJ bitcs-6258 152 6 google google PROPN bitcs-6258 152 7 vision vision NOUN bitcs-6258 152 8 both both PRON bitcs-6258 152 9 show show VERB bitcs-6258 152 10 higher high ADJ bitcs-6258 152 11 cer cer NOUN bitcs-6258 152 12 and and CCONJ bitcs-6258 152 13 wer wer NOUN bitcs-6258 152 14 in in ADP bitcs-6258 152 15 data-1.jpg data-1.jpg PROPN bitcs-6258 152 16 , , PUNCT bitcs-6258 152 17 which which PRON bitcs-6258 152 18 is be AUX bitcs-6258 152 19 a a DET bitcs-6258 152 20 factor factor NOUN bitcs-6258 152 21 in in ADP bitcs-6258 152 22 tesseract tesseract NOUN bitcs-6258 152 23 's 's PART bitcs-6258 152 24 decreasing decrease VERB bitcs-6258 152 25 accuracy accuracy NOUN bitcs-6258 152 26 . . PUNCT bitcs-6258 153 1 on on ADP bitcs-6258 153 2 the the DET bitcs-6258 153 3 other other ADJ bitcs-6258 153 4 hand hand NOUN bitcs-6258 153 5 , , PUNCT bitcs-6258 153 6 google google PROPN bitcs-6258 153 7 vision vision NOUN bitcs-6258 153 8 keeps keep VERB bitcs-6258 153 9 its its PRON bitcs-6258 153 10 cer cer NOUN bitcs-6258 153 11 constant constant ADJ bitcs-6258 153 12 while while SCONJ bitcs-6258 153 13 somewhat somewhat ADV bitcs-6258 153 14 increasing increase VERB bitcs-6258 153 15 its its PRON bitcs-6258 153 16 wer wer NOUN bitcs-6258 153 17 . . PUNCT bitcs-6258 154 1 the the DET bitcs-6258 154 2 combined combine VERB bitcs-6258 154 3 data datum NOUN bitcs-6258 154 4 show show VERB bitcs-6258 154 5 a a DET bitcs-6258 154 6 modest modest ADJ bitcs-6258 154 7 loss loss NOUN bitcs-6258 154 8 in in ADP bitcs-6258 154 9 overall overall ADJ bitcs-6258 154 10 accuracy accuracy NOUN bitcs-6258 154 11 along along ADP bitcs-6258 154 12 with with ADP bitcs-6258 154 13 a a DET bitcs-6258 154 14 minor minor ADJ bitcs-6258 154 15 rise rise NOUN bitcs-6258 154 16 in in ADP bitcs-6258 154 17 cer cer NOUN bitcs-6258 154 18 and and CCONJ bitcs-6258 154 19 wer wer NOUN bitcs-6258 154 20 . . PUNCT bitcs-6258 155 1 both both DET bitcs-6258 155 2 approaches approach NOUN bitcs-6258 155 3 show show VERB bitcs-6258 155 4 a a DET bitcs-6258 155 5 drop drop NOUN bitcs-6258 155 6 in in ADP bitcs-6258 155 7 cer cer NOUN bitcs-6258 155 8 and and CCONJ bitcs-6258 155 9 wer wer NOUN bitcs-6258 155 10 in in ADP bitcs-6258 155 11 data-2.jpg data-2.jpg NOUN bitcs-6258 155 12 , , PUNCT bitcs-6258 155 13 with with ADP bitcs-6258 155 14 tesseract tesseract NOUN bitcs-6258 155 15 showing show VERB bitcs-6258 155 16 a a DET bitcs-6258 155 17 more more ADV bitcs-6258 155 18 significant significant ADJ bitcs-6258 155 19 improvement improvement NOUN bitcs-6258 155 20 over over ADP bitcs-6258 155 21 google google PROPN bitcs-6258 155 22 vision vision NOUN bitcs-6258 155 23 . . PUNCT bitcs-6258 156 1 as as ADP bitcs-6258 156 2 a a DET bitcs-6258 156 3 result result NOUN bitcs-6258 156 4 , , PUNCT bitcs-6258 156 5 tesseract tesseract NOUN bitcs-6258 156 6 's 's PART bitcs-6258 156 7 accuracy accuracy NOUN bitcs-6258 156 8 increases increase VERB bitcs-6258 156 9 noticeably noticeably ADV bitcs-6258 156 10 , , PUNCT bitcs-6258 156 11 while while SCONJ bitcs-6258 156 12 google google PROPN bitcs-6258 156 13 vision vision NOUN bitcs-6258 156 14 's 's PART bitcs-6258 156 15 accuracy accuracy NOUN bitcs-6258 156 16 slightly slightly ADJ bitcs-6258 156 17 increases increase NOUN bitcs-6258 156 18 . . PUNCT bitcs-6258 157 1 the the DET bitcs-6258 157 2 combined combine VERB bitcs-6258 157 3 results result NOUN bitcs-6258 157 4 show show VERB bitcs-6258 157 5 a a DET bitcs-6258 157 6 drop drop NOUN bitcs-6258 157 7 in in ADP bitcs-6258 157 8 wer wer NOUN bitcs-6258 157 9 and and CCONJ bitcs-6258 157 10 cer cer NOUN bitcs-6258 157 11 ; ; PUNCT bitcs-6258 157 12 however however ADV bitcs-6258 157 13 , , PUNCT bitcs-6258 157 14 accuracy accuracy NOUN bitcs-6258 157 15 has have AUX bitcs-6258 157 16 somewhat somewhat ADV bitcs-6258 157 17 decreased decrease VERB bitcs-6258 157 18 . . PUNCT bitcs-6258 158 1 from from ADP bitcs-6258 158 2 data-3.jpg data-3.jpg NOUN bitcs-6258 158 3 to to ADP bitcs-6258 158 4 data-10.jpg data-10.jpg PROPN bitcs-6258 158 5 , , PUNCT bitcs-6258 158 6 the the DET bitcs-6258 158 7 remaining remain VERB bitcs-6258 158 8 photos photo NOUN bitcs-6258 158 9 show show VERB bitcs-6258 158 10 consistent consistent ADJ bitcs-6258 158 11 patterns pattern NOUN bitcs-6258 158 12 of of ADP bitcs-6258 158 13 volatility volatility NOUN bitcs-6258 158 14 . . PUNCT bitcs-6258 159 1 specifically specifically ADV bitcs-6258 159 2 , , PUNCT bitcs-6258 159 3 differences difference NOUN bitcs-6258 159 4 in in ADP bitcs-6258 159 5 cer cer PROPN bitcs-6258 159 6 , , PUNCT bitcs-6258 159 7 wer wer NOUN bitcs-6258 159 8 , , PUNCT bitcs-6258 159 9 and and CCONJ bitcs-6258 159 10 accuracy accuracy NOUN bitcs-6258 159 11 point point NOUN bitcs-6258 159 12 to to ADP bitcs-6258 159 13 distinct distinct ADJ bitcs-6258 159 14 advantages advantage NOUN bitcs-6258 159 15 and and CCONJ bitcs-6258 159 16 disadvantages disadvantage NOUN bitcs-6258 159 17 between between ADP bitcs-6258 159 18 tesseract tesseract NOUN bitcs-6258 159 19 and and CCONJ bitcs-6258 159 20 google google PROPN bitcs-6258 159 21 vision vision NOUN bitcs-6258 159 22 on on ADP bitcs-6258 159 23 various various ADJ bitcs-6258 159 24 datasets dataset NOUN bitcs-6258 159 25 . . PUNCT bitcs-6258 160 1 using use VERB bitcs-6258 160 2 this this DET bitcs-6258 160 3 technique technique NOUN bitcs-6258 160 4 , , PUNCT bitcs-6258 160 5 images image NOUN bitcs-6258 160 6 may may AUX bitcs-6258 160 7 undergo undergo VERB bitcs-6258 160 8 better well ADJ bitcs-6258 160 9 segmentation segmentation NOUN bitcs-6258 160 10 , , PUNCT bitcs-6258 160 11 improving improve VERB bitcs-6258 160 12 the the DET bitcs-6258 160 13 system system NOUN bitcs-6258 160 14 's 's PART bitcs-6258 160 15 ability ability NOUN bitcs-6258 160 16 to to PART bitcs-6258 160 17 better well ADV bitcs-6258 160 18 recognize recognize VERB bitcs-6258 160 19 text text NOUN bitcs-6258 160 20 or or CCONJ bitcs-6258 160 21 objects object NOUN bitcs-6258 160 22 in in ADP bitcs-6258 160 23 the the DET bitcs-6258 160 24 image image NOUN bitcs-6258 160 25 . . PUNCT bitcs-6258 161 1 otsu otsu NOUN bitcs-6258 161 2 method method VERB bitcs-6258 161 3 the the DET bitcs-6258 161 4 otsu otsu NOUN bitcs-6258 161 5 method method NOUN bitcs-6258 161 6 uses use VERB bitcs-6258 161 7 discriminant discriminant ADJ bitcs-6258 161 8 analysis analysis NOUN bitcs-6258 161 9 to to PART bitcs-6258 161 10 find find VERB bitcs-6258 161 11 variables variable NOUN bitcs-6258 161 12 that that PRON bitcs-6258 161 13 distinguish distinguish VERB bitcs-6258 161 14 between between ADP bitcs-6258 161 15 two two NUM bitcs-6258 161 16 or or CCONJ bitcs-6258 161 17 more more ADJ bitcs-6258 161 18 naturally naturally ADV bitcs-6258 161 19 occurring occur VERB bitcs-6258 161 20 groups group NOUN bitcs-6258 162 1 [ [ X bitcs-6258 162 2 15 15 NUM bitcs-6258 162 3 ] ] PUNCT bitcs-6258 162 4 . . PUNCT bitcs-6258 163 1 discriminant discriminant ADJ bitcs-6258 163 2 analysis analysis NOUN bitcs-6258 163 3 maximizes maximize VERB bitcs-6258 163 4 these these DET bitcs-6258 163 5 variables variable NOUN bitcs-6258 163 6 to to PART bitcs-6258 163 7 divide divide VERB bitcs-6258 163 8 objects object NOUN bitcs-6258 163 9 into into ADP bitcs-6258 163 10 foreground foreground NOUN bitcs-6258 163 11 and and CCONJ bitcs-6258 163 12 background background NOUN bitcs-6258 163 13 . . PUNCT bitcs-6258 164 1 the the DET bitcs-6258 164 2 discriminant discriminant ADJ bitcs-6258 164 3 analysis analysis NOUN bitcs-6258 164 4 produces produce VERB bitcs-6258 164 5 a a DET bitcs-6258 164 6 threshold threshold NOUN bitcs-6258 164 7 value value NOUN bitcs-6258 164 8 that that PRON bitcs-6258 164 9 divides divide VERB bitcs-6258 164 10 a a DET bitcs-6258 164 11 grayscale grayscale NOUN bitcs-6258 164 12 image image NOUN bitcs-6258 164 13 into into ADP bitcs-6258 164 14 two two NUM bitcs-6258 164 15 groups group NOUN bitcs-6258 164 16 of of ADP bitcs-6258 164 17 black black ADJ bitcs-6258 164 18 and and CCONJ bitcs-6258 164 19 white white ADJ bitcs-6258 164 20 [ [ X bitcs-6258 164 21 13 13 NUM bitcs-6258 164 22 ] ] PUNCT bitcs-6258 164 23 . . PUNCT bitcs-6258 165 1 c. c. NOUN bitcs-6258 165 2 analysis analysis NOUN bitcs-6258 165 3 the the DET bitcs-6258 165 4 combination combination NOUN bitcs-6258 165 5 approach approach NOUN bitcs-6258 165 6 proved prove VERB bitcs-6258 165 7 to to PART bitcs-6258 165 8 be be AUX bitcs-6258 165 9 more more ADV bitcs-6258 165 10 effective effective ADJ bitcs-6258 165 11 than than ADP bitcs-6258 165 12 either either DET bitcs-6258 165 13 one one NUM bitcs-6258 165 14 alone alone ADV bitcs-6258 165 15 . . PUNCT bitcs-6258 166 1 while while SCONJ bitcs-6258 166 2 tesseract tesseract ADJ bitcs-6258 166 3 and and CCONJ bitcs-6258 166 4 google google PROPN bitcs-6258 166 5 vision vision NOUN bitcs-6258 166 6 have have VERB bitcs-6258 166 7 somewhat somewhat ADV bitcs-6258 166 8 higher high ADJ bitcs-6258 166 9 average average ADJ bitcs-6258 166 10 cers cer NOUN bitcs-6258 166 11 - - PUNCT bitcs-6258 166 12 roughly roughly ADV bitcs-6258 166 13 1.8 1.8 NUM bitcs-6258 166 14 % % NOUN bitcs-6258 166 15 to to ADP bitcs-6258 166 16 1.9 1.9 NUM bitcs-6258 166 17 % % NOUN bitcs-6258 166 18 for for ADP bitcs-6258 166 19 tesseract tesseract NOUN bitcs-6258 166 20 and and CCONJ bitcs-6258 166 21 1.0 1.0 NUM bitcs-6258 166 22 % % NOUN bitcs-6258 166 23 to to ADP bitcs-6258 166 24 1.7 1.7 NUM bitcs-6258 166 25 % % NOUN bitcs-6258 166 26 for for ADP bitcs-6258 166 27 google google PROPN bitcs-6258 166 28 vision vision PROPN bitcs-6258 166 29 - - PUNCT bitcs-6258 166 30 the the DET bitcs-6258 166 31 combined combine VERB bitcs-6258 166 32 method method NOUN bitcs-6258 166 33 's 's PART bitcs-6258 166 34 average average ADJ bitcs-6258 166 35 cer cer NOUN bitcs-6258 166 36 is be AUX bitcs-6258 166 37 1.8 1.8 NUM bitcs-6258 166 38 % % NOUN bitcs-6258 166 39 to to ADP bitcs-6258 166 40 1.9 1.9 NUM bitcs-6258 166 41 % % NOUN bitcs-6258 166 42 . . PUNCT bitcs-6258 167 1 for for ADP bitcs-6258 167 2 the the DET bitcs-6258 167 3 same same ADJ bitcs-6258 167 4 reason reason NOUN bitcs-6258 167 5 , , PUNCT bitcs-6258 167 6 the the DET bitcs-6258 167 7 combined combine VERB bitcs-6258 167 8 approach approach NOUN bitcs-6258 167 9 performs perform VERB bitcs-6258 167 10 better well ADV bitcs-6258 167 11 when when SCONJ bitcs-6258 167 12 calculating calculate VERB bitcs-6258 167 13 the the DET bitcs-6258 167 14 word word NOUN bitcs-6258 167 15 error error NOUN bitcs-6258 167 16 rate rate NOUN bitcs-6258 167 17 ( ( PUNCT bitcs-6258 167 18 wer wer NOUN bitcs-6258 167 19 ) ) PUNCT bitcs-6258 167 20 . . PUNCT bitcs-6258 168 1 the the DET bitcs-6258 168 2 combined combine VERB bitcs-6258 168 3 method method NOUN bitcs-6258 168 4 's 's PART bitcs-6258 168 5 average average ADJ bitcs-6258 168 6 wer wer NOUN bitcs-6258 168 7 ranges range VERB bitcs-6258 168 8 from from ADP bitcs-6258 168 9 1.9 1.9 NUM bitcs-6258 168 10 % % NOUN bitcs-6258 168 11 to to ADP bitcs-6258 168 12 2.0 2.0 NUM bitcs-6258 168 13 % % NOUN bitcs-6258 168 14 , , PUNCT bitcs-6258 168 15 tesseract tesseract NOUN bitcs-6258 168 16 's 's PART bitcs-6258 168 17 from from ADP bitcs-6258 168 18 2.0 2.0 NUM bitcs-6258 168 19 % % NOUN bitcs-6258 168 20 to to ADP bitcs-6258 168 21 2.5 2.5 NUM bitcs-6258 168 22 % % NOUN bitcs-6258 168 23 , , PUNCT bitcs-6258 168 24 and and CCONJ bitcs-6258 168 25 google google PROPN bitcs-6258 168 26 vision vision NOUN bitcs-6258 168 27 's 's PART bitcs-6258 168 28 from from ADP bitcs-6258 168 29 1.7 1.7 NUM bitcs-6258 168 30 % % NOUN bitcs-6258 168 31 to to ADP bitcs-6258 168 32 2.2 2.2 NUM bitcs-6258 168 33 % % NOUN bitcs-6258 168 34 . . PUNCT bitcs-6258 169 1 the the DET bitcs-6258 169 2 error error NOUN bitcs-6258 169 3 rate rate NOUN bitcs-6258 169 4 in in ADP bitcs-6258 169 5 text text NOUN bitcs-6258 169 6 detection detection NOUN bitcs-6258 169 7 in in ADP bitcs-6258 169 8 photos photo NOUN bitcs-6258 169 9 is be AUX bitcs-6258 169 10 successfully successfully ADV bitcs-6258 169 11 decreased decrease VERB bitcs-6258 169 12 by by ADP bitcs-6258 169 13 combining combine VERB bitcs-6258 169 14 the the DET bitcs-6258 169 15 output output NOUN bitcs-6258 169 16 of of ADP bitcs-6258 169 17 two two NUM bitcs-6258 169 18 ocr ocr ADJ bitcs-6258 169 19 algorithms algorithm NOUN bitcs-6258 169 20 . . PUNCT bitcs-6258 170 1 this this PRON bitcs-6258 170 2 demonstrates demonstrate VERB bitcs-6258 170 3 that that SCONJ bitcs-6258 170 4 using use VERB bitcs-6258 170 5 google google PROPN bitcs-6258 170 6 vision vision NOUN bitcs-6258 170 7 in in ADP bitcs-6258 170 8 conjunction conjunction NOUN bitcs-6258 170 9 with with ADP bitcs-6258 170 10 tesseract tesseract ADJ bitcs-6258 170 11 ocr ocr PROPN bitcs-6258 170 12 can can AUX bitcs-6258 170 13 yield yield VERB bitcs-6258 170 14 better well ADJ bitcs-6258 170 15 accurate accurate ADJ bitcs-6258 170 16 results result NOUN bitcs-6258 170 17 regarding regard VERB bitcs-6258 170 18 text text NOUN bitcs-6258 170 19 recognition recognition NOUN bitcs-6258 170 20 on on ADP bitcs-6258 170 21 photos photo NOUN bitcs-6258 170 22 than than ADP bitcs-6258 170 23 either either CCONJ bitcs-6258 170 24 technique technique NOUN bitcs-6258 170 25 alone alone ADV bitcs-6258 170 26 . . PUNCT bitcs-6258 171 1 vol vol NOUN bitcs-6258 171 2 . . PROPN bitcs-6258 172 1 1 1 NUM bitcs-6258 172 2 , , PUNCT bitcs-6258 172 3 no.2 no.2 PROPN bitcs-6258 172 4 june june PROPN bitcs-6258 172 5 2024 2024 NUM bitcs-6258 173 1 | | ADV bitcs-6258 173 2 71 71 NUM bitcs-6258 173 3 as as ADP bitcs-6258 173 4 a a DET bitcs-6258 173 5 result result NOUN bitcs-6258 173 6 , , PUNCT bitcs-6258 173 7 the the DET bitcs-6258 173 8 program program NOUN bitcs-6258 173 9 's 's PART bitcs-6258 173 10 output output NOUN bitcs-6258 173 11 results result NOUN bitcs-6258 173 12 demonstrate demonstrate VERB bitcs-6258 173 13 that that SCONJ bitcs-6258 173 14 the the DET bitcs-6258 173 15 combined combined ADJ bitcs-6258 173 16 approach approach NOUN bitcs-6258 173 17 can can AUX bitcs-6258 173 18 identify identify VERB bitcs-6258 173 19 text text NOUN bitcs-6258 173 20 on on ADP bitcs-6258 173 21 images image NOUN bitcs-6258 173 22 with with ADP bitcs-6258 173 23 a a DET bitcs-6258 173 24 greater great ADJ bitcs-6258 173 25 accuracy accuracy NOUN bitcs-6258 173 26 rate rate NOUN bitcs-6258 173 27 , , PUNCT bitcs-6258 173 28 making make VERB bitcs-6258 173 29 it it PRON bitcs-6258 173 30 a a DET bitcs-6258 173 31 better well ADJ bitcs-6258 173 32 option option NOUN bitcs-6258 173 33 for for ADP bitcs-6258 173 34 text text NOUN bitcs-6258 173 35 recognition recognition NOUN bitcs-6258 173 36 applications application NOUN bitcs-6258 173 37 requiring require VERB bitcs-6258 173 38 a a DET bitcs-6258 173 39 low low ADJ bitcs-6258 173 40 error error NOUN bitcs-6258 173 41 rate rate NOUN bitcs-6258 173 42 . . PUNCT bitcs-6258 174 1 discussion discussion NOUN bitcs-6258 174 2 reference reference NOUN bitcs-6258 174 3 novelty novelty NOUN bitcs-6258 174 4 results result NOUN bitcs-6258 174 5 of of ADP bitcs-6258 174 6 previous previous ADJ bitcs-6258 174 7 research research NOUN bitcs-6258 174 8 results result NOUN bitcs-6258 174 9 of of ADP bitcs-6258 174 10 the the DET bitcs-6258 174 11 proposed propose VERB bitcs-6258 174 12 method method NOUN bitcs-6258 174 13 ( ( PUNCT bitcs-6258 174 14 arianto arianto ADP bitcs-6258 174 15 et et PROPN bitcs-6258 174 16 al al PROPN bitcs-6258 174 17 . . PROPN bitcs-6258 174 18 , , PUNCT bitcs-6258 174 19 2023 2023 NUM bitcs-6258 174 20 ) ) PUNCT bitcs-6258 174 21 difference difference NOUN bitcs-6258 174 22 : : PUNCT bitcs-6258 174 23 previous previous ADJ bitcs-6258 174 24 research research NOUN bitcs-6258 174 25 produced produce VERB bitcs-6258 174 26 a a DET bitcs-6258 174 27 cer cer NOUN bitcs-6258 174 28 of of ADP bitcs-6258 174 29 2.60 2.60 NUM bitcs-6258 174 30 % % NOUN bitcs-6258 174 31 and and CCONJ bitcs-6258 174 32 a a DET bitcs-6258 174 33 wer wer NOUN bitcs-6258 174 34 of of ADP bitcs-6258 174 35 25.20 25.20 NUM bitcs-6258 174 36 % % NOUN bitcs-6258 174 37 in in ADP bitcs-6258 174 38 detecting detect VERB bitcs-6258 174 39 text text NOUN bitcs-6258 174 40 and and CCONJ bitcs-6258 174 41 did do AUX bitcs-6258 174 42 not not PART bitcs-6258 174 43 include include VERB bitcs-6258 174 44 the the DET bitcs-6258 174 45 accuracy accuracy NOUN bitcs-6258 174 46 obtained obtain VERB bitcs-6258 174 47 in in ADP bitcs-6258 174 48 the the DET bitcs-6258 174 49 test test NOUN bitcs-6258 174 50 . . PUNCT bitcs-6258 175 1 we we PRON bitcs-6258 175 2 investigated investigate VERB bitcs-6258 175 3 how how SCONJ bitcs-6258 175 4 to to PART bitcs-6258 175 5 reduce reduce VERB bitcs-6258 175 6 the the DET bitcs-6258 175 7 cer cer NOUN bitcs-6258 175 8 and and CCONJ bitcs-6258 175 9 wer wer NOUN bitcs-6258 175 10 values value NOUN bitcs-6258 175 11 and and CCONJ bitcs-6258 175 12 obtain obtain VERB bitcs-6258 175 13 high high ADJ bitcs-6258 175 14 accuracy accuracy NOUN bitcs-6258 175 15 in in ADP bitcs-6258 175 16 detecting detect VERB bitcs-6258 175 17 written write VERB bitcs-6258 175 18 text text NOUN bitcs-6258 175 19 . . PUNCT bitcs-6258 176 1 hand hand NOUN bitcs-6258 176 2 . . PUNCT bitcs-6258 177 1 novelty novelty NOUN bitcs-6258 177 2 : : PUNCT bitcs-6258 178 1 this this DET bitcs-6258 178 2 research research NOUN bitcs-6258 178 3 shows show VERB bitcs-6258 178 4 that that SCONJ bitcs-6258 178 5 the the DET bitcs-6258 178 6 combination combination NOUN bitcs-6258 178 7 of of ADP bitcs-6258 178 8 ocr ocr NOUN bitcs-6258 178 9 using use VERB bitcs-6258 178 10 google google PROPN bitcs-6258 178 11 vision vision NOUN bitcs-6258 178 12 and and CCONJ bitcs-6258 178 13 tesseract tesseract NOUN bitcs-6258 178 14 is be AUX bitcs-6258 178 15 a a DET bitcs-6258 178 16 method method NOUN bitcs-6258 178 17 with with ADP bitcs-6258 178 18 a a DET bitcs-6258 178 19 lower low ADJ bitcs-6258 178 20 wer wer NOUN bitcs-6258 178 21 level level NOUN bitcs-6258 178 22 , , PUNCT bitcs-6258 178 23 and and CCONJ bitcs-6258 178 24 there there PRON bitcs-6258 178 25 is be VERB bitcs-6258 178 26 a a DET bitcs-6258 178 27 decrease decrease NOUN bitcs-6258 178 28 in in ADP bitcs-6258 178 29 cer cer PROPN bitcs-6258 178 30 and and CCONJ bitcs-6258 178 31 wer wer NOUN bitcs-6258 178 32 compared compare VERB bitcs-6258 178 33 to to ADP bitcs-6258 178 34 before before ADV bitcs-6258 178 35 . . PUNCT bitcs-6258 179 1 cer cer NOUN bitcs-6258 179 2 : : PUNCT bitcs-6258 179 3 2.60 2.60 NUM bitcs-6258 179 4 % % NOUN bitcs-6258 179 5 wer wer NOUN bitcs-6258 179 6 : : PUNCT bitcs-6258 179 7 25.20 25.20 NUM bitcs-6258 179 8 % % NOUN bitcs-6258 179 9 accuracy accuracy NOUN bitcs-6258 179 10 : : PUNCT bitcs-6258 179 11 cer cer NOUN bitcs-6258 179 12 : : PUNCT bitcs-6258 179 13 0.3 0.3 NUM bitcs-6258 179 14 % % NOUN bitcs-6258 179 15 wer wer NOUN bitcs-6258 179 16 : : PUNCT bitcs-6258 179 17 4.30 4.30 NUM bitcs-6258 179 18 % % NOUN bitcs-6258 179 19 accuracy accuracy NOUN bitcs-6258 179 20 : : PUNCT bitcs-6258 179 21 96.45 96.45 NUM bitcs-6258 179 22 % % NOUN bitcs-6258 179 23 ( ( PUNCT bitcs-6258 179 24 berg berg PROPN bitcs-6258 179 25 , , PUNCT bitcs-6258 179 26 so so ADV bitcs-6258 179 27 and and CCONJ bitcs-6258 179 28 seo seo NOUN bitcs-6258 179 29 , , PUNCT bitcs-6258 179 30 2019b 2019b NUM bitcs-6258 179 31 ) ) PUNCT bitcs-6258 179 32 difference difference NOUN bitcs-6258 179 33 : : PUNCT bitcs-6258 179 34 this this DET bitcs-6258 179 35 research research NOUN bitcs-6258 179 36 only only ADV bitcs-6258 179 37 produces produce VERB bitcs-6258 179 38 an an DET bitcs-6258 179 39 accuracy accuracy NOUN bitcs-6258 179 40 of of ADP bitcs-6258 179 41 46.9 46.9 NUM bitcs-6258 179 42 % % NOUN bitcs-6258 179 43 in in ADP bitcs-6258 179 44 detecting detect VERB bitcs-6258 179 45 handwriting handwriting NOUN bitcs-6258 179 46 , , PUNCT bitcs-6258 179 47 we we PRON bitcs-6258 179 48 analyze analyze VERB bitcs-6258 179 49 how how SCONJ bitcs-6258 179 50 accuracy accuracy NOUN bitcs-6258 179 51 in in ADP bitcs-6258 179 52 detecting detect VERB bitcs-6258 179 53 handwriting handwriting NOUN bitcs-6258 179 54 can can AUX bitcs-6258 179 55 be be AUX bitcs-6258 179 56 improved improve VERB bitcs-6258 179 57 . . PUNCT bitcs-6258 180 1 novelty novelty NOUN bitcs-6258 180 2 : : PUNCT bitcs-6258 180 3 this this DET bitcs-6258 180 4 study study NOUN bitcs-6258 180 5 shows show VERB bitcs-6258 180 6 that that SCONJ bitcs-6258 180 7 the the DET bitcs-6258 180 8 most most ADV bitcs-6258 180 9 accurate accurate ADJ bitcs-6258 180 10 ocr ocr ADJ bitcs-6258 180 11 approach approach NOUN bitcs-6258 180 12 and and CCONJ bitcs-6258 180 13 also also ADV bitcs-6258 180 14 shows show VERB bitcs-6258 180 15 improvements improvement NOUN bitcs-6258 180 16 compared compare VERB bitcs-6258 180 17 to to ADP bitcs-6258 180 18 previous previous ADJ bitcs-6258 180 19 methods method NOUN bitcs-6258 180 20 is be AUX bitcs-6258 180 21 the the DET bitcs-6258 180 22 combination combination NOUN bitcs-6258 180 23 of of ADP bitcs-6258 180 24 tesseract tesseract NOUN bitcs-6258 180 25 and and CCONJ bitcs-6258 180 26 google google PROPN bitcs-6258 180 27 vision vision PROPN bitcs-6258 180 28 . . PUNCT bitcs-6258 181 1 cer cer NOUN bitcs-6258 181 2 : : PUNCT bitcs-6258 181 3 wer wer NOUN bitcs-6258 181 4 : : PUNCT bitcs-6258 181 5 accuracy accuracy NOUN bitcs-6258 181 6 : : PUNCT bitcs-6258 181 7 46.9 46.9 NUM bitcs-6258 181 8 % % NOUN bitcs-6258 181 9 ( ( PUNCT bitcs-6258 181 10 thammarak thammarak NOUN bitcs-6258 181 11 et et PROPN bitcs-6258 181 12 al al PROPN bitcs-6258 181 13 . . PROPN bitcs-6258 181 14 , , PUNCT bitcs-6258 181 15 2022 2022 NUM bitcs-6258 181 16 ) ) PUNCT bitcs-6258 181 17 difference difference NOUN bitcs-6258 181 18 : : PUNCT bitcs-6258 181 19 this this DET bitcs-6258 181 20 research research NOUN bitcs-6258 181 21 only only ADV bitcs-6258 181 22 produces produce VERB bitcs-6258 181 23 accuracy accuracy NOUN bitcs-6258 181 24 on on ADP bitcs-6258 181 25 tesseract tesseract NOUN bitcs-6258 181 26 of of ADP bitcs-6258 181 27 47.02 47.02 NUM bitcs-6258 181 28 % % NOUN bitcs-6258 181 29 and and CCONJ bitcs-6258 181 30 produces produce VERB bitcs-6258 181 31 an an DET bitcs-6258 181 32 accuracy accuracy NOUN bitcs-6258 181 33 of of ADP bitcs-6258 181 34 84.03 84.03 NUM bitcs-6258 181 35 % % NOUN bitcs-6258 181 36 in in ADP bitcs-6258 181 37 experiments experiment NOUN bitcs-6258 181 38 using use VERB bitcs-6258 181 39 google google PROPN bitcs-6258 181 40 vision vision NOUN bitcs-6258 181 41 in in ADP bitcs-6258 181 42 detecting detect VERB bitcs-6258 181 43 writing writing NOUN bitcs-6258 181 44 . . PUNCT bitcs-6258 182 1 we we PRON bitcs-6258 182 2 analyze analyze VERB bitcs-6258 182 3 how how SCONJ bitcs-6258 182 4 accuracy accuracy NOUN bitcs-6258 182 5 in in ADP bitcs-6258 182 6 detecting detect VERB bitcs-6258 182 7 handwriting handwriting NOUN bitcs-6258 182 8 tesseract tesseract PROPN bitcs-6258 182 9 cer cer NOUN bitcs-6258 182 10 : : PUNCT bitcs-6258 182 11 wer wer NOUN bitcs-6258 182 12 : : PUNCT bitcs-6258 182 13 accuracy accuracy NOUN bitcs-6258 182 14 : : PUNCT bitcs-6258 182 15 47.02 47.02 NUM bitcs-6258 182 16 % % NOUN bitcs-6258 182 17 google google PROPN bitcs-6258 182 18 vision vision PROPN bitcs-6258 182 19 cer cer PROPN bitcs-6258 182 20 : : PUNCT bitcs-6258 182 21 wer wer NOUN bitcs-6258 182 22 : : PUNCT bitcs-6258 182 23 accuracy accuracy NOUN bitcs-6258 182 24 : : PUNCT bitcs-6258 182 25 84.03 84.03 NUM bitcs-6258 182 26 % % NOUN bitcs-6258 182 27 vol vol NOUN bitcs-6258 182 28 . . PROPN bitcs-6258 183 1 5 5 NUM bitcs-6258 183 2 , , PUNCT bitcs-6258 183 3 no.2 no.2 PROPN bitcs-6258 183 4 june june PROPN bitcs-6258 183 5 2024 2024 NUM bitcs-6258 183 6 | | ADV bitcs-6258 183 7 72 72 NUM bitcs-6258 183 8 can can AUX bitcs-6258 183 9 be be AUX bitcs-6258 183 10 increased increase VERB bitcs-6258 183 11 by by ADP bitcs-6258 183 12 combining combine VERB bitcs-6258 183 13 the the DET bitcs-6258 183 14 two two NUM bitcs-6258 183 15 methods method NOUN bitcs-6258 183 16 based base VERB bitcs-6258 183 17 on on ADP bitcs-6258 183 18 evaluations evaluation NOUN bitcs-6258 183 19 from from ADP bitcs-6258 183 20 previous previous ADJ bitcs-6258 183 21 research research NOUN bitcs-6258 183 22 . . PUNCT bitcs-6258 184 1 novelty novelty NOUN bitcs-6258 184 2 : : PUNCT bitcs-6258 184 3 this this DET bitcs-6258 184 4 study study NOUN bitcs-6258 184 5 shows show VERB bitcs-6258 184 6 that that SCONJ bitcs-6258 184 7 the the DET bitcs-6258 184 8 most most ADV bitcs-6258 184 9 accurate accurate ADJ bitcs-6258 184 10 ocr ocr ADJ bitcs-6258 184 11 approach approach NOUN bitcs-6258 184 12 and and CCONJ bitcs-6258 184 13 also also ADV bitcs-6258 184 14 shows show VERB bitcs-6258 184 15 improvements improvement NOUN bitcs-6258 184 16 compared compare VERB bitcs-6258 184 17 to to ADP bitcs-6258 184 18 previous previous ADJ bitcs-6258 184 19 methods method NOUN bitcs-6258 184 20 is be AUX bitcs-6258 184 21 the the DET bitcs-6258 184 22 combination combination NOUN bitcs-6258 184 23 of of ADP bitcs-6258 184 24 tesseract tesseract NOUN bitcs-6258 184 25 and and CCONJ bitcs-6258 184 26 google google PROPN bitcs-6258 184 27 vision vision NOUN bitcs-6258 184 28 . . PUNCT bitcs-6258 185 1 table table NOUN bitcs-6258 185 2 4.4 4.4 NUM bitcs-6258 185 3 illustrates illustrate VERB bitcs-6258 185 4 a a DET bitcs-6258 185 5 comparison comparison NOUN bitcs-6258 185 6 of of ADP bitcs-6258 185 7 the the DET bitcs-6258 185 8 results result NOUN bitcs-6258 185 9 of of ADP bitcs-6258 185 10 this this DET bitcs-6258 185 11 study study NOUN bitcs-6258 185 12 with with ADP bitcs-6258 185 13 previous previous ADJ bitcs-6258 185 14 research research NOUN bitcs-6258 185 15 . . PUNCT bitcs-6258 186 1 previous previous ADJ bitcs-6258 186 2 research research NOUN bitcs-6258 186 3 , , PUNCT bitcs-6258 186 4 without without ADP bitcs-6258 186 5 considering consider VERB bitcs-6258 186 6 accuracy accuracy NOUN bitcs-6258 186 7 , , PUNCT bitcs-6258 186 8 recorded record VERB bitcs-6258 186 9 cer cer NOUN bitcs-6258 186 10 and and CCONJ bitcs-6258 186 11 wer wer NOUN bitcs-6258 186 12 for for ADP bitcs-6258 186 13 text text NOUN bitcs-6258 186 14 detection detection NOUN bitcs-6258 186 15 of of ADP bitcs-6258 186 16 2.60 2.60 NUM bitcs-6258 186 17 % % NOUN bitcs-6258 186 18 and and CCONJ bitcs-6258 186 19 25.20 25.20 NUM bitcs-6258 186 20 % % NOUN bitcs-6258 186 21 . . PUNCT bitcs-6258 187 1 in in ADP bitcs-6258 187 2 an an DET bitcs-6258 187 3 effort effort NOUN bitcs-6258 187 4 to to PART bitcs-6258 187 5 achieve achieve VERB bitcs-6258 187 6 high high ADJ bitcs-6258 187 7 levels level NOUN bitcs-6258 187 8 of of ADP bitcs-6258 187 9 accuracy accuracy NOUN bitcs-6258 187 10 , , PUNCT bitcs-6258 187 11 as as ADV bitcs-6258 187 12 well well ADV bitcs-6258 187 13 as as ADP bitcs-6258 187 14 lower low ADJ bitcs-6258 187 15 cer cer NOUN bitcs-6258 187 16 and and CCONJ bitcs-6258 187 17 wer wer NOUN bitcs-6258 187 18 , , PUNCT bitcs-6258 187 19 this this DET bitcs-6258 187 20 study study NOUN bitcs-6258 187 21 shows show VERB bitcs-6258 187 22 that that SCONJ bitcs-6258 187 23 utilizing utilize VERB bitcs-6258 187 24 tesseract tesseract NOUN bitcs-6258 187 25 and and CCONJ bitcs-6258 187 26 google google PROPN bitcs-6258 187 27 vision vision NOUN bitcs-6258 187 28 together together ADV bitcs-6258 187 29 for for ADP bitcs-6258 187 30 ocr ocr PROPN bitcs-6258 187 31 can can AUX bitcs-6258 187 32 reduce reduce VERB bitcs-6258 187 33 wer wer NOUN bitcs-6258 187 34 values value NOUN bitcs-6258 187 35 and and CCONJ bitcs-6258 187 36 increase increase VERB bitcs-6258 187 37 accuracy accuracy NOUN bitcs-6258 187 38 up up ADP bitcs-6258 187 39 to to ADP bitcs-6258 187 40 96.45 96.45 NUM bitcs-6258 187 41 % % NOUN bitcs-6258 187 42 . . PUNCT bitcs-6258 188 1 on on ADP bitcs-6258 188 2 the the DET bitcs-6258 188 3 other other ADJ bitcs-6258 188 4 hand hand NOUN bitcs-6258 188 5 , , PUNCT bitcs-6258 188 6 previous previous ADJ bitcs-6258 188 7 research research NOUN bitcs-6258 188 8 only only ADV bitcs-6258 188 9 achieved achieve VERB bitcs-6258 188 10 an an DET bitcs-6258 188 11 accuracy accuracy NOUN bitcs-6258 188 12 of of ADP bitcs-6258 188 13 46.9 46.9 NUM bitcs-6258 188 14 % % NOUN bitcs-6258 188 15 in in ADP bitcs-6258 188 16 identifying identify VERB bitcs-6258 188 17 handwriting handwriting NOUN bitcs-6258 188 18 . . PUNCT bitcs-6258 189 1 however however ADV bitcs-6258 189 2 , , PUNCT bitcs-6258 189 3 the the DET bitcs-6258 189 4 results result NOUN bitcs-6258 189 5 of of ADP bitcs-6258 189 6 this this DET bitcs-6258 189 7 research research NOUN bitcs-6258 189 8 show show VERB bitcs-6258 189 9 that that SCONJ bitcs-6258 189 10 combining combine VERB bitcs-6258 189 11 tesseract tesseract NOUN bitcs-6258 189 12 with with ADP bitcs-6258 189 13 google google PROPN bitcs-6258 189 14 vision vision NOUN bitcs-6258 189 15 is be AUX bitcs-6258 189 16 the the DET bitcs-6258 189 17 most most ADV bitcs-6258 189 18 accurate accurate ADJ bitcs-6258 189 19 ocr ocr ADJ bitcs-6258 189 20 solution solution NOUN bitcs-6258 189 21 and and CCONJ bitcs-6258 189 22 provides provide VERB bitcs-6258 189 23 significant significant ADJ bitcs-6258 189 24 progress progress NOUN bitcs-6258 189 25 compared compare VERB bitcs-6258 189 26 to to ADP bitcs-6258 189 27 previous previous ADJ bitcs-6258 189 28 methods method NOUN bitcs-6258 189 29 . . PUNCT bitcs-6258 190 1 it it PRON bitcs-6258 190 2 is be AUX bitcs-6258 190 3 important important ADJ bitcs-6258 190 4 to to PART bitcs-6258 190 5 note note VERB bitcs-6258 190 6 that that SCONJ bitcs-6258 190 7 the the DET bitcs-6258 190 8 collaboration collaboration NOUN bitcs-6258 190 9 of of ADP bitcs-6258 190 10 the the DET bitcs-6258 190 11 two two NUM bitcs-6258 190 12 ocr ocr ADJ bitcs-6258 190 13 methods method NOUN bitcs-6258 190 14 not not PART bitcs-6258 190 15 only only ADV bitcs-6258 190 16 results result NOUN bitcs-6258 190 17 in in ADP bitcs-6258 190 18 a a DET bitcs-6258 190 19 higher high ADJ bitcs-6258 190 20 level level NOUN bitcs-6258 190 21 of of ADP bitcs-6258 190 22 accuracy accuracy NOUN bitcs-6258 190 23 , , PUNCT bitcs-6258 190 24 but but CCONJ bitcs-6258 190 25 also also ADV bitcs-6258 190 26 provides provide VERB bitcs-6258 190 27 significant significant ADJ bitcs-6258 190 28 progress progress NOUN bitcs-6258 190 29 compared compare VERB bitcs-6258 190 30 to to ADP bitcs-6258 190 31 previous previous ADJ bitcs-6258 190 32 studies study NOUN bitcs-6258 190 33 . . PUNCT bitcs-6258 191 1 these these DET bitcs-6258 191 2 final final ADJ bitcs-6258 191 3 results result NOUN bitcs-6258 191 4 confirm confirm VERB bitcs-6258 191 5 that that SCONJ bitcs-6258 191 6 the the DET bitcs-6258 191 7 combined combined ADJ bitcs-6258 191 8 approach approach NOUN bitcs-6258 191 9 between between ADP bitcs-6258 191 10 tesseract tesseract NOUN bitcs-6258 191 11 and and CCONJ bitcs-6258 191 12 google google PROPN bitcs-6258 191 13 vision vision NOUN bitcs-6258 191 14 is be AUX bitcs-6258 191 15 not not PART bitcs-6258 191 16 only only ADV bitcs-6258 191 17 effective effective ADJ bitcs-6258 191 18 in in ADP bitcs-6258 191 19 reducing reduce VERB bitcs-6258 191 20 wer wer NOUN bitcs-6258 191 21 values value NOUN bitcs-6258 191 22 , , PUNCT bitcs-6258 191 23 but but CCONJ bitcs-6258 191 24 also also ADV bitcs-6258 191 25 creates create VERB bitcs-6258 191 26 a a DET bitcs-6258 191 27 superior superior ADJ bitcs-6258 191 28 ocr ocr ADJ bitcs-6258 191 29 solution solution NOUN bitcs-6258 191 30 in in ADP bitcs-6258 191 31 recognizing recognize VERB bitcs-6258 191 32 handwriting handwriting NOUN bitcs-6258 191 33 , , PUNCT bitcs-6258 191 34 overcoming overcome VERB bitcs-6258 191 35 the the DET bitcs-6258 191 36 obstacles obstacle NOUN bitcs-6258 191 37 faced face VERB bitcs-6258 191 38 by by ADP bitcs-6258 191 39 previous previous ADJ bitcs-6258 191 40 methods method NOUN bitcs-6258 191 41 . . PUNCT bitcs-6258 192 1 iv iv X bitcs-6258 192 2 . . PUNCT bitcs-6258 193 1 conclusion conclusion NOUN bitcs-6258 193 2 the the DET bitcs-6258 193 3 program program NOUN bitcs-6258 193 4 uses use VERB bitcs-6258 193 5 tesseract tesseract ADJ bitcs-6258 193 6 ocr ocr PROPN bitcs-6258 193 7 , , PUNCT bitcs-6258 193 8 google google PROPN bitcs-6258 193 9 vision vision PROPN bitcs-6258 193 10 api api PROPN bitcs-6258 193 11 , , PUNCT bitcs-6258 193 12 and and CCONJ bitcs-6258 193 13 combination combination NOUN bitcs-6258 193 14 approaches approach NOUN bitcs-6258 193 15 to to PART bitcs-6258 193 16 recognise recognise VERB bitcs-6258 193 17 text text NOUN bitcs-6258 193 18 on on ADP bitcs-6258 193 19 images image NOUN bitcs-6258 193 20 . . PUNCT bitcs-6258 194 1 the the DET bitcs-6258 194 2 study study NOUN bitcs-6258 194 3 of of ADP bitcs-6258 194 4 the the DET bitcs-6258 194 5 program program NOUN bitcs-6258 194 6 's 's PART bitcs-6258 194 7 output output NOUN bitcs-6258 194 8 results result NOUN bitcs-6258 194 9 concludes conclude VERB bitcs-6258 194 10 that that SCONJ bitcs-6258 194 11 the the DET bitcs-6258 194 12 combined combined ADJ bitcs-6258 194 13 method method NOUN bitcs-6258 194 14 better well ADV bitcs-6258 194 15 recognises recognise VERB bitcs-6258 194 16 text text NOUN bitcs-6258 194 17 on on ADP bitcs-6258 194 18 photos photo NOUN bitcs-6258 194 19 . . PUNCT bitcs-6258 195 1 while while SCONJ bitcs-6258 195 2 both both PRON bitcs-6258 195 3 google google PROPN bitcs-6258 195 4 vision vision PROPN bitcs-6258 195 5 api api NOUN bitcs-6258 195 6 and and CCONJ bitcs-6258 195 7 tesseract tesseract PROPN bitcs-6258 195 8 ocr ocr PROPN bitcs-6258 195 9 have have VERB bitcs-6258 195 10 reasonable reasonable ADJ bitcs-6258 195 11 accuracy accuracy NOUN bitcs-6258 195 12 rates rate NOUN bitcs-6258 195 13 , , PUNCT bitcs-6258 195 14 combining combine VERB bitcs-6258 195 15 the the DET bitcs-6258 195 16 two two NUM bitcs-6258 195 17 results result NOUN bitcs-6258 195 18 in in ADP bitcs-6258 195 19 a a DET bitcs-6258 195 20 far far ADV bitcs-6258 195 21 lower low ADJ bitcs-6258 195 22 mistake mistake NOUN bitcs-6258 195 23 rate rate NOUN bitcs-6258 195 24 regarding regard VERB bitcs-6258 195 25 text text NOUN bitcs-6258 195 26 recognition recognition NOUN bitcs-6258 195 27 . . PUNCT bitcs-6258 196 1 compared compare VERB bitcs-6258 196 2 to to ADP bitcs-6258 196 3 individual individual ADJ bitcs-6258 196 4 approaches approach NOUN bitcs-6258 196 5 , , PUNCT bitcs-6258 196 6 the the DET bitcs-6258 196 7 combined combine VERB bitcs-6258 196 8 method method NOUN bitcs-6258 196 9 successfully successfully ADV bitcs-6258 196 10 demonstrated demonstrate VERB bitcs-6258 196 11 lower low ADJ bitcs-6258 196 12 average average ADJ bitcs-6258 196 13 cer cer NOUN bitcs-6258 196 14 ( ( PUNCT bitcs-6258 196 15 character character NOUN bitcs-6258 196 16 error error NOUN bitcs-6258 196 17 rate rate NOUN bitcs-6258 196 18 ) ) PUNCT bitcs-6258 196 19 and and CCONJ bitcs-6258 196 20 wer wer NOUN bitcs-6258 196 21 ( ( PUNCT bitcs-6258 196 22 word word NOUN bitcs-6258 196 23 error error NOUN bitcs-6258 196 24 rate rate NOUN bitcs-6258 196 25 ) ) PUNCT bitcs-6258 196 26 . . PUNCT bitcs-6258 197 1 this this PRON bitcs-6258 197 2 demonstrates demonstrate VERB bitcs-6258 197 3 how how SCONJ bitcs-6258 197 4 text text NOUN bitcs-6258 197 5 identification identification NOUN bitcs-6258 197 6 accuracy accuracy NOUN bitcs-6258 197 7 in in ADP bitcs-6258 197 8 photos photo NOUN bitcs-6258 197 9 can can AUX bitcs-6258 197 10 be be AUX bitcs-6258 197 11 increased increase VERB bitcs-6258 197 12 using use VERB bitcs-6258 197 13 a a DET bitcs-6258 197 14 method method NOUN bitcs-6258 197 15 that that PRON bitcs-6258 197 16 combines combine VERB bitcs-6258 197 17 the the DET bitcs-6258 197 18 outcomes outcome NOUN bitcs-6258 197 19 of of ADP bitcs-6258 197 20 tesseract tesseract ADJ bitcs-6258 197 21 ocr ocr PROPN bitcs-6258 197 22 with with ADP bitcs-6258 197 23 google google PROPN bitcs-6258 197 24 vision vision NOUN bitcs-6258 197 25 . . PUNCT bitcs-6258 198 1 therefore therefore ADV bitcs-6258 198 2 , , PUNCT bitcs-6258 198 3 using use VERB bitcs-6258 198 4 integrated integrated ADJ bitcs-6258 198 5 approaches approach NOUN bitcs-6258 198 6 can can AUX bitcs-6258 198 7 be be AUX bitcs-6258 198 8 a a DET bitcs-6258 198 9 more more ADV bitcs-6258 198 10 efficient efficient ADJ bitcs-6258 198 11 and and CCONJ bitcs-6258 198 12 best good ADJ bitcs-6258 198 13 option option NOUN bitcs-6258 198 14 for for ADP bitcs-6258 198 15 applications application NOUN bitcs-6258 198 16 that that PRON bitcs-6258 198 17 need need VERB bitcs-6258 198 18 text text NOUN bitcs-6258 198 19 recognition recognition NOUN bitcs-6258 198 20 with with ADP bitcs-6258 198 21 a a DET bitcs-6258 198 22 low low ADJ bitcs-6258 198 23 mistake mistake NOUN bitcs-6258 198 24 rate rate NOUN bitcs-6258 198 25 . . PUNCT bitcs-6258 199 1 this this DET bitcs-6258 199 2 conclusion conclusion NOUN bitcs-6258 199 3 demonstrates demonstrate VERB bitcs-6258 199 4 that that SCONJ bitcs-6258 199 5 combining combine VERB bitcs-6258 199 6 different different ADJ bitcs-6258 199 7 techniques technique NOUN bitcs-6258 199 8 can can AUX bitcs-6258 199 9 yield yield VERB bitcs-6258 199 10 more more ADV bitcs-6258 199 11 dependable dependable ADJ bitcs-6258 199 12 and and CCONJ bitcs-6258 199 13 accurate accurate ADJ bitcs-6258 199 14 results result NOUN bitcs-6258 199 15 when when SCONJ bitcs-6258 199 16 it it PRON bitcs-6258 199 17 comes come VERB bitcs-6258 199 18 to to ADP bitcs-6258 199 19 text text NOUN bitcs-6258 199 20 recognition recognition NOUN bitcs-6258 199 21 in in ADP bitcs-6258 199 22 photos photo NOUN bitcs-6258 199 23 . . PUNCT bitcs-6258 200 1 references reference NOUN bitcs-6258 200 2 [ [ X bitcs-6258 200 3 1 1 NUM bitcs-6258 200 4 ] ] PUNCT bitcs-6258 200 5 . . PUNCT bitcs-6258 201 1 arianto arianto ADP bitcs-6258 201 2 , , PUNCT bitcs-6258 201 3 r. r. PROPN bitcs-6258 201 4 f. f. PROPN bitcs-6258 201 5 , , PUNCT bitcs-6258 201 6 rahman rahman PROPN bitcs-6258 201 7 , , PUNCT bitcs-6258 201 8 a. a. NOUN bitcs-6258 201 9 y. y. PROPN bitcs-6258 201 10 , , PUNCT bitcs-6258 201 11 & & CCONJ bitcs-6258 201 12 marisa marisa PROPN bitcs-6258 201 13 , , PUNCT bitcs-6258 201 14 f. f. PROPN bitcs-6258 201 15 ( ( PUNCT bitcs-6258 201 16 2023 2023 NUM bitcs-6258 201 17 ) ) PUNCT bitcs-6258 201 18 . . PUNCT bitcs-6258 202 1 text text NOUN bitcs-6258 202 2 recognition recognition NOUN bitcs-6258 202 3 for for ADP bitcs-6258 202 4 socioeconomic socioeconomic ADJ bitcs-6258 202 5 data datum NOUN bitcs-6258 202 6 survey survey NOUN bitcs-6258 202 7 sheet sheet NOUN bitcs-6258 202 8 using use VERB bitcs-6258 202 9 ocr ocr ADJ bitcs-6258 202 10 tesseract tesseract NOUN bitcs-6258 202 11 . . PUNCT bitcs-6258 203 1 [ [ X bitcs-6258 203 2 2 2 NUM bitcs-6258 203 3 ] ] PUNCT bitcs-6258 203 4 . . PUNCT bitcs-6258 204 1 berg berg PROPN bitcs-6258 204 2 , , PUNCT bitcs-6258 204 3 s. s. PROPN bitcs-6258 204 4 a. a. PROPN bitcs-6258 204 5 , , PUNCT bitcs-6258 204 6 so so ADV bitcs-6258 204 7 , , PUNCT bitcs-6258 204 8 r. r. PROPN bitcs-6258 204 9 h. h. PROPN bitcs-6258 204 10 y. y. PROPN bitcs-6258 204 11 , , PUNCT bitcs-6258 204 12 & & CCONJ bitcs-6258 204 13 seo seo PROPN bitcs-6258 204 14 , , PUNCT bitcs-6258 204 15 s. s. PROPN bitcs-6258 204 16 y. y. PROPN bitcs-6258 204 17 ( ( PUNCT bitcs-6258 204 18 2019 2019 NUM bitcs-6258 204 19 ) ) PUNCT bitcs-6258 204 20 . . PUNCT bitcs-6258 205 1 application application NOUN bitcs-6258 205 2 of of ADP bitcs-6258 205 3 optical optical ADJ bitcs-6258 205 4 character character NOUN bitcs-6258 205 5 recognition recognition NOUN bitcs-6258 205 6 with with ADP bitcs-6258 205 7 tesseract tesseract NOUN bitcs-6258 205 8 in in ADP bitcs-6258 205 9 logistics logistic NOUN bitcs-6258 205 10 management management NOUN bitcs-6258 205 11 . . PUNCT bitcs-6258 206 1 international international ADJ bitcs-6258 206 2 journal journal PROPN bitcs-6258 206 3 of of ADP bitcs-6258 206 4 internet internet NOUN bitcs-6258 206 5 manufacturing manufacturing NOUN bitcs-6258 206 6 and and CCONJ bitcs-6258 206 7 services service NOUN bitcs-6258 206 8 , , PUNCT bitcs-6258 206 9 6(3 6(3 NUM bitcs-6258 206 10 ) ) PUNCT bitcs-6258 206 11 , , PUNCT bitcs-6258 206 12 article article NOUN bitcs-6258 206 13 3 3 NUM bitcs-6258 206 14 . . PUNCT bitcs-6258 207 1 https://doi.org/10.1504/ijims.2019.10022461 https://doi.org/10.1504/ijims.2019.10022461 PROPN bitcs-6258 208 1 [ [ X bitcs-6258 208 2 3 3 NUM bitcs-6258 208 3 ] ] PUNCT bitcs-6258 208 4 . . PUNCT bitcs-6258 209 1 chesley chesley PROPN bitcs-6258 209 2 , , PUNCT bitcs-6258 209 3 e. e. PROPN bitcs-6258 209 4 , , PUNCT bitcs-6258 209 5 marcantonio marcantonio PROPN bitcs-6258 209 6 , , PUNCT bitcs-6258 209 7 j. j. PROPN bitcs-6258 209 8 , , PUNCT bitcs-6258 209 9 & & CCONJ bitcs-6258 209 10 pearson pearson PROPN bitcs-6258 209 11 , , PUNCT bitcs-6258 209 12 a. a. NOUN bitcs-6258 209 13 ( ( PUNCT bitcs-6258 209 14 2019 2019 NUM bitcs-6258 209 15 ) ) PUNCT bitcs-6258 209 16 . . PUNCT bitcs-6258 210 1 towards towards ADP bitcs-6258 210 2 syriac syriac PROPN bitcs-6258 210 3 digital digital PROPN bitcs-6258 210 4 corpora corpora PROPN bitcs-6258 210 5 : : PUNCT bitcs-6258 210 6 evaluation evaluation NOUN bitcs-6258 210 7 of of ADP bitcs-6258 210 8 tesseract tesseract NOUN bitcs-6258 210 9 4.0 4.0 NUM bitcs-6258 210 10 for for ADP bitcs-6258 210 11 syriac syriac ADJ bitcs-6258 210 12 ocr ocr PROPN bitcs-6258 210 13 . . PUNCT bitcs-6258 210 14 hugoye hugoye PROPN bitcs-6258 210 15 : : PUNCT bitcs-6258 210 16 journal journal NOUN bitcs-6258 210 17 of of ADP bitcs-6258 210 18 syriac syriac ADJ bitcs-6258 210 19 studies study NOUN bitcs-6258 210 20 , , PUNCT bitcs-6258 210 21 22(1 22(1 NUM bitcs-6258 210 22 ) ) PUNCT bitcs-6258 210 23 , , PUNCT bitcs-6258 210 24 article article NOUN bitcs-6258 210 25 1 1 NUM bitcs-6258 210 26 . . PUNCT bitcs-6258 210 27 https://doi.org/10.31826/hug-2019-220105 https://doi.org/10.31826/hug-2019-220105 NOUN bitcs-6258 211 1 [ [ X bitcs-6258 211 2 4 4 NUM bitcs-6258 211 3 ] ] PUNCT bitcs-6258 211 4 . . PUNCT bitcs-6258 212 1 gonzΓ‘lez gonzΓ‘lez PROPN bitcs-6258 212 2 , , PUNCT bitcs-6258 212 3 g. g. PROPN bitcs-6258 212 4 , , PUNCT bitcs-6258 212 5 & & CCONJ bitcs-6258 212 6 evans evans PROPN bitcs-6258 212 7 , , PUNCT bitcs-6258 212 8 c. c. PROPN bitcs-6258 212 9 l. l. PROPN bitcs-6258 212 10 ( ( PUNCT bitcs-6258 212 11 2019 2019 NUM bitcs-6258 212 12 ) ) PUNCT bitcs-6258 212 13 . . PUNCT bitcs-6258 213 1 biomedical biomedical ADJ bitcs-6258 213 2 image image NOUN bitcs-6258 213 3 processing processing NOUN bitcs-6258 213 4 with with ADP bitcs-6258 213 5 containers container NOUN bitcs-6258 213 6 and and CCONJ bitcs-6258 213 7 deep deep ADJ bitcs-6258 213 8 learning learning NOUN bitcs-6258 213 9 : : PUNCT bitcs-6258 213 10 an an DET bitcs-6258 213 11 automated automate VERB bitcs-6258 213 12 analysis analysis NOUN bitcs-6258 213 13 pipeline pipeline NOUN bitcs-6258 213 14 : : PUNCT bitcs-6258 213 15 data data NOUN bitcs-6258 213 16 architecture architecture NOUN bitcs-6258 213 17 , , PUNCT bitcs-6258 213 18 artificial artificial ADJ bitcs-6258 213 19 intelligence intelligence NOUN bitcs-6258 213 20 , , PUNCT bitcs-6258 213 21 automated automate VERB bitcs-6258 213 22 processing processing NOUN bitcs-6258 213 23 , , PUNCT bitcs-6258 213 24 containerization containerization NOUN bitcs-6258 213 25 , , PUNCT bitcs-6258 213 26 and and CCONJ bitcs-6258 213 27 clusters cluster NOUN bitcs-6258 213 28 orchestration orchestration NOUN bitcs-6258 213 29 ease ease VERB bitcs-6258 213 30 the the DET bitcs-6258 213 31 transition transition NOUN bitcs-6258 213 32 from from ADP bitcs-6258 213 33 data datum NOUN bitcs-6258 213 34 vol vol NOUN bitcs-6258 213 35 . . PROPN bitcs-6258 214 1 1 1 NUM bitcs-6258 214 2 , , PUNCT bitcs-6258 214 3 no.2 no.2 PROPN bitcs-6258 214 4 june june PROPN bitcs-6258 214 5 2024 2024 NUM bitcs-6258 215 1 | | ADV bitcs-6258 215 2 73 73 NUM bitcs-6258 215 3 acquisition acquisition NOUN bitcs-6258 215 4 to to ADP bitcs-6258 215 5 insights insight NOUN bitcs-6258 215 6 in in ADP bitcs-6258 215 7 medium‐to‐large medium‐to‐large NOUN bitcs-6258 215 8 datasets dataset NOUN bitcs-6258 215 9 . . PUNCT bitcs-6258 216 1 bioessays bioessay NOUN bitcs-6258 216 2 , , PUNCT bitcs-6258 216 3 41(6 41(6 NOUN bitcs-6258 216 4 ) ) PUNCT bitcs-6258 216 5 , , PUNCT bitcs-6258 216 6 article article NOUN bitcs-6258 216 7 6 6 NUM bitcs-6258 216 8 . . NOUN bitcs-6258 216 9 https://doi.org/10.1002/bies.201900004 https://doi.org/10.1002/bies.201900004 VERB bitcs-6258 217 1 [ [ X bitcs-6258 217 2 5 5 NUM bitcs-6258 217 3 ] ] PUNCT bitcs-6258 217 4 . . PUNCT bitcs-6258 218 1 haji haji PROPN bitcs-6258 218 2 , , PUNCT bitcs-6258 218 3 c. c. PROPN bitcs-6258 218 4 m. m. NOUN bitcs-6258 218 5 ( ( PUNCT bitcs-6258 218 6 2022 2022 NUM bitcs-6258 218 7 ) ) PUNCT bitcs-6258 218 8 . . PUNCT bitcs-6258 219 1 linguistic linguistic ADJ bitcs-6258 219 2 analysis analysis NOUN bitcs-6258 219 3 on on ADP bitcs-6258 219 4 cursive cursive ADJ bitcs-6258 219 5 characters character NOUN bitcs-6258 219 6 . . PUNCT bitcs-6258 220 1 the the DET bitcs-6258 220 2 journal journal PROPN bitcs-6258 220 3 of of ADP bitcs-6258 220 4 duhok duhok PROPN bitcs-6258 220 5 university university PROPN bitcs-6258 220 6 , , PUNCT bitcs-6258 220 7 25(2 25(2 NUM bitcs-6258 220 8 ) ) PUNCT bitcs-6258 220 9 , , PUNCT bitcs-6258 220 10 article article NOUN bitcs-6258 220 11 2 2 NUM bitcs-6258 220 12 . . PUNCT bitcs-6258 220 13 https://doi.org/10.26682/sjuod.2022.25.2.3 https://doi.org/10.26682/sjuod.2022.25.2.3 X bitcs-6258 221 1 [ [ X bitcs-6258 221 2 6 6 NUM bitcs-6258 221 3 ] ] PUNCT bitcs-6258 221 4 . . PUNCT bitcs-6258 222 1 huang huang PROPN bitcs-6258 222 2 , , PUNCT bitcs-6258 222 3 j. j. PROPN bitcs-6258 222 4 , , PUNCT bitcs-6258 222 5 pang pang NOUN bitcs-6258 222 6 , , PUNCT bitcs-6258 222 7 g. g. PROPN bitcs-6258 222 8 , , PUNCT bitcs-6258 222 9 kovvuri kovvuri PROPN bitcs-6258 222 10 , , PUNCT bitcs-6258 222 11 r. r. PROPN bitcs-6258 222 12 , , PUNCT bitcs-6258 222 13 toh toh NOUN bitcs-6258 222 14 , , PUNCT bitcs-6258 222 15 m. m. NOUN bitcs-6258 222 16 , , PUNCT bitcs-6258 222 17 liang liang PROPN bitcs-6258 222 18 , , PUNCT bitcs-6258 222 19 k. k. PROPN bitcs-6258 222 20 j. j. PROPN bitcs-6258 222 21 , , PUNCT bitcs-6258 222 22 krishnan krishnan PROPN bitcs-6258 222 23 , , PUNCT bitcs-6258 222 24 p. p. PROPN bitcs-6258 222 25 , , PUNCT bitcs-6258 222 26 yin yin PROPN bitcs-6258 222 27 , , PUNCT bitcs-6258 222 28 x. x. PROPN bitcs-6258 222 29 , , PUNCT bitcs-6258 222 30 & & CCONJ bitcs-6258 222 31 hassner hassner NOUN bitcs-6258 222 32 , , PUNCT bitcs-6258 222 33 t. t. NOUN bitcs-6258 222 34 ( ( PUNCT bitcs-6258 222 35 2021 2021 NUM bitcs-6258 222 36 ) ) PUNCT bitcs-6258 222 37 . . PUNCT bitcs-6258 223 1 a a DET bitcs-6258 223 2 multiplexed multiplexed ADJ bitcs-6258 223 3 network network NOUN bitcs-6258 223 4 for for ADP bitcs-6258 223 5 end end NOUN bitcs-6258 223 6 - - PUNCT bitcs-6258 223 7 to to ADP bitcs-6258 223 8 - - PUNCT bitcs-6258 223 9 end end NOUN bitcs-6258 223 10 , , PUNCT bitcs-6258 223 11 multilingual multilingual ADJ bitcs-6258 223 12 ocr ocr NOUN bitcs-6258 223 13 . . PROPN bitcs-6258 223 14 2021 2021 NUM bitcs-6258 223 15 ieee ieee NOUN bitcs-6258 223 16 / / SYM bitcs-6258 223 17 cvf cvf NOUN bitcs-6258 223 18 conference conference NOUN bitcs-6258 223 19 on on ADP bitcs-6258 223 20 computer computer NOUN bitcs-6258 223 21 vision vision NOUN bitcs-6258 223 22 and and CCONJ bitcs-6258 223 23 pattern pattern NOUN bitcs-6258 223 24 recognition recognition NOUN bitcs-6258 223 25 ( ( PUNCT bitcs-6258 223 26 cvpr cvpr NOUN bitcs-6258 223 27 ) ) PUNCT bitcs-6258 223 28 , , PUNCT bitcs-6258 223 29 4545–4555 4545–4555 NUM bitcs-6258 223 30 . . PUNCT bitcs-6258 224 1 https://doi.org/10.1109/cvpr46437.2021.00452 https://doi.org/10.1109/cvpr46437.2021.00452 NOUN bitcs-6258 225 1 [ [ X bitcs-6258 225 2 7 7 NUM bitcs-6258 225 3 ] ] PUNCT bitcs-6258 225 4 . . PUNCT bitcs-6258 226 1 hukkeri hukkeri PROPN bitcs-6258 226 2 , , PUNCT bitcs-6258 226 3 g. g. PROPN bitcs-6258 226 4 s. s. PROPN bitcs-6258 226 5 , , PUNCT bitcs-6258 226 6 goudar goudar PROPN bitcs-6258 226 7 , , PUNCT bitcs-6258 226 8 r. r. PROPN bitcs-6258 226 9 h. h. PROPN bitcs-6258 226 10 , , PUNCT bitcs-6258 226 11 janagond janagond NOUN bitcs-6258 226 12 , , PUNCT bitcs-6258 226 13 p. p. NOUN bitcs-6258 226 14 , , PUNCT bitcs-6258 226 15 & & CCONJ bitcs-6258 226 16 patil patil PROPN bitcs-6258 226 17 , , PUNCT bitcs-6258 226 18 p. p. PROPN bitcs-6258 226 19 s. s. PROPN bitcs-6258 226 20 ( ( PUNCT bitcs-6258 226 21 2022 2022 NUM bitcs-6258 226 22 ) ) PUNCT bitcs-6258 226 23 . . PUNCT bitcs-6258 227 1 machine machine NOUN bitcs-6258 227 2 learning learn VERB bitcs-6258 227 3 in in ADP bitcs-6258 227 4 ocr ocr PROPN bitcs-6258 227 5 technology technology NOUN bitcs-6258 227 6 : : PUNCT bitcs-6258 227 7 performance performance NOUN bitcs-6258 227 8 analysis analysis NOUN bitcs-6258 227 9 of of ADP bitcs-6258 227 10 different different ADJ bitcs-6258 227 11 ocr ocr ADJ bitcs-6258 227 12 methods method NOUN bitcs-6258 227 13 for for ADP bitcs-6258 227 14 slide slide NOUN bitcs-6258 227 15 - - PUNCT bitcs-6258 227 16 to to ADP bitcs-6258 227 17 - - PUNCT bitcs-6258 227 18 text text NOUN bitcs-6258 227 19 conversion conversion NOUN bitcs-6258 227 20 in in ADP bitcs-6258 227 21 lecture lecture NOUN bitcs-6258 227 22 videos video NOUN bitcs-6258 227 23 . . PUNCT bitcs-6258 228 1 international international ADJ bitcs-6258 228 2 journal journal PROPN bitcs-6258 228 3 of of ADP bitcs-6258 228 4 advanced advanced ADJ bitcs-6258 228 5 computer computer NOUN bitcs-6258 228 6 science science NOUN bitcs-6258 228 7 and and CCONJ bitcs-6258 228 8 applications application NOUN bitcs-6258 228 9 , , PUNCT bitcs-6258 228 10 13(8 13(8 NUM bitcs-6258 228 11 ) ) PUNCT bitcs-6258 228 12 , , PUNCT bitcs-6258 228 13 article article NOUN bitcs-6258 228 14 8 8 NUM bitcs-6258 228 15 . . PUNCT bitcs-6258 229 1 https://doi.org/10.14569/ijacsa.2022.0130839 https://doi.org/10.14569/ijacsa.2022.0130839 NOUN bitcs-6258 230 1 [ [ X bitcs-6258 230 2 8 8 NUM bitcs-6258 230 3 ] ] PUNCT bitcs-6258 230 4 . . PUNCT bitcs-6258 231 1 memon memon PROPN bitcs-6258 231 2 , , PUNCT bitcs-6258 231 3 j. j. PROPN bitcs-6258 231 4 , , PUNCT bitcs-6258 231 5 sami sami PROPN bitcs-6258 231 6 , , PUNCT bitcs-6258 231 7 m. m. NOUN bitcs-6258 231 8 , , PUNCT bitcs-6258 231 9 khan khan PROPN bitcs-6258 231 10 , , PUNCT bitcs-6258 231 11 r. r. PROPN bitcs-6258 231 12 a. a. PROPN bitcs-6258 231 13 , , PUNCT bitcs-6258 231 14 & & CCONJ bitcs-6258 231 15 uddin uddin PROPN bitcs-6258 231 16 , , PUNCT bitcs-6258 231 17 m. m. NOUN bitcs-6258 231 18 ( ( PUNCT bitcs-6258 231 19 2020 2020 NUM bitcs-6258 231 20 ) ) PUNCT bitcs-6258 231 21 . . PUNCT bitcs-6258 232 1 handwritten handwritten ADJ bitcs-6258 232 2 optical optical ADJ bitcs-6258 232 3 character character NOUN bitcs-6258 232 4 recognition recognition NOUN bitcs-6258 232 5 ( ( PUNCT bitcs-6258 232 6 ocr ocr NOUN bitcs-6258 232 7 ): ): PUNCT bitcs-6258 232 8 a a DET bitcs-6258 232 9 comprehensive comprehensive ADJ bitcs-6258 232 10 systematic systematic ADJ bitcs-6258 232 11 literature literature NOUN bitcs-6258 232 12 review review NOUN bitcs-6258 232 13 ( ( PUNCT bitcs-6258 232 14 slr slr NOUN bitcs-6258 232 15 ) ) PUNCT bitcs-6258 232 16 . . PUNCT bitcs-6258 233 1 ieee ieee NOUN bitcs-6258 233 2 access access NOUN bitcs-6258 233 3 , , PUNCT bitcs-6258 233 4 8 8 NUM bitcs-6258 233 5 , , PUNCT bitcs-6258 233 6 142642 142642 NUM bitcs-6258 233 7 – – PUNCT bitcs-6258 233 8 142668 142668 NUM bitcs-6258 233 9 . . PUNCT bitcs-6258 234 1 https://doi.org/10.1109/access.2020.3012542 https://doi.org/10.1109/access.2020.3012542 PROPN bitcs-6258 235 1 [ [ X bitcs-6258 235 2 9 9 NUM bitcs-6258 235 3 ] ] PUNCT bitcs-6258 235 4 . . PUNCT bitcs-6258 236 1 muharom muharom PROPN bitcs-6258 236 2 , , PUNCT bitcs-6258 236 3 s. s. PROPN bitcs-6258 236 4 ( ( PUNCT bitcs-6258 236 5 2019 2019 NUM bitcs-6258 236 6 ) ) PUNCT bitcs-6258 236 7 . . PUNCT bitcs-6258 237 1 pengenalan pengenalan NOUN bitcs-6258 237 2 nomor nomor PROPN bitcs-6258 237 3 ruangan ruangan VERB bitcs-6258 237 4 menggunakan menggunakan PROPN bitcs-6258 237 5 kamera kamera PROPN bitcs-6258 237 6 berbasis berbasi VERB bitcs-6258 237 7 ocr ocr PROPN bitcs-6258 237 8 dan dan PROPN bitcs-6258 237 9 template template NOUN bitcs-6258 237 10 matching matching NOUN bitcs-6258 237 11 . . PUNCT bitcs-6258 238 1 inform inform NOUN bitcs-6258 238 2 β€― β€― SPACE bitcs-6258 238 3 : : PUNCT bitcs-6258 238 4 jurnal jurnal ADJ bitcs-6258 238 5 ilmiah ilmiah PROPN bitcs-6258 238 6 bidang bidang PROPN bitcs-6258 238 7 teknologi teknologi PROPN bitcs-6258 238 8 informasi informasi PROPN bitcs-6258 238 9 dan dan PROPN bitcs-6258 238 10 komunikasi komunikasi PROPN bitcs-6258 238 11 , , PUNCT bitcs-6258 238 12 4(1 4(1 NUM bitcs-6258 238 13 ) ) PUNCT bitcs-6258 238 14 , , PUNCT bitcs-6258 238 15 article article NOUN bitcs-6258 238 16 1 1 NUM bitcs-6258 238 17 . . PUNCT bitcs-6258 239 1 https://doi.org/10.25139/inform.v4i1.1371 https://doi.org/10.25139/inform.v4i1.1371 NOUN bitcs-6258 240 1 [ [ X bitcs-6258 240 2 10 10 NUM bitcs-6258 240 3 ] ] PUNCT bitcs-6258 240 4 . . PUNCT bitcs-6258 241 1 mursari mursari PROPN bitcs-6258 241 2 , , PUNCT bitcs-6258 241 3 l. l. PROPN bitcs-6258 241 4 r. r. PROPN bitcs-6258 241 5 , , PUNCT bitcs-6258 241 6 & & CCONJ bitcs-6258 241 7 wibowo wibowo PROPN bitcs-6258 241 8 , , PUNCT bitcs-6258 241 9 a. a. NOUN bitcs-6258 241 10 ( ( PUNCT bitcs-6258 241 11 2021 2021 NUM bitcs-6258 241 12 ) ) PUNCT bitcs-6258 241 13 . . PUNCT bitcs-6258 242 1 the the DET bitcs-6258 242 2 effectiveness effectiveness NOUN bitcs-6258 242 3 of of ADP bitcs-6258 242 4 image image NOUN bitcs-6258 242 5 preprocessing preprocessing NOUN bitcs-6258 242 6 on on ADP bitcs-6258 242 7 digital digital ADJ bitcs-6258 242 8 handwritten handwritten ADJ bitcs-6258 242 9 scripts script NOUN bitcs-6258 242 10 recognition recognition NOUN bitcs-6258 242 11 with with ADP bitcs-6258 242 12 the the DET bitcs-6258 242 13 implementation implementation NOUN bitcs-6258 242 14 of of ADP bitcs-6258 242 15 ocr ocr ADJ bitcs-6258 242 16 tesseract tesseract NOUN bitcs-6258 242 17 . . PUNCT bitcs-6258 243 1 computer computer NOUN bitcs-6258 243 2 engineering engineering NOUN bitcs-6258 243 3 and and CCONJ bitcs-6258 243 4 applications application NOUN bitcs-6258 243 5 journal journal NOUN bitcs-6258 243 6 , , PUNCT bitcs-6258 243 7 10(3 10(3 NUM bitcs-6258 243 8 ) ) PUNCT bitcs-6258 243 9 , , PUNCT bitcs-6258 243 10 article article NOUN bitcs-6258 243 11 3 3 NUM bitcs-6258 243 12 . . PUNCT bitcs-6258 244 1 https://doi.org/10.18495/comengapp.v10i3.386 https://doi.org/10.18495/comengapp.v10i3.386 NOUN bitcs-6258 244 2 [ [ X bitcs-6258 244 3 11 11 NUM bitcs-6258 244 4 ] ] PUNCT bitcs-6258 244 5 . . PUNCT bitcs-6258 245 1 putri putri ADJ bitcs-6258 245 2 , , PUNCT bitcs-6258 245 3 m. m. PROPN bitcs-6258 245 4 h. h. PROPN bitcs-6258 245 5 , , PUNCT bitcs-6258 245 6 & & CCONJ bitcs-6258 245 7 yuhan yuhan PROPN bitcs-6258 245 8 , , PUNCT bitcs-6258 245 9 r. r. PROPN bitcs-6258 245 10 j. j. PROPN bitcs-6258 245 11 ( ( PUNCT bitcs-6258 245 12 2020 2020 NUM bitcs-6258 245 13 ) ) PUNCT bitcs-6258 245 14 . . PUNCT bitcs-6258 246 1 indeks indeks PROPN bitcs-6258 246 2 kerawanan kerawanan PROPN bitcs-6258 246 3 sosial sosial PROPN bitcs-6258 246 4 ekonomi ekonomi PROPN bitcs-6258 246 5 perempuan perempuan PROPN bitcs-6258 246 6 indonesia indonesia PROPN bitcs-6258 246 7 tahun tahun PROPN bitcs-6258 246 8 2017 2017 NUM bitcs-6258 246 9 . . PUNCT bitcs-6258 247 1 seminar seminar NOUN bitcs-6258 247 2 nasional nasional PROPN bitcs-6258 247 3 official official ADJ bitcs-6258 247 4 statistics statistic NOUN bitcs-6258 247 5 , , PUNCT bitcs-6258 247 6 2019(1 2019(1 NUM bitcs-6258 247 7 ) ) PUNCT bitcs-6258 247 8 , , PUNCT bitcs-6258 247 9 article article NOUN bitcs-6258 247 10 1 1 NUM bitcs-6258 247 11 . . PUNCT bitcs-6258 247 12 https://doi.org/10.34123/semnasoffstat.v2019i1.117 https://doi.org/10.34123/semnasoffstat.v2019i1.117 PROPN bitcs-6258 248 1 [ [ X bitcs-6258 248 2 12 12 NUM bitcs-6258 248 3 ] ] PUNCT bitcs-6258 248 4 . . PUNCT bitcs-6258 249 1 rohman rohman PROPN bitcs-6258 249 2 , , PUNCT bitcs-6258 249 3 m. m. NOUN bitcs-6258 249 4 a. a. PROPN bitcs-6258 249 5 a. a. PROPN bitcs-6258 249 6 , , PUNCT bitcs-6258 249 7 & & CCONJ bitcs-6258 249 8 djasuli djasuli PROPN bitcs-6258 249 9 , , PUNCT bitcs-6258 249 10 m. m. NOUN bitcs-6258 249 11 ( ( PUNCT bitcs-6258 249 12 2022 2022 NUM bitcs-6258 249 13 ) ) PUNCT bitcs-6258 249 14 . . PUNCT bitcs-6258 250 1 penerapan penerapan VERB bitcs-6258 250 2 good good ADJ bitcs-6258 250 3 corporate corporate ADJ bitcs-6258 250 4 governance governance NOUN bitcs-6258 251 1 tranparansi tranparansi PROPN bitcs-6258 251 2 terhadap terhadap PROPN bitcs-6258 251 3 kinerja kinerja PROPN bitcs-6258 251 4 surveyor surveyor PROPN bitcs-6258 251 5 registrasi registrasi PROPN bitcs-6258 251 6 sosial sosial ADJ bitcs-6258 251 7 ekonomi ekonomi PROPN bitcs-6258 251 8 dalam dalam PROPN bitcs-6258 251 9 mewujudkan mewujudkan PROPN bitcs-6258 251 10 data data PROPN bitcs-6258 251 11 akurat akurat PROPN bitcs-6258 251 12 . . PUNCT bitcs-6258 252 1 [ [ X bitcs-6258 252 2 13 13 NUM bitcs-6258 252 3 ] ] PUNCT bitcs-6258 252 4 . . PUNCT bitcs-6258 253 1 smith smith PROPN bitcs-6258 253 2 , , PUNCT bitcs-6258 253 3 r. r. PROPN bitcs-6258 253 4 , , PUNCT bitcs-6258 253 5 newton newton PROPN bitcs-6258 253 6 , , PUNCT bitcs-6258 253 7 c. c. PROPN bitcs-6258 253 8 , , PUNCT bitcs-6258 253 9 & & CCONJ bitcs-6258 253 10 cheatle cheatle NOUN bitcs-6258 253 11 , , PUNCT bitcs-6258 253 12 p. p. NOUN bitcs-6258 253 13 ( ( PUNCT bitcs-6258 253 14 n.d n.d PROPN bitcs-6258 253 15 . . PROPN bitcs-6258 253 16 ) ) PUNCT bitcs-6258 253 17 . . PUNCT bitcs-6258 254 1 adaptive adaptive ADJ bitcs-6258 254 2 thresholding thresholde VERB bitcs-6258 254 3 for for ADP bitcs-6258 254 4 ocr ocr NOUN bitcs-6258 254 5 : : PUNCT bitcs-6258 254 6 a a DET bitcs-6258 254 7 significant significant ADJ bitcs-6258 254 8 test test NOUN bitcs-6258 254 9 . . PUNCT bitcs-6258 255 1 [ [ X bitcs-6258 255 2 14 14 NUM bitcs-6258 255 3 ] ] SYM bitcs-6258 255 4 . . PUNCT bitcs-6258 256 1 suharto suharto PROPN bitcs-6258 256 2 , , PUNCT bitcs-6258 256 3 e. e. PROPN bitcs-6258 256 4 ( ( PUNCT bitcs-6258 256 5 2015 2015 NUM bitcs-6258 256 6 ) ) PUNCT bitcs-6258 256 7 . . PUNCT bitcs-6258 257 1 peran peran PROPN bitcs-6258 257 2 perlindungan perlindungan VERB bitcs-6258 257 3 sosial sosial ADJ bitcs-6258 257 4 dalam dalam PROPN bitcs-6258 257 5 mengatasi mengatasi PROPN bitcs-6258 257 6 kemiskinan kemiskinan PROPN bitcs-6258 257 7 di di PROPN bitcs-6258 257 8 indonesia indonesia PROPN bitcs-6258 257 9 : : PUNCT bitcs-6258 257 10 studi studi PROPN bitcs-6258 257 11 kasus kasus PROPN bitcs-6258 257 12 program program PROPN bitcs-6258 257 13 keluarga keluarga PROPN bitcs-6258 257 14 harapan harapan PROPN bitcs-6258 257 15 . . PUNCT bitcs-6258 258 1 sosiohumaniora sosiohumaniora PROPN bitcs-6258 258 2 , , PUNCT bitcs-6258 258 3 17(1 17(1 NUM bitcs-6258 258 4 ) ) PUNCT bitcs-6258 258 5 , , PUNCT bitcs-6258 258 6 article article NOUN bitcs-6258 258 7 1 1 NUM bitcs-6258 258 8 . . NOUN bitcs-6258 258 9 https://doi.org/10.24198/sosiohumaniora.v17i1.5668 https://doi.org/10.24198/sosiohumaniora.v17i1.5668 NOUN bitcs-6258 258 10 [ [ X bitcs-6258 258 11 15 15 NUM bitcs-6258 258 12 ] ] PUNCT bitcs-6258 258 13 . . PUNCT bitcs-6258 259 1 wibawa wibawa PROPN bitcs-6258 259 2 , , PUNCT bitcs-6258 259 3 c. c. PROPN bitcs-6258 259 4 , , PUNCT bitcs-6258 259 5 & & CCONJ bitcs-6258 259 6 anggraeni anggraeni PROPN bitcs-6258 259 7 , , PUNCT bitcs-6258 259 8 d. d. PROPN bitcs-6258 259 9 t. t. PROPN bitcs-6258 259 10 ( ( PUNCT bitcs-6258 259 11 2023 2023 NUM bitcs-6258 259 12 ) ) PUNCT bitcs-6258 259 13 . . PUNCT bitcs-6258 260 1 comparison comparison NOUN bitcs-6258 260 2 of of ADP bitcs-6258 260 3 image image NOUN bitcs-6258 260 4 segmentation segmentation NOUN bitcs-6258 260 5 method method NOUN bitcs-6258 260 6 in in ADP bitcs-6258 260 7 image image NOUN bitcs-6258 260 8 character character NOUN bitcs-6258 260 9 extraction extraction NOUN bitcs-6258 260 10 preprocessing preprocessing NOUN bitcs-6258 260 11 using use VERB bitcs-6258 260 12 optical optical ADJ bitcs-6258 260 13 character character NOUN bitcs-6258 260 14 recoginiton recoginiton NOUN bitcs-6258 260 15 . . PUNCT bitcs-6258 261 1 jurnal jurnal ADJ bitcs-6258 261 2 teknik teknik NOUN bitcs-6258 261 3 informatika informatika PROPN bitcs-6258 261 4 ( ( PUNCT bitcs-6258 261 5 jutif jutif PROPN bitcs-6258 261 6 ) ) PUNCT bitcs-6258 261 7 , , PUNCT bitcs-6258 261 8 4(3 4(3 NUM bitcs-6258 261 9 ) ) PUNCT bitcs-6258 261 10 , , PUNCT bitcs-6258 261 11 583–589 583–589 NUM bitcs-6258 261 12 . . PUNCT bitcs-6258 262 1 https://doi.org/10.52436/1.jutif.2023.4.3.956 https://doi.org/10.52436/1.jutif.2023.4.3.956 PROPN