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PUNCT iajs-2894 2 1 36(1)2023 36(1)2023 NUM iajs-2894 2 2 113 113 NUM iajs-2894 2 3 this this DET iajs-2894 2 4 work work NOUN iajs-2894 2 5 is be AUX iajs-2894 2 6 licensed license VERB iajs-2894 2 7 under under ADP iajs-2894 2 8 a a DET iajs-2894 2 9 creative creative ADJ iajs-2894 2 10 commons common NOUN iajs-2894 2 11 attribution attribution NOUN iajs-2894 2 12 4.0 4.0 NUM iajs-2894 2 13 international international ADJ iajs-2894 2 14 license license NOUN iajs-2894 2 15 studying study VERB iajs-2894 2 16 the the DET iajs-2894 2 17 classification classification NOUN iajs-2894 2 18 of of ADP iajs-2894 2 19 texture texture ADJ iajs-2894 2 20 images image NOUN iajs-2894 2 21 by by ADP iajs-2894 2 22 k k NOUN iajs-2894 2 23 - - PUNCT iajs-2894 2 24 means means NOUN iajs-2894 2 25 of of ADP iajs-2894 2 26 cooccurrence cooccurrence NOUN iajs-2894 2 27 matrix matrix NOUN iajs-2894 2 28 and and CCONJ iajs-2894 2 29 confusion confusion NOUN iajs-2894 2 30 matrix matrix NOUN iajs-2894 2 31 . . PUNCT iajs-2894 3 1 abstract abstract ADJ iajs-2894 3 2 in in ADP iajs-2894 3 3 this this DET iajs-2894 3 4 research research NOUN iajs-2894 3 5 , , PUNCT iajs-2894 3 6 a a DET iajs-2894 3 7 group group NOUN iajs-2894 3 8 of of ADP iajs-2894 3 9 gray gray ADJ iajs-2894 3 10 texture texture NOUN iajs-2894 3 11 images image NOUN iajs-2894 3 12 of of ADP iajs-2894 3 13 the the DET iajs-2894 3 14 brodatz brodatz NOUN iajs-2894 3 15 database database NOUN iajs-2894 3 16 was be AUX iajs-2894 3 17 studied study VERB iajs-2894 3 18 by by ADP iajs-2894 3 19 building build VERB iajs-2894 3 20 the the DET iajs-2894 3 21 features feature NOUN iajs-2894 3 22 database database NOUN iajs-2894 3 23 of of ADP iajs-2894 3 24 the the DET iajs-2894 3 25 images image NOUN iajs-2894 3 26 using use VERB iajs-2894 3 27 the the DET iajs-2894 3 28 gray gray ADJ iajs-2894 3 29 level level NOUN iajs-2894 3 30 co co NOUN iajs-2894 3 31 - - NOUN iajs-2894 3 32 occurrence occurrence ADJ iajs-2894 3 33 matrix matrix NOUN iajs-2894 3 34 ( ( PUNCT iajs-2894 3 35 glcm glcm PROPN iajs-2894 3 36 ) ) PUNCT iajs-2894 3 37 , , PUNCT iajs-2894 3 38 where where SCONJ iajs-2894 3 39 the the DET iajs-2894 3 40 distance distance NOUN iajs-2894 3 41 between between ADP iajs-2894 3 42 the the DET iajs-2894 3 43 pixels pixel NOUN iajs-2894 3 44 was be AUX iajs-2894 3 45 one one NUM iajs-2894 3 46 unit unit NOUN iajs-2894 3 47 and and CCONJ iajs-2894 3 48 for for ADP iajs-2894 3 49 four four NUM iajs-2894 3 50 angles angle NOUN iajs-2894 3 51 ( ( PUNCT iajs-2894 3 52 0 0 NUM iajs-2894 3 53 , , PUNCT iajs-2894 3 54 45 45 NUM iajs-2894 3 55 , , PUNCT iajs-2894 3 56 90 90 NUM iajs-2894 3 57 , , PUNCT iajs-2894 3 58 135 135 NUM iajs-2894 3 59 ) ) PUNCT iajs-2894 3 60 . . PUNCT iajs-2894 4 1 the the DET iajs-2894 4 2 k k NOUN iajs-2894 4 3 - - PUNCT iajs-2894 4 4 means means NOUN iajs-2894 4 5 classifier classifier NOUN iajs-2894 4 6 was be AUX iajs-2894 4 7 used use VERB iajs-2894 4 8 to to PART iajs-2894 4 9 classify classify VERB iajs-2894 4 10 the the DET iajs-2894 4 11 images image NOUN iajs-2894 4 12 into into ADP iajs-2894 4 13 a a DET iajs-2894 4 14 group group NOUN iajs-2894 4 15 of of ADP iajs-2894 4 16 classes class NOUN iajs-2894 4 17 , , PUNCT iajs-2894 4 18 starting start VERB iajs-2894 4 19 from from ADP iajs-2894 4 20 two two NUM iajs-2894 4 21 to to PART iajs-2894 4 22 eight eight NUM iajs-2894 4 23 classes class NOUN iajs-2894 4 24 , , PUNCT iajs-2894 4 25 and and CCONJ iajs-2894 4 26 for for ADP iajs-2894 4 27 all all DET iajs-2894 4 28 angles angle NOUN iajs-2894 4 29 used use VERB iajs-2894 4 30 in in ADP iajs-2894 4 31 the the DET iajs-2894 4 32 co co NOUN iajs-2894 4 33 - - NOUN iajs-2894 4 34 occurrence occurrence ADJ iajs-2894 4 35 matrix matrix NOUN iajs-2894 4 36 . . PUNCT iajs-2894 5 1 the the DET iajs-2894 5 2 distribution distribution NOUN iajs-2894 5 3 of of ADP iajs-2894 5 4 the the DET iajs-2894 5 5 images image NOUN iajs-2894 5 6 on on ADP iajs-2894 5 7 the the DET iajs-2894 5 8 classes class NOUN iajs-2894 5 9 was be AUX iajs-2894 5 10 compared compare VERB iajs-2894 5 11 by by ADP iajs-2894 5 12 comparing compare VERB iajs-2894 5 13 every every DET iajs-2894 5 14 two two NUM iajs-2894 5 15 methods method NOUN iajs-2894 5 16 ( ( PUNCT iajs-2894 5 17 projection projection NOUN iajs-2894 5 18 of of ADP iajs-2894 5 19 one one NUM iajs-2894 5 20 class class NOUN iajs-2894 5 21 onto onto ADP iajs-2894 5 22 another another PRON iajs-2894 5 23 where where SCONJ iajs-2894 5 24 the the DET iajs-2894 5 25 distribution distribution NOUN iajs-2894 5 26 of of ADP iajs-2894 5 27 images image NOUN iajs-2894 5 28 was be AUX iajs-2894 5 29 uneven uneven ADJ iajs-2894 5 30 , , PUNCT iajs-2894 5 31 with with ADP iajs-2894 5 32 one one NUM iajs-2894 5 33 category category NOUN iajs-2894 5 34 being be AUX iajs-2894 5 35 the the DET iajs-2894 5 36 dominant dominant ADJ iajs-2894 5 37 one one NUM iajs-2894 5 38 . . PUNCT iajs-2894 6 1 the the DET iajs-2894 6 2 classification classification NOUN iajs-2894 6 3 results result NOUN iajs-2894 6 4 were be AUX iajs-2894 6 5 studied study VERB iajs-2894 6 6 for for ADP iajs-2894 6 7 all all DET iajs-2894 6 8 cases case NOUN iajs-2894 6 9 using use VERB iajs-2894 6 10 the the DET iajs-2894 6 11 confusion confusion NOUN iajs-2894 6 12 matrix matrix NOUN iajs-2894 6 13 between between ADP iajs-2894 6 14 every every DET iajs-2894 6 15 two two NUM iajs-2894 6 16 cases case NOUN iajs-2894 6 17 or or CCONJ iajs-2894 6 18 two two NUM iajs-2894 6 19 steps step NOUN iajs-2894 6 20 ( ( PUNCT iajs-2894 6 21 two two NUM iajs-2894 6 22 different different ADJ iajs-2894 6 23 angles angle NOUN iajs-2894 6 24 and and CCONJ iajs-2894 6 25 for for ADP iajs-2894 6 26 the the DET iajs-2894 6 27 same same ADJ iajs-2894 6 28 number number NOUN iajs-2894 6 29 of of ADP iajs-2894 6 30 classes class NOUN iajs-2894 6 31 ) ) PUNCT iajs-2894 6 32 . . PUNCT iajs-2894 7 1 the the DET iajs-2894 7 2 agreement agreement NOUN iajs-2894 7 3 percentage percentage NOUN iajs-2894 7 4 between between ADP iajs-2894 7 5 the the DET iajs-2894 7 6 classification classification NOUN iajs-2894 7 7 results result NOUN iajs-2894 7 8 and and CCONJ iajs-2894 7 9 the the DET iajs-2894 7 10 various various ADJ iajs-2894 7 11 methods method NOUN iajs-2894 7 12 was be AUX iajs-2894 7 13 calculated calculate VERB iajs-2894 7 14 . . PUNCT iajs-2894 8 1 keywords keyword NOUN iajs-2894 8 2 : : PUNCT iajs-2894 8 3 k k X iajs-2894 8 4 - - PUNCT iajs-2894 8 5 means means ADJ iajs-2894 8 6 , , PUNCT iajs-2894 8 7 feature feature NOUN iajs-2894 8 8 extraction extraction NOUN iajs-2894 8 9 , , PUNCT iajs-2894 8 10 confusion confusion NOUN iajs-2894 8 11 matrix matrix NOUN iajs-2894 8 12 , , PUNCT iajs-2894 8 13 agreement agreement NOUN iajs-2894 8 14 percent percent NOUN iajs-2894 8 15 , , PUNCT iajs-2894 8 16 class class NOUN iajs-2894 8 17 projection projection NOUN iajs-2894 8 18 . . PUNCT iajs-2894 9 1 1.introduction 1.introduction NUM iajs-2894 9 2 image image NOUN iajs-2894 9 3 processing processing NOUN iajs-2894 9 4 is be AUX iajs-2894 9 5 one one NUM iajs-2894 9 6 of of ADP iajs-2894 9 7 the the DET iajs-2894 9 8 primary primary ADJ iajs-2894 9 9 areas area NOUN iajs-2894 9 10 employed employ VERB iajs-2894 9 11 in in ADP iajs-2894 9 12 various various ADJ iajs-2894 9 13 applications application NOUN iajs-2894 9 14 . . PUNCT iajs-2894 10 1 it it PRON iajs-2894 10 2 may may AUX iajs-2894 10 3 be be AUX iajs-2894 10 4 characterized characterize VERB iajs-2894 10 5 as as ADP iajs-2894 10 6 a a DET iajs-2894 10 7 method method NOUN iajs-2894 10 8 through through ADP iajs-2894 10 9 which which PRON iajs-2894 10 10 primitive primitive ADJ iajs-2894 10 11 images image NOUN iajs-2894 10 12 are be AUX iajs-2894 10 13 improved improve VERB iajs-2894 10 14 . . PUNCT iajs-2894 11 1 the the DET iajs-2894 11 2 sources source NOUN iajs-2894 11 3 of of ADP iajs-2894 11 4 these these DET iajs-2894 11 5 images image NOUN iajs-2894 11 6 are be AUX iajs-2894 11 7 cameras camera NOUN iajs-2894 11 8 , , PUNCT iajs-2894 11 9 remote remote ADJ iajs-2894 11 10 sensors sensor NOUN iajs-2894 11 11 on on ADP iajs-2894 11 12 satellites satellite NOUN iajs-2894 11 13 , , PUNCT iajs-2894 11 14 or or CCONJ iajs-2894 11 15 images image NOUN iajs-2894 11 16 used use VERB iajs-2894 11 17 for for ADP iajs-2894 11 18 medical medical ADJ iajs-2894 11 19 diagnostics diagnostic NOUN iajs-2894 11 20 . . PUNCT iajs-2894 12 1 in in ADP iajs-2894 12 2 recent recent ADJ iajs-2894 12 3 years year NOUN iajs-2894 12 4 , , PUNCT iajs-2894 12 5 advancements advancement NOUN iajs-2894 12 6 in in ADP iajs-2894 12 7 image image NOUN iajs-2894 12 8 processing processing NOUN iajs-2894 12 9 have have AUX iajs-2894 12 10 been be AUX iajs-2894 12 11 made make VERB iajs-2894 12 12 using use VERB iajs-2894 12 13 variety variety NOUN iajs-2894 12 14 methods method NOUN iajs-2894 12 15 , , PUNCT iajs-2894 12 16 and and CCONJ iajs-2894 12 17 the the DET iajs-2894 12 18 influence influence NOUN iajs-2894 12 19 of of ADP iajs-2894 12 20 these these DET iajs-2894 12 21 advancements advancement NOUN iajs-2894 12 22 on on ADP iajs-2894 12 23 the the DET iajs-2894 12 24 capabilities capability NOUN iajs-2894 12 25 of of ADP iajs-2894 12 26 improving improve VERB iajs-2894 12 27 images image NOUN iajs-2894 12 28 , , PUNCT iajs-2894 12 29 whether whether SCONJ iajs-2894 12 30 for for ADP iajs-2894 12 31 military military ADJ iajs-2894 12 32 reconnaissance reconnaissance NOUN iajs-2894 12 33 missions mission NOUN iajs-2894 12 34 , , PUNCT iajs-2894 12 35 space space NOUN iajs-2894 12 36 probes probe NOUN iajs-2894 12 37 , , PUNCT iajs-2894 12 38 or or CCONJ iajs-2894 12 39 other other ADJ iajs-2894 12 40 applications application NOUN iajs-2894 12 41 , , PUNCT iajs-2894 12 42 has have AUX iajs-2894 12 43 been be AUX iajs-2894 12 44 significant significant ADJ iajs-2894 12 45 . . PUNCT iajs-2894 13 1 image image NOUN iajs-2894 13 2 processing processing NOUN iajs-2894 13 3 comprises comprise VERB iajs-2894 13 4 several several ADJ iajs-2894 13 5 distinct distinct ADJ iajs-2894 13 6 methods method NOUN iajs-2894 13 7 that that PRON iajs-2894 13 8 can can AUX iajs-2894 13 9 be be AUX iajs-2894 13 10 distinguished distinguish VERB iajs-2894 13 11 from from ADP iajs-2894 13 12 one one NUM iajs-2894 13 13 another another DET iajs-2894 13 14 , , PUNCT iajs-2894 13 15 such such ADJ iajs-2894 13 16 as as ADP iajs-2894 13 17 feature feature NOUN iajs-2894 13 18 extraction extraction NOUN iajs-2894 13 19 and and CCONJ iajs-2894 13 20 classification classification NOUN iajs-2894 13 21 . . PUNCT iajs-2894 14 1 these these DET iajs-2894 14 2 features feature NOUN iajs-2894 14 3 have have VERB iajs-2894 14 4 important important ADJ iajs-2894 14 5 and and CCONJ iajs-2894 14 6 unique unique ADJ iajs-2894 14 7 information information NOUN iajs-2894 14 8 about about ADP iajs-2894 14 9 digital digital ADJ iajs-2894 14 10 images image NOUN iajs-2894 14 11 , , PUNCT iajs-2894 14 12 and and CCONJ iajs-2894 14 13 together together ADV iajs-2894 14 14 they they PRON iajs-2894 14 15 help help VERB iajs-2894 14 16 their their PRON iajs-2894 14 17 respective respective ADJ iajs-2894 14 18 classifiers classifier NOUN iajs-2894 14 19 get get VERB iajs-2894 14 20 the the DET iajs-2894 14 21 best good ADJ iajs-2894 14 22 possible possible ADJ iajs-2894 14 23 results result NOUN iajs-2894 14 24 [ [ X iajs-2894 14 25 1 1 NUM iajs-2894 14 26 - - SYM iajs-2894 14 27 2 2 NUM iajs-2894 14 28 ] ] PUNCT iajs-2894 14 29 . . PUNCT iajs-2894 15 1 doi.org/10.30526/36.1.2894 doi.org/10.30526/36.1.2894 ADJ iajs-2894 15 2 article article NOUN iajs-2894 15 3 history history NOUN iajs-2894 15 4 : : PUNCT iajs-2894 15 5 received receive VERB iajs-2894 15 6 19 19 NUM iajs-2894 15 7 june june PROPN iajs-2894 15 8 2022 2022 NUM iajs-2894 15 9 , , PUNCT iajs-2894 15 10 accepted accept VERB iajs-2894 15 11 7 7 NUM iajs-2894 15 12 augest aug ADJ iajs-2894 15 13 2022 2022 NUM iajs-2894 15 14 , , PUNCT iajs-2894 15 15 published publish VERB iajs-2894 15 16 in in ADP iajs-2894 15 17 january january PROPN iajs-2894 15 18 2023 2023 NUM iajs-2894 15 19 . . PUNCT iajs-2894 16 1 ibn ibn PROPN iajs-2894 16 2 al al PROPN iajs-2894 16 3 - - PUNCT iajs-2894 16 4 haitham haitham PROPN iajs-2894 16 5 journal journal PROPN iajs-2894 16 6 for for ADP iajs-2894 16 7 pure pure ADJ iajs-2894 16 8 and and CCONJ iajs-2894 16 9 applied applied ADJ iajs-2894 16 10 sciences sciences PROPN iajs-2894 16 11 journal journal PROPN iajs-2894 16 12 homepage homepage NOUN iajs-2894 16 13 : : PUNCT iajs-2894 16 14 jih.uobaghdad.edu.iq jih.uobaghdad.edu.iq PROPN iajs-2894 16 15 haider haider PROPN iajs-2894 16 16 s. s. 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PUNCT iajs-2894 22 1 the the DET iajs-2894 22 2 texture texture NOUN iajs-2894 22 3 is be AUX iajs-2894 22 4 a a DET iajs-2894 22 5 feature feature NOUN iajs-2894 22 6 that that PRON iajs-2894 22 7 allows allow VERB iajs-2894 22 8 to to PART iajs-2894 22 9 extract extract VERB iajs-2894 22 10 and and CCONJ iajs-2894 22 11 arrange arrange VERB iajs-2894 22 12 images image NOUN iajs-2894 22 13 to to PART iajs-2894 22 14 be be AUX iajs-2894 22 15 used use VERB iajs-2894 22 16 in in ADP iajs-2894 22 17 many many ADJ iajs-2894 22 18 applications application NOUN iajs-2894 22 19 and and CCONJ iajs-2894 22 20 provides provide VERB iajs-2894 22 21 spatial spatial ADJ iajs-2894 22 22 information information NOUN iajs-2894 22 23 about about ADP iajs-2894 22 24 an an DET iajs-2894 22 25 image image NOUN iajs-2894 22 26 's 's PART iajs-2894 22 27 hue hue NOUN iajs-2894 22 28 or or CCONJ iajs-2894 22 29 intensity intensity NOUN iajs-2894 22 30 . . PUNCT iajs-2894 23 1 the the DET iajs-2894 23 2 texture texture NOUN iajs-2894 23 3 of of ADP iajs-2894 23 4 the the DET iajs-2894 23 5 points point NOUN iajs-2894 23 6 can can AUX iajs-2894 23 7 not not PART iajs-2894 23 8 be be AUX iajs-2894 23 9 explained explain VERB iajs-2894 23 10 . . PUNCT iajs-2894 24 1 it it PRON iajs-2894 24 2 is be AUX iajs-2894 24 3 determined determine VERB iajs-2894 24 4 by by ADP iajs-2894 24 5 the the DET iajs-2894 24 6 spatial spatial ADJ iajs-2894 24 7 organization organization NOUN iajs-2894 24 8 of of ADP iajs-2894 24 9 gray gray ADJ iajs-2894 24 10 - - PUNCT iajs-2894 24 11 level level NOUN iajs-2894 24 12 values value NOUN iajs-2894 24 13 in in ADP iajs-2894 24 14 the the DET iajs-2894 24 15 vicinity vicinity NOUN iajs-2894 24 16 . . PUNCT iajs-2894 25 1 the the DET iajs-2894 25 2 features feature NOUN iajs-2894 25 3 of of ADP iajs-2894 25 4 the the DET iajs-2894 25 5 texture texture NOUN iajs-2894 25 6 explain explain VERB iajs-2894 25 7 how how SCONJ iajs-2894 25 8 the the DET iajs-2894 25 9 image image NOUN iajs-2894 25 10 behaves behave VERB iajs-2894 25 11 . . PUNCT iajs-2894 26 1 to to PART iajs-2894 26 2 derive derive VERB iajs-2894 26 3 these these DET iajs-2894 26 4 features feature NOUN iajs-2894 26 5 , , PUNCT iajs-2894 26 6 feature feature NOUN iajs-2894 26 7 extraction extraction NOUN iajs-2894 26 8 techniques technique NOUN iajs-2894 26 9 that that PRON iajs-2894 26 10 help help AUX iajs-2894 26 11 classify classify VERB iajs-2894 26 12 and and CCONJ iajs-2894 26 13 identify identify VERB iajs-2894 26 14 images image NOUN iajs-2894 26 15 must must AUX iajs-2894 26 16 be be AUX iajs-2894 26 17 applied apply VERB iajs-2894 26 18 . . PUNCT iajs-2894 27 1 dimensional dimensional ADJ iajs-2894 27 2 modification modification NOUN iajs-2894 27 3 is be AUX iajs-2894 27 4 a a DET iajs-2894 27 5 subset subset NOUN iajs-2894 27 6 of of ADP iajs-2894 27 7 feature feature NOUN iajs-2894 27 8 extraction extraction NOUN iajs-2894 27 9 . . PUNCT iajs-2894 28 1 the the DET iajs-2894 28 2 primary primary ADJ iajs-2894 28 3 objective objective NOUN iajs-2894 28 4 of of ADP iajs-2894 28 5 this this DET iajs-2894 28 6 method method NOUN iajs-2894 28 7 is be AUX iajs-2894 28 8 to to PART iajs-2894 28 9 collect collect VERB iajs-2894 28 10 essential essential ADJ iajs-2894 28 11 features feature NOUN iajs-2894 28 12 of of ADP iajs-2894 28 13 the the DET iajs-2894 28 14 raw raw ADJ iajs-2894 28 15 data datum NOUN iajs-2894 28 16 and and CCONJ iajs-2894 28 17 to to PART iajs-2894 28 18 interpret interpret VERB iajs-2894 28 19 these these DET iajs-2894 28 20 features feature NOUN iajs-2894 28 21 in in ADP iajs-2894 28 22 a a DET iajs-2894 28 23 space space NOUN iajs-2894 28 24 with with ADP iajs-2894 28 25 fewer few ADJ iajs-2894 28 26 dimensions dimension NOUN iajs-2894 28 27 . . PUNCT iajs-2894 29 1 when when SCONJ iajs-2894 29 2 the the DET iajs-2894 29 3 original original ADJ iajs-2894 29 4 data data NOUN iajs-2894 29 5 is be AUX iajs-2894 29 6 too too ADV iajs-2894 29 7 large large ADJ iajs-2894 29 8 to to PART iajs-2894 29 9 be be AUX iajs-2894 29 10 handled handle VERB iajs-2894 29 11 , , PUNCT iajs-2894 29 12 the the DET iajs-2894 29 13 raw raw ADJ iajs-2894 29 14 data datum NOUN iajs-2894 29 15 in in ADP iajs-2894 29 16 this this DET iajs-2894 29 17 approach approach NOUN iajs-2894 29 18 is be AUX iajs-2894 29 19 converted convert VERB iajs-2894 29 20 to to ADP iajs-2894 29 21 a a DET iajs-2894 29 22 decremental decremental ADJ iajs-2894 29 23 description description NOUN iajs-2894 29 24 of of ADP iajs-2894 29 25 the the DET iajs-2894 29 26 features feature NOUN iajs-2894 29 27 . . PUNCT iajs-2894 30 1 dealing deal VERB iajs-2894 30 2 with with ADP iajs-2894 30 3 the the DET iajs-2894 30 4 actual actual ADJ iajs-2894 30 5 data datum NOUN iajs-2894 30 6 is be AUX iajs-2894 30 7 unnecessary unnecessary ADJ iajs-2894 30 8 ( ( PUNCT iajs-2894 30 9 big big ADJ iajs-2894 30 10 data datum NOUN iajs-2894 30 11 , , PUNCT iajs-2894 30 12 but but CCONJ iajs-2894 30 13 more more ADJ iajs-2894 30 14 information information NOUN iajs-2894 30 15 is be AUX iajs-2894 30 16 needed need VERB iajs-2894 30 17 ) ) PUNCT iajs-2894 31 1 [ [ X iajs-2894 31 2 5 5 NUM iajs-2894 31 3 ] ] PUNCT iajs-2894 31 4 . . PUNCT iajs-2894 32 1 the the DET iajs-2894 32 2 texels texel NOUN iajs-2894 32 3 are be AUX iajs-2894 32 4 what what PRON iajs-2894 32 5 the the DET iajs-2894 32 6 texture texture NOUN iajs-2894 32 7 is be AUX iajs-2894 32 8 composed compose VERB iajs-2894 32 9 of of ADP iajs-2894 32 10 . . PUNCT iajs-2894 33 1 a a DET iajs-2894 33 2 distinct distinct ADJ iajs-2894 33 3 definition definition NOUN iajs-2894 33 4 can can AUX iajs-2894 33 5 be be AUX iajs-2894 33 6 given give VERB iajs-2894 33 7 to to ADP iajs-2894 33 8 the the DET iajs-2894 33 9 texels texel NOUN iajs-2894 33 10 , , PUNCT iajs-2894 33 11 the the DET iajs-2894 33 12 basic basic ADJ iajs-2894 33 13 unit unit NOUN iajs-2894 33 14 used use VERB iajs-2894 33 15 to to PART iajs-2894 33 16 describe describe VERB iajs-2894 33 17 the the DET iajs-2894 33 18 homogeneity homogeneity NOUN iajs-2894 33 19 of of ADP iajs-2894 33 20 images image NOUN iajs-2894 33 21 , , PUNCT iajs-2894 33 22 as as SCONJ iajs-2894 33 23 they they PRON iajs-2894 33 24 appear appear VERB iajs-2894 33 25 with with ADP iajs-2894 33 26 a a DET iajs-2894 33 27 certain certain ADJ iajs-2894 33 28 extent extent NOUN iajs-2894 33 29 and and CCONJ iajs-2894 33 30 regularity regularity NOUN iajs-2894 33 31 [ [ X iajs-2894 33 32 6 6 NUM iajs-2894 33 33 - - SYM iajs-2894 33 34 7 7 NUM iajs-2894 33 35 ] ] PUNCT iajs-2894 33 36 . . PUNCT iajs-2894 34 1 also also ADV iajs-2894 34 2 , , PUNCT iajs-2894 34 3 they they PRON iajs-2894 34 4 are be AUX iajs-2894 34 5 the the DET iajs-2894 34 6 information information NOUN iajs-2894 34 7 provided provide VERB iajs-2894 34 8 by by ADP iajs-2894 34 9 the the DET iajs-2894 34 10 intensity intensity NOUN iajs-2894 34 11 coordination coordination NOUN iajs-2894 34 12 in in ADP iajs-2894 34 13 the the DET iajs-2894 34 14 image image NOUN iajs-2894 34 15 or or CCONJ iajs-2894 34 16 the the DET iajs-2894 34 17 spatial spatial ADJ iajs-2894 34 18 arrangement arrangement NOUN iajs-2894 34 19 of of ADP iajs-2894 34 20 colors[5 colors[5 PROPN iajs-2894 34 21 ] ] PUNCT iajs-2894 34 22 . . PUNCT iajs-2894 35 1 textures texture NOUN iajs-2894 35 2 can can AUX iajs-2894 35 3 define define VERB iajs-2894 35 4 the the DET iajs-2894 35 5 surface surface NOUN iajs-2894 35 6 and and CCONJ iajs-2894 35 7 the the DET iajs-2894 35 8 properties property NOUN iajs-2894 35 9 of of ADP iajs-2894 35 10 aerial aerial ADJ iajs-2894 35 11 or or CCONJ iajs-2894 35 12 satellite satellite NOUN iajs-2894 35 13 images image NOUN iajs-2894 35 14 , , PUNCT iajs-2894 35 15 biomedical biomedical ADJ iajs-2894 35 16 images image NOUN iajs-2894 35 17 , , PUNCT iajs-2894 35 18 and and CCONJ iajs-2894 35 19 other other ADJ iajs-2894 35 20 types type NOUN iajs-2894 35 21 of of ADP iajs-2894 35 22 images image NOUN iajs-2894 35 23 . . PUNCT iajs-2894 36 1 with with ADP iajs-2894 36 2 these these DET iajs-2894 36 3 essential essential ADJ iajs-2894 36 4 properties property NOUN iajs-2894 36 5 , , PUNCT iajs-2894 36 6 it it PRON iajs-2894 36 7 can can AUX iajs-2894 36 8 be be AUX iajs-2894 36 9 utilized utilize VERB iajs-2894 36 10 in in ADP iajs-2894 36 11 many many ADJ iajs-2894 36 12 applications application NOUN iajs-2894 36 13 , , PUNCT iajs-2894 36 14 such such ADJ iajs-2894 36 15 as as ADP iajs-2894 36 16 knowing know VERB iajs-2894 36 17 product product NOUN iajs-2894 36 18 quality quality NOUN iajs-2894 36 19 through through ADP iajs-2894 36 20 industrial industrial ADJ iajs-2894 36 21 monitoring monitoring NOUN iajs-2894 36 22 , , PUNCT iajs-2894 36 23 finding find VERB iajs-2894 36 24 land land NOUN iajs-2894 36 25 resources resource NOUN iajs-2894 36 26 by by ADP iajs-2894 36 27 remote remote ADJ iajs-2894 36 28 sensing sensing NOUN iajs-2894 36 29 , , PUNCT iajs-2894 36 30 and and CCONJ iajs-2894 36 31 finally finally ADV iajs-2894 36 32 , , PUNCT iajs-2894 36 33 medical medical ADJ iajs-2894 36 34 diagnosis diagnosis NOUN iajs-2894 36 35 using use VERB iajs-2894 36 36 a a DET iajs-2894 36 37 computer computer NOUN iajs-2894 36 38 in in ADP iajs-2894 36 39 tomography tomography NOUN iajs-2894 36 40 . . PUNCT iajs-2894 37 1 thus thus ADV iajs-2894 37 2 the the DET iajs-2894 37 3 texture texture NOUN iajs-2894 37 4 of of ADP iajs-2894 37 5 the the DET iajs-2894 37 6 image image NOUN iajs-2894 37 7 can can AUX iajs-2894 37 8 be be AUX iajs-2894 37 9 defined define VERB iajs-2894 37 10 as as ADP iajs-2894 37 11 the the DET iajs-2894 37 12 spatial spatial ADJ iajs-2894 37 13 contrast contrast NOUN iajs-2894 37 14 function function NOUN iajs-2894 37 15 of of ADP iajs-2894 37 16 pixel pixel PROPN iajs-2894 37 17 intensities intensity NOUN iajs-2894 37 18 ( ( PUNCT iajs-2894 37 19 gray gray ADJ iajs-2894 37 20 values)[8 values)[8 NOUN iajs-2894 37 21 - - SYM iajs-2894 37 22 9 9 NUM iajs-2894 37 23 ] ] PUNCT iajs-2894 37 24 . . PUNCT iajs-2894 38 1 image image NOUN iajs-2894 38 2 texture texture NOUN iajs-2894 38 3 describes describe VERB iajs-2894 38 4 the the DET iajs-2894 38 5 spatial spatial ADJ iajs-2894 38 6 arrangement arrangement NOUN iajs-2894 38 7 of of ADP iajs-2894 38 8 colors color NOUN iajs-2894 38 9 in in ADP iajs-2894 38 10 an an DET iajs-2894 38 11 image image NOUN iajs-2894 38 12 . . PUNCT iajs-2894 39 1 also also ADV iajs-2894 39 2 , , PUNCT iajs-2894 39 3 spatial spatial ADJ iajs-2894 39 4 variation variation NOUN iajs-2894 39 5 in in ADP iajs-2894 39 6 pixel pixel PROPN iajs-2894 39 7 intensities intensity NOUN iajs-2894 39 8 ( ( PUNCT iajs-2894 39 9 gray gray ADJ iajs-2894 39 10 values value NOUN iajs-2894 39 11 ) ) PUNCT iajs-2894 39 12 is be AUX iajs-2894 39 13 used use VERB iajs-2894 39 14 to to PART iajs-2894 39 15 define define VERB iajs-2894 39 16 an an DET iajs-2894 39 17 image image NOUN iajs-2894 39 18 texture texture NOUN iajs-2894 39 19 . . PUNCT iajs-2894 40 1 image image NOUN iajs-2894 40 2 texture texture NOUN iajs-2894 40 3 has have VERB iajs-2894 40 4 various various ADJ iajs-2894 40 5 uses use NOUN iajs-2894 40 6 and and CCONJ iajs-2894 40 7 has have AUX iajs-2894 40 8 been be AUX iajs-2894 40 9 the the DET iajs-2894 40 10 topic topic NOUN iajs-2894 40 11 of of ADP iajs-2894 40 12 much much ADJ iajs-2894 40 13 investigation investigation NOUN iajs-2894 40 14 by by ADP iajs-2894 40 15 many many ADJ iajs-2894 40 16 academics academic NOUN iajs-2894 40 17 because because SCONJ iajs-2894 40 18 the the DET iajs-2894 40 19 regular regular ADJ iajs-2894 40 20 images image NOUN iajs-2894 40 21 usually usually ADV iajs-2894 40 22 do do AUX iajs-2894 40 23 not not PART iajs-2894 40 24 have have VERB iajs-2894 40 25 complex complex ADJ iajs-2894 40 26 backgrounds background NOUN iajs-2894 40 27 . . PUNCT iajs-2894 41 1 they they PRON iajs-2894 41 2 include include VERB iajs-2894 41 3 less less ADJ iajs-2894 41 4 information information NOUN iajs-2894 41 5 about about ADP iajs-2894 41 6 textures texture NOUN iajs-2894 41 7 . . PUNCT iajs-2894 42 1 therefore therefore ADV iajs-2894 42 2 , , PUNCT iajs-2894 42 3 one one NUM iajs-2894 42 4 evident evident ADJ iajs-2894 42 5 use use NOUN iajs-2894 42 6 of of ADP iajs-2894 42 7 image image NOUN iajs-2894 42 8 textures texture NOUN iajs-2894 42 9 is be AUX iajs-2894 42 10 to to PART iajs-2894 42 11 select select VERB iajs-2894 42 12 areas area NOUN iajs-2894 42 13 based base VERB iajs-2894 42 14 on on ADP iajs-2894 42 15 textural textural ADJ iajs-2894 42 16 qualities quality NOUN iajs-2894 42 17 using use VERB iajs-2894 42 18 texture texture NOUN iajs-2894 42 19 applications[9][10 applications[9][10 PROPN iajs-2894 42 20 ] ] PUNCT iajs-2894 42 21 . . PUNCT iajs-2894 43 1 image image NOUN iajs-2894 43 2 classification classification NOUN iajs-2894 43 3 techniques technique NOUN iajs-2894 43 4 are be AUX iajs-2894 43 5 categorized categorize VERB iajs-2894 43 6 into into ADP iajs-2894 43 7 supervised supervised ADJ iajs-2894 43 8 and and CCONJ iajs-2894 43 9 unsupervised unsupervised ADJ iajs-2894 43 10 classification classification NOUN iajs-2894 43 11 methods method NOUN iajs-2894 43 12 [ [ X iajs-2894 43 13 11 11 NUM iajs-2894 43 14 ] ] PUNCT iajs-2894 43 15 . . PUNCT iajs-2894 44 1 unsupervised unsupervised ADJ iajs-2894 44 2 classification classification NOUN iajs-2894 44 3 aims aim VERB iajs-2894 44 4 to to PART iajs-2894 44 5 break break VERB iajs-2894 44 6 the the DET iajs-2894 44 7 extensive extensive ADJ iajs-2894 44 8 data datum NOUN iajs-2894 44 9 in in ADP iajs-2894 44 10 the the DET iajs-2894 44 11 image image NOUN iajs-2894 44 12 into into ADP iajs-2894 44 13 smaller small ADJ iajs-2894 44 14 units unit NOUN iajs-2894 44 15 with with ADP iajs-2894 44 16 similar similar ADJ iajs-2894 44 17 characteristics[12 characteristics[12 NOUN iajs-2894 44 18 ] ] PUNCT iajs-2894 44 19 . . PUNCT iajs-2894 45 1 unsupervised unsupervised ADJ iajs-2894 45 2 classification classification NOUN iajs-2894 45 3 is be AUX iajs-2894 45 4 an an DET iajs-2894 45 5 aggregation aggregation NOUN iajs-2894 45 6 principle principle NOUN iajs-2894 45 7 used use VERB iajs-2894 45 8 to to PART iajs-2894 45 9 reveal reveal VERB iajs-2894 45 10 the the DET iajs-2894 45 11 structure structure NOUN iajs-2894 45 12 of of ADP iajs-2894 45 13 this this DET iajs-2894 45 14 aggregation aggregation NOUN iajs-2894 45 15 in in ADP iajs-2894 45 16 a a DET iajs-2894 45 17 data datum NOUN iajs-2894 45 18 set[13][14 set[13][14 PROPN iajs-2894 45 19 ] ] X iajs-2894 45 20 . . PUNCT iajs-2894 46 1 the the DET iajs-2894 46 2 isodata isodata ADJ iajs-2894 46 3 algorithm algorithm NOUN iajs-2894 46 4 and and CCONJ iajs-2894 46 5 the the DET iajs-2894 46 6 kmeans kmeans PROPN iajs-2894 46 7 algorithm algorithm NOUN iajs-2894 46 8 are be AUX iajs-2894 46 9 considered consider VERB iajs-2894 46 10 the the DET iajs-2894 46 11 most most ADV iajs-2894 46 12 popular popular ADJ iajs-2894 46 13 methods method NOUN iajs-2894 46 14 used use VERB iajs-2894 46 15 in in ADP iajs-2894 46 16 unsupervised unsupervised ADJ iajs-2894 46 17 classification classification NOUN iajs-2894 46 18 . . PUNCT iajs-2894 47 1 they they PRON iajs-2894 47 2 are be AUX iajs-2894 47 3 also also ADV iajs-2894 47 4 widely widely ADV iajs-2894 47 5 used use VERB iajs-2894 47 6 in in ADP iajs-2894 47 7 satellite satellite NOUN iajs-2894 47 8 data datum NOUN iajs-2894 47 9 analysis analysis NOUN iajs-2894 47 10 [ [ X iajs-2894 47 11 15 15 NUM iajs-2894 47 12 ] ] PUNCT iajs-2894 47 13 . . PUNCT iajs-2894 48 1 as as ADP iajs-2894 48 2 for for ADP iajs-2894 48 3 the the DET iajs-2894 48 4 supervised supervised ADJ iajs-2894 48 5 classification classification NOUN iajs-2894 48 6 methods method NOUN iajs-2894 48 7 , , PUNCT iajs-2894 48 8 in in ADP iajs-2894 48 9 these these DET iajs-2894 48 10 methods method NOUN iajs-2894 48 11 , , PUNCT iajs-2894 48 12 there there PRON iajs-2894 48 13 is be VERB iajs-2894 48 14 a a DET iajs-2894 48 15 group group NOUN iajs-2894 48 16 called call VERB iajs-2894 48 17 the the DET iajs-2894 48 18 training training NOUN iajs-2894 48 19 sample sample NOUN iajs-2894 48 20 , , PUNCT iajs-2894 48 21 or or CCONJ iajs-2894 48 22 what what PRON iajs-2894 48 23 is be AUX iajs-2894 48 24 known know VERB iajs-2894 48 25 as as ADP iajs-2894 48 26 the the DET iajs-2894 48 27 input input NOUN iajs-2894 48 28 of of ADP iajs-2894 48 29 the the DET iajs-2894 48 30 analyst analyst NOUN iajs-2894 48 31 , , PUNCT iajs-2894 48 32 which which PRON iajs-2894 48 33 plays play VERB iajs-2894 48 34 a a DET iajs-2894 48 35 prominent prominent ADJ iajs-2894 48 36 role role NOUN iajs-2894 48 37 in in ADP iajs-2894 48 38 the the DET iajs-2894 48 39 accuracy accuracy NOUN iajs-2894 48 40 of of ADP iajs-2894 48 41 classification classification NOUN iajs-2894 48 42 , , PUNCT iajs-2894 48 43 as as SCONJ iajs-2894 48 44 these these DET iajs-2894 48 45 samples sample NOUN iajs-2894 48 46 are be AUX iajs-2894 48 47 the the DET iajs-2894 48 48 main main ADJ iajs-2894 48 49 factor factor NOUN iajs-2894 48 50 and and CCONJ iajs-2894 48 51 of of ADP iajs-2894 48 52 high high ADJ iajs-2894 48 53 importance importance NOUN iajs-2894 48 54 in in ADP iajs-2894 48 55 the the DET iajs-2894 48 56 supervised supervised ADJ iajs-2894 48 57 classification classification NOUN iajs-2894 48 58 methods[16 methods[16 NOUN iajs-2894 48 59 - - SYM iajs-2894 48 60 18 18 NUM iajs-2894 48 61 ] ] PUNCT iajs-2894 48 62 . . PUNCT iajs-2894 49 1 in in ADP iajs-2894 49 2 statistical statistical ADJ iajs-2894 49 3 methods method NOUN iajs-2894 49 4 , , PUNCT iajs-2894 49 5 the the DET iajs-2894 49 6 adopted adopt VERB iajs-2894 49 7 idea idea NOUN iajs-2894 49 8 is be AUX iajs-2894 49 9 that that SCONJ iajs-2894 49 10 the the DET iajs-2894 49 11 image image NOUN iajs-2894 49 12 's 's PART iajs-2894 49 13 texture texture NOUN iajs-2894 49 14 is be AUX iajs-2894 49 15 determined determine VERB iajs-2894 49 16 using use VERB iajs-2894 49 17 statistics statistic NOUN iajs-2894 49 18 related relate VERB iajs-2894 49 19 to to ADP iajs-2894 49 20 the the DET iajs-2894 49 21 selected select VERB iajs-2894 49 22 features feature NOUN iajs-2894 49 23 from from ADP iajs-2894 49 24 among among ADP iajs-2894 49 25 a a DET iajs-2894 49 26 large large ADJ iajs-2894 49 27 group group NOUN iajs-2894 49 28 of of ADP iajs-2894 49 29 local local ADJ iajs-2894 49 30 image image NOUN iajs-2894 49 31 characteristics characteristic NOUN iajs-2894 49 32 . . PUNCT iajs-2894 50 1 you you PRON iajs-2894 50 2 find find VERB iajs-2894 50 3 that that SCONJ iajs-2894 50 4 the the DET iajs-2894 50 5 human human ADJ iajs-2894 50 6 system system NOUN iajs-2894 50 7 differentiates differentiate NOUN iajs-2894 50 8 between between ADP iajs-2894 50 9 a a DET iajs-2894 50 10 texture texture NOUN iajs-2894 50 11 from from ADP iajs-2894 50 12 others other NOUN iajs-2894 50 13 based base VERB iajs-2894 50 14 on on ADP iajs-2894 50 15 statistical statistical ADJ iajs-2894 50 16 features feature NOUN iajs-2894 50 17 , , PUNCT iajs-2894 50 18 which which PRON iajs-2894 50 19 include include VERB iajs-2894 50 20 first first ADJ iajs-2894 50 21 - - PUNCT iajs-2894 50 22 degree degree NOUN iajs-2894 50 23 , , PUNCT iajs-2894 50 24 second second ADJ iajs-2894 50 25 - - PUNCT iajs-2894 50 26 degree degree NOUN iajs-2894 50 27 , , PUNCT iajs-2894 50 28 and and CCONJ iajs-2894 50 29 an an DET iajs-2894 50 30 example example NOUN iajs-2894 50 31 stats stat VERB iajs-2894 50 32 on on ADP iajs-2894 50 33 second second ADJ iajs-2894 50 34 - - PUNCT iajs-2894 50 35 degree degree NOUN iajs-2894 50 36 is be AUX iajs-2894 50 37 the the DET iajs-2894 50 38 gray gray ADJ iajs-2894 50 39 level level NOUN iajs-2894 50 40 occurrence occurrence NOUN iajs-2894 50 41 matrix matrix NOUN iajs-2894 50 42 , , PUNCT iajs-2894 50 43 and and CCONJ iajs-2894 50 44 high high ADJ iajs-2894 50 45 - - PUNCT iajs-2894 50 46 level level NOUN iajs-2894 50 47 statistics statistic NOUN iajs-2894 50 48 such such ADJ iajs-2894 50 49 as as ADP iajs-2894 50 50 the the DET iajs-2894 50 51 autocorrelation autocorrelation NOUN iajs-2894 50 52 function function NOUN iajs-2894 50 53 [ [ X iajs-2894 50 54 19 19 NUM iajs-2894 50 55 - - SYM iajs-2894 50 56 20 20 NUM iajs-2894 50 57 ] ] PUNCT iajs-2894 50 58 . . PUNCT iajs-2894 51 1 one one NUM iajs-2894 51 2 of of ADP iajs-2894 51 3 the the DET iajs-2894 51 4 most most ADV iajs-2894 51 5 important important ADJ iajs-2894 51 6 statistical statistical ADJ iajs-2894 51 7 methods method NOUN iajs-2894 51 8 is be AUX iajs-2894 51 9 the the DET iajs-2894 51 10 gray gray ADJ iajs-2894 51 11 - - PUNCT iajs-2894 51 12 level level NOUN iajs-2894 51 13 presence presence NOUN iajs-2894 51 14 matrix matrix NOUN iajs-2894 51 15 ( ( PUNCT iajs-2894 51 16 glcm glcm PROPN iajs-2894 51 17 ) ) PUNCT iajs-2894 51 18 , , PUNCT iajs-2894 51 19 considered consider VERB iajs-2894 51 20 one one NUM iajs-2894 51 21 of of ADP iajs-2894 51 22 the the DET iajs-2894 51 23 oldest old ADJ iajs-2894 51 24 methods method NOUN iajs-2894 51 25 for for ADP iajs-2894 51 26 extracting extract VERB iajs-2894 51 27 many many ADJ iajs-2894 51 28 texture texture NOUN iajs-2894 51 29 features feature NOUN iajs-2894 51 30 [ [ X iajs-2894 51 31 21 21 NUM iajs-2894 51 32 ] ] PUNCT iajs-2894 51 33 . . PUNCT iajs-2894 52 1 the the DET iajs-2894 52 2 co co NOUN iajs-2894 52 3 - - NOUN iajs-2894 52 4 occurrence occurrence ADJ iajs-2894 52 5 matrix matrix NOUN iajs-2894 52 6 co co NOUN iajs-2894 52 7 ihjpas ihjpas PROPN iajs-2894 52 8 . . PUNCT iajs-2894 53 1 36(1)2023 36(1)2023 NUM iajs-2894 53 2 115 115 NUM iajs-2894 53 3 ( ( PUNCT iajs-2894 53 4 i i PROPN iajs-2894 53 5 , , PUNCT iajs-2894 53 6 j j PROPN iajs-2894 53 7 ) ) PUNCT iajs-2894 53 8 calculates calculate VERB iajs-2894 53 9 these these DET iajs-2894 53 10 features feature NOUN iajs-2894 53 11 . . PUNCT iajs-2894 54 1 it it PRON iajs-2894 54 2 finds find VERB iajs-2894 54 3 the the DET iajs-2894 54 4 gray gray ADJ iajs-2894 54 5 levels level NOUN iajs-2894 54 6 i i PRON iajs-2894 54 7 and and CCONJ iajs-2894 54 8 j j PROPN iajs-2894 54 9 , , PUNCT iajs-2894 54 10 respectively respectively ADV iajs-2894 54 11 , , PUNCT iajs-2894 54 12 with with ADP iajs-2894 54 13 the the DET iajs-2894 54 14 number number NOUN iajs-2894 54 15 of of ADP iajs-2894 54 16 pixel pixel PROPN iajs-2894 54 17 co co NOUN iajs-2894 54 18 - - NOUN iajs-2894 54 19 occurrence occurrence NOUN iajs-2894 54 20 , , PUNCT iajs-2894 54 21 within within ADP iajs-2894 54 22 a a DET iajs-2894 54 23 certain certain ADJ iajs-2894 54 24 distance distance NOUN iajs-2894 54 25 [ [ X iajs-2894 54 26 21 21 NUM iajs-2894 54 27 - - SYM iajs-2894 54 28 23 23 NUM iajs-2894 54 29 ] ] PUNCT iajs-2894 54 30 . . PUNCT iajs-2894 55 1 the the DET iajs-2894 55 2 result result NOUN iajs-2894 55 3 of of ADP iajs-2894 55 4 this this PRON iajs-2894 55 5 is be AUX iajs-2894 55 6 a a DET iajs-2894 55 7 matrix matrix NOUN iajs-2894 55 8 of of ADP iajs-2894 55 9 distance distance NOUN iajs-2894 55 10 d d NOUN iajs-2894 55 11 and and CCONJ iajs-2894 55 12 direction direction NOUN iajs-2894 55 13 for for ADP iajs-2894 55 14 every every DET iajs-2894 55 15 number number NOUN iajs-2894 55 16 of of ADP iajs-2894 55 17 intensity intensity NOUN iajs-2894 55 18 levels level NOUN iajs-2894 55 19 observed observe VERB iajs-2894 55 20 in in ADP iajs-2894 55 21 the the DET iajs-2894 55 22 image image NOUN iajs-2894 55 23 . . PUNCT iajs-2894 56 1 classification classification NOUN iajs-2894 56 2 for for ADP iajs-2894 56 3 fine fine ADJ iajs-2894 56 4 textures texture NOUN iajs-2894 56 5 requires require VERB iajs-2894 56 6 small small ADJ iajs-2894 56 7 values value NOUN iajs-2894 56 8 for for ADP iajs-2894 56 9 distance distance NOUN iajs-2894 56 10 d d NOUN iajs-2894 56 11 , , PUNCT iajs-2894 56 12 while while SCONJ iajs-2894 56 13 for for ADP iajs-2894 56 14 coarse coarse ADJ iajs-2894 56 15 textures texture NOUN iajs-2894 56 16 , , PUNCT iajs-2894 56 17 a a DET iajs-2894 56 18 considerable considerable ADJ iajs-2894 56 19 distance distance NOUN iajs-2894 56 20 [ [ X iajs-2894 56 21 24 24 NUM iajs-2894 56 22 ] ] PUNCT iajs-2894 56 23 . . PUNCT iajs-2894 57 1 after after ADP iajs-2894 57 2 creating create VERB iajs-2894 57 3 ( ( PUNCT iajs-2894 57 4 glcm glcm PROPN iajs-2894 57 5 ) ) PUNCT iajs-2894 57 6 , , PUNCT iajs-2894 57 7 the the DET iajs-2894 57 8 statistical statistical ADJ iajs-2894 57 9 characteristics characteristic NOUN iajs-2894 57 10 are be AUX iajs-2894 57 11 calculated calculate VERB iajs-2894 57 12 as as ADP iajs-2894 57 13 an an DET iajs-2894 57 14 example example NOUN iajs-2894 57 15 . . PUNCT iajs-2894 58 1 six six NUM iajs-2894 58 2 statistical statistical ADJ iajs-2894 58 3 properties property NOUN iajs-2894 58 4 can can AUX iajs-2894 58 5 be be AUX iajs-2894 58 6 inferred infer VERB iajs-2894 58 7 from from ADP iajs-2894 58 8 ( ( PUNCT iajs-2894 58 9 glcm glcm PROPN iajs-2894 58 10 ) ) PUNCT iajs-2894 58 11 ( ( PUNCT iajs-2894 58 12 contrast contrast NOUN iajs-2894 58 13 , , PUNCT iajs-2894 58 14 correlation correlation NOUN iajs-2894 58 15 , , PUNCT iajs-2894 58 16 energy energy NOUN iajs-2894 58 17 , , PUNCT iajs-2894 58 18 homogeneity homogeneity NOUN iajs-2894 58 19 , , PUNCT iajs-2894 58 20 entropy entropy NOUN iajs-2894 58 21 , , PUNCT iajs-2894 58 22 and and CCONJ iajs-2894 58 23 maximum maximum ADJ iajs-2894 58 24 probability probability NOUN iajs-2894 58 25 [ [ X iajs-2894 58 26 21 21 NUM iajs-2894 58 27 ] ] PUNCT iajs-2894 58 28 . . PUNCT iajs-2894 59 1 this this DET iajs-2894 59 2 research research NOUN iajs-2894 59 3 is be AUX iajs-2894 59 4 to to PART iajs-2894 59 5 study study VERB iajs-2894 59 6 the the DET iajs-2894 59 7 features feature NOUN iajs-2894 59 8 of of ADP iajs-2894 59 9 texture texture ADJ iajs-2894 59 10 images image NOUN iajs-2894 59 11 taken take VERB iajs-2894 59 12 from from ADP iajs-2894 59 13 the the DET iajs-2894 59 14 brodatz brodatz NOUN iajs-2894 59 15 database database NOUN iajs-2894 59 16 for for ADP iajs-2894 59 17 different different ADJ iajs-2894 59 18 angles angle NOUN iajs-2894 59 19 and and CCONJ iajs-2894 59 20 its its PRON iajs-2894 59 21 impact impact NOUN iajs-2894 59 22 on on ADP iajs-2894 59 23 the the DET iajs-2894 59 24 classification classification NOUN iajs-2894 59 25 results result NOUN iajs-2894 59 26 in in ADP iajs-2894 59 27 terms term NOUN iajs-2894 59 28 of of ADP iajs-2894 59 29 the the DET iajs-2894 59 30 distribution distribution NOUN iajs-2894 59 31 of of ADP iajs-2894 59 32 images image NOUN iajs-2894 59 33 in in ADP iajs-2894 59 34 various various ADJ iajs-2894 59 35 classes class NOUN iajs-2894 59 36 and and CCONJ iajs-2894 59 37 the the DET iajs-2894 59 38 percentage percentage NOUN iajs-2894 59 39 of of ADP iajs-2894 59 40 agreement agreement NOUN iajs-2894 59 41 between between ADP iajs-2894 59 42 them they PRON iajs-2894 59 43 on on ADP iajs-2894 59 44 the the DET iajs-2894 59 45 classification classification NOUN iajs-2894 59 46 of of ADP iajs-2894 59 47 images image NOUN iajs-2894 59 48 . . PUNCT iajs-2894 60 1 the the DET iajs-2894 60 2 whole whole ADJ iajs-2894 60 3 image image NOUN iajs-2894 60 4 was be AUX iajs-2894 60 5 adopted adopt VERB iajs-2894 60 6 in in ADP iajs-2894 60 7 extracting extract VERB iajs-2894 60 8 the the DET iajs-2894 60 9 characteristics characteristic NOUN iajs-2894 60 10 and and CCONJ iajs-2894 60 11 the the DET iajs-2894 60 12 classification classification NOUN iajs-2894 60 13 process process NOUN iajs-2894 60 14 . . PUNCT iajs-2894 61 1 texture texture ADJ iajs-2894 61 2 analysis analysis NOUN iajs-2894 61 3 and and CCONJ iajs-2894 61 4 classification classification NOUN iajs-2894 61 5 have have AUX iajs-2894 61 6 been be AUX iajs-2894 61 7 studied study VERB iajs-2894 61 8 thoroughly thoroughly ADV iajs-2894 61 9 for for ADP iajs-2894 61 10 their their PRON iajs-2894 61 11 importance importance NOUN iajs-2894 61 12 ; ; PUNCT iajs-2894 61 13 the the DET iajs-2894 61 14 following follow VERB iajs-2894 61 15 is be AUX iajs-2894 61 16 some some DET iajs-2894 61 17 research research NOUN iajs-2894 61 18 about about ADP iajs-2894 61 19 them they PRON iajs-2894 61 20 : : PUNCT iajs-2894 61 21 the the DET iajs-2894 61 22 texture texture NOUN iajs-2894 61 23 analysis analysis NOUN iajs-2894 61 24 approach approach NOUN iajs-2894 61 25 for for ADP iajs-2894 61 26 local local ADJ iajs-2894 61 27 binary binary ADJ iajs-2894 61 28 patterns pattern NOUN iajs-2894 61 29 ( ( PUNCT iajs-2894 61 30 lbp lbp PROPN iajs-2894 61 31 ) ) PUNCT iajs-2894 61 32 and and CCONJ iajs-2894 61 33 the the DET iajs-2894 61 34 gray gray ADJ iajs-2894 61 35 level level NOUN iajs-2894 61 36 co co NOUN iajs-2894 61 37 - - NOUN iajs-2894 61 38 occurrence occurrence ADJ iajs-2894 61 39 matrix matrix NOUN iajs-2894 61 40 method method NOUN iajs-2894 61 41 was be AUX iajs-2894 61 42 tested test VERB iajs-2894 61 43 and and CCONJ iajs-2894 61 44 contrasted contrast VERB iajs-2894 61 45 against against ADP iajs-2894 61 46 one one NUM iajs-2894 61 47 another another PRON iajs-2894 61 48 ( ( PUNCT iajs-2894 61 49 glcm glcm PROPN iajs-2894 61 50 ) ) PUNCT iajs-2894 61 51 . . PUNCT iajs-2894 62 1 they they PRON iajs-2894 62 2 are be AUX iajs-2894 62 3 used use VERB iajs-2894 62 4 on on ADP iajs-2894 62 5 industrial industrial ADJ iajs-2894 62 6 products product NOUN iajs-2894 62 7 and and CCONJ iajs-2894 62 8 new new ADJ iajs-2894 62 9 integration integration NOUN iajs-2894 62 10 schemes scheme NOUN iajs-2894 62 11 to to PART iajs-2894 62 12 conduct conduct VERB iajs-2894 62 13 texture texture ADJ iajs-2894 62 14 analysis analysis NOUN iajs-2894 62 15 . . PUNCT iajs-2894 63 1 they they PRON iajs-2894 63 2 collected collect VERB iajs-2894 63 3 a a DET iajs-2894 63 4 wide wide ADJ iajs-2894 63 5 range range NOUN iajs-2894 63 6 of of ADP iajs-2894 63 7 industrial industrial ADJ iajs-2894 63 8 samples sample NOUN iajs-2894 63 9 . . PUNCT iajs-2894 64 1 the the DET iajs-2894 64 2 obtained obtain VERB iajs-2894 64 3 findings finding NOUN iajs-2894 64 4 were be AUX iajs-2894 64 5 satisfactory satisfactory ADJ iajs-2894 64 6 and and CCONJ iajs-2894 64 7 demonstrated demonstrate VERB iajs-2894 64 8 effectiveness effectiveness NOUN iajs-2894 64 9 in in ADP iajs-2894 64 10 identifying identify VERB iajs-2894 64 11 complicated complicated ADJ iajs-2894 64 12 industrial industrial ADJ iajs-2894 64 13 products product NOUN iajs-2894 64 14 with with ADP iajs-2894 64 15 varying vary VERB iajs-2894 64 16 color color NOUN iajs-2894 64 17 and and CCONJ iajs-2894 64 18 pattern pattern NOUN iajs-2894 64 19 distributions distribution NOUN iajs-2894 64 20 [ [ X iajs-2894 64 21 24 24 NUM iajs-2894 64 22 ] ] PUNCT iajs-2894 64 23 . . PUNCT iajs-2894 65 1 the the DET iajs-2894 65 2 spatial spatial ADJ iajs-2894 65 3 gray gray ADJ iajs-2894 65 4 level level NOUN iajs-2894 65 5 method method NOUN iajs-2894 65 6 was be AUX iajs-2894 65 7 for for ADP iajs-2894 65 8 texture texture ADJ iajs-2894 65 9 analysis analysis NOUN iajs-2894 65 10 . . PUNCT iajs-2894 66 1 he he PRON iajs-2894 66 2 proposed propose VERB iajs-2894 66 3 a a DET iajs-2894 66 4 minor minor ADJ iajs-2894 66 5 modification modification NOUN iajs-2894 66 6 to to PART iajs-2894 66 7 replace replace VERB iajs-2894 66 8 the the DET iajs-2894 66 9 usual usual ADJ iajs-2894 66 10 frequency frequency NOUN iajs-2894 66 11 matrices matrix NOUN iajs-2894 66 12 with with ADP iajs-2894 66 13 addition addition NOUN iajs-2894 66 14 and and CCONJ iajs-2894 66 15 difference difference NOUN iajs-2894 66 16 graphs graph NOUN iajs-2894 66 17 when when SCONJ iajs-2894 66 18 the the DET iajs-2894 66 19 sum sum NOUN iajs-2894 66 20 and and CCONJ iajs-2894 66 21 difference difference NOUN iajs-2894 66 22 of of ADP iajs-2894 66 23 two two NUM iajs-2894 66 24 random random ADJ iajs-2894 66 25 variables variable NOUN iajs-2894 66 26 with with ADP iajs-2894 66 27 the the DET iajs-2894 66 28 same same ADJ iajs-2894 66 29 data datum NOUN iajs-2894 66 30 were be AUX iajs-2894 66 31 related relate VERB iajs-2894 66 32 to to ADP iajs-2894 66 33 each each DET iajs-2894 66 34 other other ADJ iajs-2894 66 35 and and CCONJ iajs-2894 66 36 determine determine VERB iajs-2894 66 37 the the DET iajs-2894 66 38 main main ADJ iajs-2894 66 39 axes axis NOUN iajs-2894 66 40 of of ADP iajs-2894 66 41 the the DET iajs-2894 66 42 joint joint ADJ iajs-2894 66 43 probability probability NOUN iajs-2894 66 44 function function NOUN iajs-2894 66 45 associated associate VERB iajs-2894 66 46 with with ADP iajs-2894 66 47 them they PRON iajs-2894 66 48 . . PUNCT iajs-2894 67 1 he he PRON iajs-2894 67 2 presented present VERB iajs-2894 67 3 two two NUM iajs-2894 67 4 high high ADJ iajs-2894 67 5 - - PUNCT iajs-2894 67 6 probability probability NOUN iajs-2894 67 7 classifiers classifier NOUN iajs-2894 67 8 for for ADP iajs-2894 67 9 texture texture NOUN iajs-2894 67 10 . . PUNCT iajs-2894 68 1 the the DET iajs-2894 68 2 first first ADJ iajs-2894 68 3 , , PUNCT iajs-2894 68 4 the the DET iajs-2894 68 5 sum sum NOUN iajs-2894 68 6 and and CCONJ iajs-2894 68 7 difference difference NOUN iajs-2894 68 8 graph graph NOUN iajs-2894 68 9 , , PUNCT iajs-2894 68 10 was be AUX iajs-2894 68 11 considered consider VERB iajs-2894 68 12 a a DET iajs-2894 68 13 feature feature NOUN iajs-2894 68 14 vector vector NOUN iajs-2894 68 15 component component NOUN iajs-2894 68 16 and and CCONJ iajs-2894 68 17 performs perform VERB iajs-2894 68 18 a a DET iajs-2894 68 19 fast fast ADJ iajs-2894 68 20 execution execution NOUN iajs-2894 68 21 , , PUNCT iajs-2894 68 22 avoiding avoid VERB iajs-2894 68 23 the the DET iajs-2894 68 24 explicit explicit ADJ iajs-2894 68 25 evaluation evaluation NOUN iajs-2894 68 26 of of ADP iajs-2894 68 27 the the DET iajs-2894 68 28 feature feature NOUN iajs-2894 68 29 vector vector NOUN iajs-2894 68 30 . . PUNCT iajs-2894 69 1 the the DET iajs-2894 69 2 other other ADJ iajs-2894 69 3 was be AUX iajs-2894 69 4 a a DET iajs-2894 69 5 classifier classifier NOUN iajs-2894 69 6 based base VERB iajs-2894 69 7 on on ADP iajs-2894 69 8 general general ADJ iajs-2894 69 9 measurements measurement NOUN iajs-2894 69 10 extracted extract VERB iajs-2894 69 11 from from ADP iajs-2894 69 12 the the DET iajs-2894 69 13 graphs graph NOUN iajs-2894 69 14 . . PUNCT iajs-2894 70 1 he he PRON iajs-2894 70 2 illustrated illustrate VERB iajs-2894 70 3 that that SCONJ iajs-2894 70 4 the the DET iajs-2894 70 5 proposed propose VERB iajs-2894 70 6 method method NOUN iajs-2894 70 7 of of ADP iajs-2894 70 8 tissue tissue NOUN iajs-2894 70 9 analysis analysis NOUN iajs-2894 70 10 from from ADP iajs-2894 70 11 the the DET iajs-2894 70 12 traditional traditional ADJ iajs-2894 70 13 spatial spatial ADJ iajs-2894 70 14 gray gray ADJ iajs-2894 70 15 level level NOUN iajs-2894 70 16 dependence dependence NOUN iajs-2894 70 17 was be AUX iajs-2894 70 18 the the DET iajs-2894 70 19 reduction reduction NOUN iajs-2894 70 20 of of ADP iajs-2894 70 21 the the DET iajs-2894 70 22 computation computation NOUN iajs-2894 70 23 time time NOUN iajs-2894 70 24 as as ADV iajs-2894 70 25 well well ADV iajs-2894 70 26 as as ADP iajs-2894 70 27 the the DET iajs-2894 70 28 storage storage NOUN iajs-2894 70 29 of of ADP iajs-2894 70 30 memory memory NOUN iajs-2894 70 31 [ [ X iajs-2894 70 32 25 25 NUM iajs-2894 70 33 ] ] PUNCT iajs-2894 70 34 . . PUNCT iajs-2894 71 1 the the DET iajs-2894 71 2 suggestion suggestion NOUN iajs-2894 71 3 was be AUX iajs-2894 71 4 to to PART iajs-2894 71 5 make make VERB iajs-2894 71 6 a a DET iajs-2894 71 7 mixture mixture NOUN iajs-2894 71 8 based base VERB iajs-2894 71 9 on on ADP iajs-2894 71 10 both both CCONJ iajs-2894 71 11 the the DET iajs-2894 71 12 co co NOUN iajs-2894 71 13 - - NOUN iajs-2894 71 14 existence existence NOUN iajs-2894 71 15 matrix matrix NOUN iajs-2894 71 16 ( ( PUNCT iajs-2894 71 17 glcm glcm PROPN iajs-2894 71 18 ) ) PUNCT iajs-2894 71 19 as as ADV iajs-2894 71 20 well well ADV iajs-2894 71 21 as as ADP iajs-2894 71 22 the the DET iajs-2894 71 23 random random ADJ iajs-2894 71 24 threshold threshold NOUN iajs-2894 71 25 vector vector NOUN iajs-2894 71 26 matrix matrix NOUN iajs-2894 71 27 ( ( PUNCT iajs-2894 71 28 rtv rtv PROPN iajs-2894 71 29 ) ) PUNCT iajs-2894 71 30 due due ADP iajs-2894 71 31 to to ADP iajs-2894 71 32 the the DET iajs-2894 71 33 need need NOUN iajs-2894 71 34 for for ADP iajs-2894 71 35 a a DET iajs-2894 71 36 high high ADJ iajs-2894 71 37 accuracy accuracy NOUN iajs-2894 71 38 rate rate NOUN iajs-2894 71 39 of of ADP iajs-2894 71 40 tissue tissue NOUN iajs-2894 71 41 classification classification NOUN iajs-2894 71 42 using use VERB iajs-2894 71 43 the the DET iajs-2894 71 44 random random ADJ iajs-2894 71 45 threshold threshold NOUN iajs-2894 71 46 vector vector NOUN iajs-2894 71 47 ( ( PUNCT iajs-2894 71 48 rtv rtv PROPN iajs-2894 71 49 ) ) PUNCT iajs-2894 71 50 . . PUNCT iajs-2894 72 1 they they PRON iajs-2894 72 2 were be AUX iajs-2894 72 3 used use VERB iajs-2894 72 4 on on ADP iajs-2894 72 5 different different ADJ iajs-2894 72 6 data datum NOUN iajs-2894 72 7 sets set NOUN iajs-2894 72 8 , , PUNCT iajs-2894 72 9 such such ADJ iajs-2894 72 10 as as ADP iajs-2894 72 11 brodatz brodatz NOUN iajs-2894 72 12 and and CCONJ iajs-2894 72 13 outex outex NOUN iajs-2894 72 14 . . PUNCT iajs-2894 73 1 in in ADP iajs-2894 73 2 the the DET iajs-2894 73 3 beginning beginning NOUN iajs-2894 73 4 , , PUNCT iajs-2894 73 5 the the DET iajs-2894 73 6 first first ADJ iajs-2894 73 7 dimension dimension NOUN iajs-2894 73 8 of of ADP iajs-2894 73 9 the the DET iajs-2894 73 10 feature feature NOUN iajs-2894 73 11 vector vector NOUN iajs-2894 73 12 was be AUX iajs-2894 73 13 calculated calculate VERB iajs-2894 73 14 . . PUNCT iajs-2894 74 1 they they PRON iajs-2894 74 2 then then ADV iajs-2894 74 3 estimated estimate VERB iajs-2894 74 4 the the DET iajs-2894 74 5 inverse inverse NOUN iajs-2894 74 6 from from ADP iajs-2894 74 7 the the DET iajs-2894 74 8 co co NOUN iajs-2894 74 9 - - NOUN iajs-2894 74 10 existence existence NOUN iajs-2894 74 11 matrices matrix NOUN iajs-2894 74 12 by by ADP iajs-2894 74 13 applying apply VERB iajs-2894 74 14 the the DET iajs-2894 74 15 ( ( PUNCT iajs-2894 74 16 rtv rtv PROPN iajs-2894 74 17 ) ) PUNCT iajs-2894 74 18 method method NOUN iajs-2894 74 19 . . PUNCT iajs-2894 75 1 they they PRON iajs-2894 75 2 found find VERB iajs-2894 75 3 that that SCONJ iajs-2894 75 4 the the DET iajs-2894 75 5 vectors vector NOUN iajs-2894 75 6 had have VERB iajs-2894 75 7 two two NUM iajs-2894 75 8 dimensions dimension NOUN iajs-2894 75 9 , , PUNCT iajs-2894 75 10 one one NUM iajs-2894 75 11 was be AUX iajs-2894 75 12 the the DET iajs-2894 75 13 entropy entropy NOUN iajs-2894 75 14 of of ADP iajs-2894 75 15 the the DET iajs-2894 75 16 proposed propose VERB iajs-2894 75 17 existence existence NOUN iajs-2894 75 18 matrix matrix NOUN iajs-2894 75 19 , , PUNCT iajs-2894 75 20 and and CCONJ iajs-2894 75 21 the the DET iajs-2894 75 22 other other ADJ iajs-2894 75 23 was be AUX iajs-2894 75 24 the the DET iajs-2894 75 25 threshold threshold NOUN iajs-2894 75 26 dimension dimension NOUN iajs-2894 75 27 . . PUNCT iajs-2894 76 1 their their PRON iajs-2894 76 2 proposed propose VERB iajs-2894 76 3 approach approach NOUN iajs-2894 76 4 showed show VERB iajs-2894 76 5 a a DET iajs-2894 76 6 high high ADJ iajs-2894 76 7 - - PUNCT iajs-2894 76 8 quality quality NOUN iajs-2894 76 9 accuracy accuracy NOUN iajs-2894 76 10 rate rate NOUN iajs-2894 76 11 for for ADP iajs-2894 76 12 classification classification NOUN iajs-2894 76 13 textures texture NOUN iajs-2894 76 14 and and CCONJ iajs-2894 76 15 contained contain VERB iajs-2894 76 16 significant significant ADJ iajs-2894 76 17 discriminatory discriminatory ADJ iajs-2894 76 18 information information NOUN iajs-2894 76 19 required require VERB iajs-2894 76 20 for for ADP iajs-2894 76 21 successful successful ADJ iajs-2894 76 22 analysis analysis NOUN iajs-2894 76 23 [ [ X iajs-2894 76 24 26 26 NUM iajs-2894 76 25 ] ] PUNCT iajs-2894 76 26 . . PUNCT iajs-2894 77 1 2.methodology 2.methodology PUNCT iajs-2894 77 2 the the DET iajs-2894 77 3 following follow VERB iajs-2894 77 4 steps step NOUN iajs-2894 77 5 were be AUX iajs-2894 77 6 adopted adopt VERB iajs-2894 77 7 in in ADP iajs-2894 77 8 this this DET iajs-2894 77 9 research research NOUN iajs-2894 77 10 : : PUNCT iajs-2894 77 11 ο‚· ο‚· X iajs-2894 77 12 using use VERB iajs-2894 77 13 the the DET iajs-2894 77 14 brodatz brodatz NOUN iajs-2894 77 15 image image NOUN iajs-2894 77 16 database database NOUN iajs-2894 77 17 as as ADP iajs-2894 77 18 a a DET iajs-2894 77 19 sample sample NOUN iajs-2894 77 20 to to PART iajs-2894 77 21 test test VERB iajs-2894 77 22 the the DET iajs-2894 77 23 algorithm algorithm NOUN iajs-2894 77 24 . . PUNCT iajs-2894 78 1 ο‚· ο‚· X iajs-2894 79 1 building build VERB iajs-2894 79 2 a a DET iajs-2894 79 3 database database NOUN iajs-2894 79 4 for for ADP iajs-2894 79 5 each each DET iajs-2894 79 6 angle angle NOUN iajs-2894 79 7 ( ( PUNCT iajs-2894 79 8 0 0 NUM iajs-2894 79 9 , , PUNCT iajs-2894 79 10 45 45 NUM iajs-2894 79 11 , , PUNCT iajs-2894 79 12 90 90 NUM iajs-2894 79 13 , , PUNCT iajs-2894 79 14 and and CCONJ iajs-2894 79 15 135 135 NUM iajs-2894 79 16 ) ) PUNCT iajs-2894 79 17 of of ADP iajs-2894 79 18 the the DET iajs-2894 79 19 gray gray ADJ iajs-2894 79 20 - - PUNCT iajs-2894 79 21 level level NOUN iajs-2894 79 22 co co NOUN iajs-2894 79 23 - - NOUN iajs-2894 79 24 occurrence occurrence ADJ iajs-2894 79 25 matrix matrix NOUN iajs-2894 79 26 method method NOUN iajs-2894 79 27 ( ( PUNCT iajs-2894 79 28 glcm glcm PROPN iajs-2894 79 29 ) ) PUNCT iajs-2894 79 30 using use VERB iajs-2894 79 31 a a DET iajs-2894 79 32 distance distance NOUN iajs-2894 79 33 equal equal ADJ iajs-2894 79 34 to to ADP iajs-2894 79 35 one one NUM iajs-2894 79 36 pixel pixel NOUN iajs-2894 79 37 . . PUNCT iajs-2894 80 1 the the DET iajs-2894 80 2 features feature NOUN iajs-2894 80 3 adopted adopt VERB iajs-2894 80 4 in in ADP iajs-2894 80 5 extracting extract VERB iajs-2894 80 6 the the DET iajs-2894 80 7 images image NOUN iajs-2894 80 8 features feature NOUN iajs-2894 80 9 using use VERB iajs-2894 80 10 the the DET iajs-2894 80 11 following following ADJ iajs-2894 80 12 equations[27 equations[27 PROPN iajs-2894 80 13 ] ] X iajs-2894 80 14 : : PUNCT iajs-2894 81 1 πΆπ‘œπ‘›π‘‘π‘Ÿπ‘Žπ‘ π‘‘ πΆπ‘œπ‘›π‘‘π‘Ÿπ‘Žπ‘ π‘‘ PROPN iajs-2894 81 2 = = SYM iajs-2894 81 3 βˆ‘ βˆ‘ PUNCT iajs-2894 81 4 βˆ‘ βˆ‘ PUNCT iajs-2894 81 5 ( ( PUNCT iajs-2894 81 6 𝑖 𝑖 SYM iajs-2894 81 7 βˆ’ βˆ’ NOUN iajs-2894 81 8 𝑗)2π‘βˆ’1 𝑗)2π‘βˆ’1 NUM iajs-2894 81 9 𝑖=0 𝑖=0 PROPN iajs-2894 81 10 π‘βˆ’1 π‘βˆ’1 PROPN iajs-2894 81 11 𝑖=0 𝑖=0 PROPN iajs-2894 81 12 𝑝(𝑖 𝑝(𝑖 PROPN iajs-2894 81 13 , , PUNCT iajs-2894 81 14 𝑗 𝑗 NOUN iajs-2894 81 15 ) ) PUNCT iajs-2894 81 16 ( ( PUNCT iajs-2894 81 17 1 1 X iajs-2894 81 18 ) ) PUNCT iajs-2894 81 19 πΆπ‘œπ‘Ÿπ‘™π‘Žπ‘‘π‘–π‘œπ‘› πΆπ‘œπ‘Ÿπ‘™π‘Žπ‘‘π‘–π‘œπ‘› PROPN iajs-2894 81 20 = = SYM iajs-2894 81 21 1 1 NUM iajs-2894 81 22 𝜎π‘₯πœŽπ‘¦ 𝜎π‘₯πœŽπ‘¦ NOUN iajs-2894 81 23 βˆ‘ βˆ‘ PUNCT iajs-2894 81 24 βˆ‘ βˆ‘ PUNCT iajs-2894 81 25 ( ( PUNCT iajs-2894 81 26 𝑖,𝑗)𝑝 𝑖,𝑗)𝑝 PUNCT iajs-2894 81 27 𝑁 𝑁 ADJ iajs-2894 81 28 𝑗=1 𝑗=1 PROPN iajs-2894 81 29 𝑁 𝑁 PROPN iajs-2894 81 30 𝑖=1 𝑖=1 PROPN iajs-2894 81 31 ( ( PUNCT iajs-2894 81 32 𝑖,𝑗 𝑖,𝑗 PROPN iajs-2894 81 33 ) ) PUNCT iajs-2894 81 34 βˆ’ βˆ’ PROPN iajs-2894 81 35 πœ‡π‘₯πœ‡π‘¦ πœ‡π‘₯πœ‡π‘¦ NOUN iajs-2894 81 36 ( ( PUNCT iajs-2894 81 37 2 2 NUM iajs-2894 81 38 ) ) PUNCT iajs-2894 81 39 ihjpas ihjpa NOUN iajs-2894 81 40 . . PUNCT iajs-2894 82 1 36(1)2023 36(1)2023 NUM iajs-2894 82 2 116 116 NUM iajs-2894 82 3 πΈπ‘›π‘‘π‘Ÿπ‘œπ‘π‘¦ πΈπ‘›π‘‘π‘Ÿπ‘œπ‘π‘¦ PROPN iajs-2894 82 4 = = PUNCT iajs-2894 82 5 βˆ’ βˆ’ PROPN iajs-2894 82 6 βˆ‘ βˆ‘ PROPN iajs-2894 82 7 βˆ‘ βˆ‘ PROPN iajs-2894 82 8 𝑝(𝑖 𝑝(𝑖 PROPN iajs-2894 82 9 , , PUNCT iajs-2894 82 10 𝑗)π‘™π‘œπ‘”(𝑝(𝑖 𝑗)π‘™π‘œπ‘”(𝑝(𝑖 PROPN iajs-2894 82 11 , , PUNCT iajs-2894 82 12 𝑗))𝑁 𝑗))𝑁 NOUN iajs-2894 82 13 𝑗=1 𝑗=1 PROPN iajs-2894 82 14 𝑁 𝑁 PROPN iajs-2894 82 15 𝑖=1 𝑖=1 PROPN iajs-2894 82 16 ( ( PUNCT iajs-2894 82 17 3 3 X iajs-2894 82 18 ) ) PUNCT iajs-2894 82 19 π»π‘œπ‘šπ‘œπ‘”π‘’π‘›π‘’π‘–π‘‘π‘¦ π»π‘œπ‘šπ‘œπ‘”π‘’π‘›π‘’π‘–π‘‘π‘¦ PROPN iajs-2894 82 20 = = SYM iajs-2894 82 21 βˆ‘ βˆ‘ PROPN iajs-2894 82 22 βˆ‘ βˆ‘ NOUN iajs-2894 82 23 𝑝(𝑖,𝑗 𝑝(𝑖,𝑗 NUM iajs-2894 82 24 ) ) PUNCT iajs-2894 82 25 1 1 NUM iajs-2894 82 26 π‘βˆ’1 π‘βˆ’1 NOUN iajs-2894 82 27 𝑗=0 𝑗=0 X iajs-2894 83 1 π‘βˆ’1 π‘βˆ’1 NOUN iajs-2894 83 2 𝑖=0 𝑖=0 PUNCT iajs-2894 84 1 + + NUM iajs-2894 84 2 |𝑖 |𝑖 NOUN iajs-2894 84 3 βˆ’ βˆ’ PROPN iajs-2894 84 4 𝑗| 𝑗| PROPN iajs-2894 84 5 ( ( PUNCT iajs-2894 84 6 4 4 X iajs-2894 84 7 ) ) PUNCT iajs-2894 84 8 π‘†π‘‘π‘Žπ‘›π‘‘π‘Žπ‘Ÿπ‘‘ π‘†π‘‘π‘Žπ‘›π‘‘π‘Žπ‘Ÿπ‘‘ PROPN iajs-2894 84 9 π·π‘’π‘£π‘–π‘Žπ‘‘π‘–π‘œπ‘› π·π‘’π‘£π‘–π‘Žπ‘‘π‘–π‘œπ‘› PROPN iajs-2894 84 10 𝜎 𝜎 NOUN iajs-2894 85 1 = = NOUN iajs-2894 85 2 √ √ NUM iajs-2894 85 3 1 1 NUM iajs-2894 85 4 π‘βˆ’1 π‘βˆ’1 NOUN iajs-2894 85 5 βˆ‘ βˆ‘ PUNCT iajs-2894 85 6 |πΆπ‘œπ‘– |πΆπ‘œπ‘– NUM iajs-2894 85 7 βˆ’ βˆ’ PROPN iajs-2894 85 8 πœ‡|2𝑁 πœ‡|2𝑁 NOUN iajs-2894 85 9 𝑖=1 𝑖=1 PUNCT iajs-2894 85 10 ( ( PUNCT iajs-2894 85 11 5 5 NUM iajs-2894 85 12 ) ) PUNCT iajs-2894 85 13 where where SCONJ iajs-2894 85 14 ΞΌ ΞΌ NOUN iajs-2894 85 15 is be AUX iajs-2894 85 16 the the DET iajs-2894 85 17 mean mean NOUN iajs-2894 85 18 of of ADP iajs-2894 85 19 co co NOUN iajs-2894 85 20 - - NOUN iajs-2894 85 21 occurrence occurrence ADJ iajs-2894 85 22 matrix matrix NOUN iajs-2894 85 23 πœ‡ πœ‡ ADP iajs-2894 85 24 = = NOUN iajs-2894 85 25 1 1 NUM iajs-2894 85 26 𝑁 𝑁 PROPN iajs-2894 85 27 βˆ‘ βˆ‘ PROPN iajs-2894 85 28 πΆπ‘œπ‘– πΆπ‘œπ‘– PROPN iajs-2894 85 29 𝑁 𝑁 PROPN iajs-2894 85 30 𝑖=1 𝑖=1 PROPN iajs-2894 85 31 π‘‡β„Žπ‘–π‘Ÿπ‘‘ π‘‡β„Žπ‘–π‘Ÿπ‘‘ PROPN iajs-2894 85 32 π‘€π‘œπ‘šπ‘’π‘›π‘‘π‘’π‘š π‘€π‘œπ‘šπ‘’π‘›π‘‘π‘’π‘š PROPN iajs-2894 85 33 ( ( PUNCT iajs-2894 85 34 𝑀3 𝑀3 NOUN iajs-2894 85 35 ) ) PUNCT iajs-2894 85 36 = = PUNCT iajs-2894 85 37 ( ( PUNCT iajs-2894 85 38 1 1 NUM iajs-2894 85 39 π‘βˆ’1 π‘βˆ’1 NOUN iajs-2894 85 40 βˆ‘ βˆ‘ PUNCT iajs-2894 85 41 |πΆπ‘œπ‘– |πΆπ‘œπ‘– NUM iajs-2894 85 42 βˆ’ βˆ’ PROPN iajs-2894 85 43 πœ‡|2𝑁 πœ‡|2𝑁 NOUN iajs-2894 85 44 𝑖=1 𝑖=1 PUNCT iajs-2894 85 45 ) ) PUNCT iajs-2894 85 46 3 3 NUM iajs-2894 85 47 ( ( PUNCT iajs-2894 85 48 6 6 NUM iajs-2894 85 49 ) ) PUNCT iajs-2894 85 50 π‘π‘œπ‘Ÿπ‘šπ‘Žπ‘™π‘–π‘§π‘’π‘‘ π‘π‘œπ‘Ÿπ‘šπ‘Žπ‘™π‘–π‘§π‘’π‘‘ NOUN iajs-2894 85 51 𝜎 𝜎 NOUN iajs-2894 86 1 = = SYM iajs-2894 86 2 1 1 NUM iajs-2894 86 3 βˆ’ βˆ’ NUM iajs-2894 86 4 1 1 NUM iajs-2894 86 5 1 1 NUM iajs-2894 86 6 + + ADJ iajs-2894 86 7 ( ( PUNCT iajs-2894 86 8 π‘†π‘π‘œ π‘†π‘π‘œ PROPN iajs-2894 86 9 255 255 NUM iajs-2894 86 10 ) ) PUNCT iajs-2894 86 11 2 2 NUM iajs-2894 86 12 ( ( PUNCT iajs-2894 86 13 7 7 NUM iajs-2894 86 14 ) ) PUNCT iajs-2894 86 15 π‘ˆπ‘›π‘–π‘“π‘œπ‘Ÿπ‘šπ‘–π‘‘π‘¦(π‘ˆπ‘“ π‘ˆπ‘›π‘–π‘“π‘œπ‘Ÿπ‘šπ‘–π‘‘π‘¦(π‘ˆπ‘“ PROPN iajs-2894 86 16 ) ) PUNCT iajs-2894 86 17 = = PUNCT iajs-2894 87 1 βˆ‘ βˆ‘ PUNCT iajs-2894 87 2 βˆ‘ βˆ‘ PUNCT iajs-2894 87 3 ( ( PUNCT iajs-2894 87 4 πΆπ‘œπ‘–π‘— πΆπ‘œπ‘–π‘— PROPN iajs-2894 87 5 βˆ‘ βˆ‘ PROPN iajs-2894 87 6 βˆ‘ βˆ‘ PROPN iajs-2894 87 7 πΆπ‘œπ‘–π‘— πΆπ‘œπ‘–π‘— PROPN iajs-2894 87 8 ) ) PUNCT iajs-2894 87 9 2 2 NUM iajs-2894 87 10 𝑗𝑖 𝑗𝑖 NOUN iajs-2894 87 11 ( ( PUNCT iajs-2894 87 12 8) 8) NUM iajs-2894 87 13 where where SCONJ iajs-2894 87 14 𝑝(𝑖 𝑝(𝑖 NOUN iajs-2894 87 15 , , PUNCT iajs-2894 87 16 𝑗 𝑗 PROPN iajs-2894 87 17 ) ) PUNCT iajs-2894 87 18 the the DET iajs-2894 87 19 probability probability NOUN iajs-2894 87 20 of of ADP iajs-2894 87 21 the the DET iajs-2894 87 22 co co NOUN iajs-2894 87 23 - - NOUN iajs-2894 87 24 occurrence occurrence ADJ iajs-2894 87 25 matrix matrix NOUN iajs-2894 87 26 element element NOUN iajs-2894 87 27 value value NOUN iajs-2894 87 28 πΆπ‘œπ‘–π‘— πΆπ‘œπ‘–π‘— PROPN iajs-2894 87 29 ο‚· ο‚· NOUN iajs-2894 87 30 classifying classify VERB iajs-2894 87 31 the the DET iajs-2894 87 32 brodatz brodatz NOUN iajs-2894 87 33 database database NOUN iajs-2894 87 34 using use VERB iajs-2894 87 35 the the DET iajs-2894 87 36 k k NOUN iajs-2894 87 37 _ _ PUNCT iajs-2894 87 38 means mean VERB iajs-2894 87 39 classifier classifier NOUN iajs-2894 87 40 for for ADP iajs-2894 87 41 a a DET iajs-2894 87 42 number number NOUN iajs-2894 87 43 of of ADP iajs-2894 87 44 classes class NOUN iajs-2894 87 45 . . PUNCT iajs-2894 88 1 ο‚· ο‚· NOUN iajs-2894 88 2 calculating calculate VERB iajs-2894 88 3 the the DET iajs-2894 88 4 confusion confusion NOUN iajs-2894 88 5 matrix matrix NOUN iajs-2894 88 6 between between ADP iajs-2894 88 7 each each DET iajs-2894 88 8 two two NUM iajs-2894 88 9 classification classification NOUN iajs-2894 88 10 methods method NOUN iajs-2894 88 11 for for ADP iajs-2894 88 12 all all DET iajs-2894 88 13 angles angle NOUN iajs-2894 88 14 0 0 NUM iajs-2894 88 15 , , PUNCT iajs-2894 88 16 45 45 NUM iajs-2894 88 17 , , PUNCT iajs-2894 88 18 90 90 NUM iajs-2894 88 19 and and CCONJ iajs-2894 88 20 135 135 NUM iajs-2894 88 21 . . PUNCT iajs-2894 89 1 ο‚· ο‚· NOUN iajs-2894 89 2 calculating calculate VERB iajs-2894 89 3 the the DET iajs-2894 89 4 agreement agreement NOUN iajs-2894 89 5 percent percent NOUN iajs-2894 89 6 between between ADP iajs-2894 89 7 the the DET iajs-2894 89 8 results result NOUN iajs-2894 89 9 of of ADP iajs-2894 89 10 classification classification NOUN iajs-2894 89 11 of of ADP iajs-2894 89 12 each each DET iajs-2894 89 13 two two NUM iajs-2894 89 14 methods method NOUN iajs-2894 89 15 ( ( PUNCT iajs-2894 89 16 two two NUM iajs-2894 89 17 different different ADJ iajs-2894 89 18 angles angle NOUN iajs-2894 89 19 ) ) PUNCT iajs-2894 89 20 . . PUNCT iajs-2894 90 1 ο‚· ο‚· NOUN iajs-2894 91 1 studying study VERB iajs-2894 91 2 the the DET iajs-2894 91 3 distribution distribution NOUN iajs-2894 91 4 of of ADP iajs-2894 91 5 the the DET iajs-2894 91 6 classified classify VERB iajs-2894 91 7 images image NOUN iajs-2894 91 8 between between ADP iajs-2894 91 9 methods method NOUN iajs-2894 91 10 ( ( PUNCT iajs-2894 91 11 different different ADJ iajs-2894 91 12 angles angle NOUN iajs-2894 91 13 ) ) PUNCT iajs-2894 91 14 by by ADP iajs-2894 91 15 calculating calculate VERB iajs-2894 91 16 the the DET iajs-2894 91 17 projection projection NOUN iajs-2894 91 18 of of ADP iajs-2894 91 19 one one NUM iajs-2894 91 20 method method NOUN iajs-2894 91 21 into into ADP iajs-2894 91 22 another another DET iajs-2894 91 23 method method NOUN iajs-2894 91 24 , , PUNCT iajs-2894 91 25 as as SCONJ iajs-2894 91 26 shown show VERB iajs-2894 91 27 in in ADP iajs-2894 91 28 figure figure NOUN iajs-2894 91 29 1 1 NUM iajs-2894 91 30 first first ADJ iajs-2894 91 31 method method NOUN iajs-2894 91 32 s s PART iajs-2894 91 33 ec ec NOUN iajs-2894 91 34 o o NOUN iajs-2894 91 35 n n PROPN iajs-2894 91 36 d d NOUN iajs-2894 91 37 m m VERB iajs-2894 91 38 et et NOUN iajs-2894 91 39 h h NOUN iajs-2894 91 40 o o PROPN iajs-2894 92 1 d d NOUN iajs-2894 92 2 the the DET iajs-2894 92 3 projection projection NOUN iajs-2894 92 4 for for ADP iajs-2894 92 5 the the DET iajs-2894 92 6 first first ADJ iajs-2894 92 7 method method NOUN iajs-2894 92 8 on on ADP iajs-2894 92 9 the the DET iajs-2894 92 10 second second NOUN iajs-2894 92 11 the the DET iajs-2894 92 12 projection projection NOUN iajs-2894 92 13 of of ADP iajs-2894 92 14 the the DET iajs-2894 92 15 second second ADJ iajs-2894 92 16 method method NOUN iajs-2894 92 17 on on ADP iajs-2894 92 18 the the DET iajs-2894 92 19 first first ADJ iajs-2894 92 20 figure figure NOUN iajs-2894 92 21 1 1 NUM iajs-2894 92 22 . . PUNCT iajs-2894 93 1 the the DET iajs-2894 93 2 confusion confusion NOUN iajs-2894 93 3 matrix matrix NOUN iajs-2894 93 4 the the DET iajs-2894 93 5 confusion confusion NOUN iajs-2894 93 6 matrix matrix NOUN iajs-2894 93 7 was be AUX iajs-2894 93 8 used use VERB iajs-2894 93 9 to to PART iajs-2894 93 10 calculate calculate VERB iajs-2894 93 11 the the DET iajs-2894 93 12 agreement agreement NOUN iajs-2894 93 13 percent percent NOUN iajs-2894 93 14 for for ADP iajs-2894 93 15 the the DET iajs-2894 93 16 classification classification NOUN iajs-2894 93 17 results result NOUN iajs-2894 93 18 of of ADP iajs-2894 93 19 classifying classify VERB iajs-2894 93 20 the the DET iajs-2894 93 21 images image NOUN iajs-2894 93 22 between between ADP iajs-2894 93 23 each each DET iajs-2894 93 24 two two NUM iajs-2894 93 25 methods method NOUN iajs-2894 93 26 , , PUNCT iajs-2894 93 27 using use VERB iajs-2894 93 28 equation equation NOUN iajs-2894 93 29 9 9 NUM iajs-2894 93 30 . . PUNCT iajs-2894 94 1 π΄π‘”π‘Ÿπ‘’π‘’π‘šπ‘’π‘›π‘‘ π΄π‘”π‘Ÿπ‘’π‘’π‘šπ‘’π‘›π‘‘ PROPN iajs-2894 94 2 π‘ƒπ‘’π‘Ÿπ‘π‘’π‘›π‘‘ π‘ƒπ‘’π‘Ÿπ‘π‘’π‘›π‘‘ PROPN iajs-2894 94 3 ( ( PUNCT iajs-2894 94 4 𝐴𝑃 𝐴𝑃 PROPN iajs-2894 94 5 ) ) PUNCT iajs-2894 94 6 = = PUNCT iajs-2894 94 7 βˆ‘ βˆ‘ PUNCT iajs-2894 94 8 πΆπ‘œπ‘›π‘“π‘–π‘– πΆπ‘œπ‘›π‘“π‘–π‘– PROPN iajs-2894 94 9 𝑁 𝑁 PROPN iajs-2894 94 10 𝑖 𝑖 X iajs-2894 94 11 βˆ‘ βˆ‘ PROPN iajs-2894 94 12 πΆπ‘œπ‘›π‘“π‘–π‘— πΆπ‘œπ‘›π‘“π‘–π‘— PROPN iajs-2894 94 13 𝑁 𝑁 PROPN iajs-2894 94 14 𝑖𝑗 𝑖𝑗 X iajs-2894 94 15 ( ( PUNCT iajs-2894 94 16 9 9 NUM iajs-2894 94 17 ) ) PUNCT iajs-2894 94 18 3.results 3.results NUM iajs-2894 94 19 and and CCONJ iajs-2894 94 20 discussion discussion NOUN iajs-2894 94 21 brodatz brodatz NOUN iajs-2894 94 22 images image NOUN iajs-2894 94 23 were be AUX iajs-2894 94 24 used use VERB iajs-2894 94 25 as as ADP iajs-2894 94 26 samples sample NOUN iajs-2894 94 27 to to PART iajs-2894 94 28 study study VERB iajs-2894 94 29 the the DET iajs-2894 94 30 glcm glcm PROPN iajs-2894 94 31 method method NOUN iajs-2894 94 32 in in ADP iajs-2894 94 33 distinguishing distinguish VERB iajs-2894 94 34 texture texture ADJ iajs-2894 94 35 images image NOUN iajs-2894 94 36 , , PUNCT iajs-2894 94 37 where where SCONJ iajs-2894 94 38 112 112 NUM iajs-2894 94 39 ( ( PUNCT iajs-2894 94 40 gray gray ADJ iajs-2894 94 41 images image NOUN iajs-2894 94 42 ) ) PUNCT iajs-2894 94 43 were be AUX iajs-2894 94 44 used use VERB iajs-2894 94 45 . . PUNCT iajs-2894 95 1 below below ADV iajs-2894 95 2 , , PUNCT iajs-2894 95 3 in in ADP iajs-2894 95 4 figure figure NOUN iajs-2894 95 5 2 2 NUM iajs-2894 95 6 , , PUNCT iajs-2894 95 7 is be AUX iajs-2894 95 8 a a DET iajs-2894 95 9 sample sample NOUN iajs-2894 95 10 of of ADP iajs-2894 95 11 these these DET iajs-2894 95 12 images image NOUN iajs-2894 95 13 . . PUNCT iajs-2894 96 1 ihjpas ihjpas PROPN iajs-2894 96 2 . . PUNCT iajs-2894 97 1 36(1)2023 36(1)2023 NUM iajs-2894 97 2 117 117 NUM iajs-2894 97 3 figure figure NOUN iajs-2894 97 4 2 2 NUM iajs-2894 97 5 . . PUNCT iajs-2894 97 6 a a DET iajs-2894 97 7 set set NOUN iajs-2894 97 8 of of ADP iajs-2894 97 9 samples sample NOUN iajs-2894 97 10 taken take VERB iajs-2894 97 11 from from ADP iajs-2894 97 12 brodatz brodatz NOUN iajs-2894 97 13 the the DET iajs-2894 97 14 glcm glcm PROPN iajs-2894 97 15 was be AUX iajs-2894 97 16 calculated calculate VERB iajs-2894 97 17 for for ADP iajs-2894 97 18 the the DET iajs-2894 97 19 angles angle NOUN iajs-2894 97 20 ( ( PUNCT iajs-2894 97 21 0 0 NUM iajs-2894 97 22 , , PUNCT iajs-2894 97 23 45 45 NUM iajs-2894 97 24 , , PUNCT iajs-2894 97 25 90 90 NUM iajs-2894 97 26 and and CCONJ iajs-2894 97 27 135 135 NUM iajs-2894 97 28 ) ) PUNCT iajs-2894 97 29 with with ADP iajs-2894 97 30 one one NUM iajs-2894 97 31 - - PUNCT iajs-2894 97 32 pixel pixel NOUN iajs-2894 97 33 distance distance NOUN iajs-2894 97 34 to to PART iajs-2894 97 35 study study VERB iajs-2894 97 36 the the DET iajs-2894 97 37 effect effect NOUN iajs-2894 97 38 of of ADP iajs-2894 97 39 angle angle NOUN iajs-2894 97 40 change change NOUN iajs-2894 97 41 on on ADP iajs-2894 97 42 the the DET iajs-2894 97 43 ability ability NOUN iajs-2894 97 44 of of ADP iajs-2894 97 45 the the DET iajs-2894 97 46 glcm glcm PROPN iajs-2894 97 47 to to PART iajs-2894 97 48 distinguish distinguish VERB iajs-2894 97 49 texture texture ADJ iajs-2894 97 50 images image NOUN iajs-2894 97 51 . . PUNCT iajs-2894 98 1 a a DET iajs-2894 98 2 database database NOUN iajs-2894 98 3 was be AUX iajs-2894 98 4 created create VERB iajs-2894 98 5 for for ADP iajs-2894 98 6 each each DET iajs-2894 98 7 image image NOUN iajs-2894 98 8 and and CCONJ iajs-2894 98 9 each each DET iajs-2894 98 10 angle angle NOUN iajs-2894 98 11 used use VERB iajs-2894 98 12 in in ADP iajs-2894 98 13 the the DET iajs-2894 98 14 gray gray ADJ iajs-2894 98 15 - - PUNCT iajs-2894 98 16 level level NOUN iajs-2894 98 17 co co NOUN iajs-2894 98 18 - - NOUN iajs-2894 98 19 occurrence occurrence ADJ iajs-2894 98 20 matrix matrix NOUN iajs-2894 98 21 using use VERB iajs-2894 98 22 eight eight NUM iajs-2894 98 23 features feature NOUN iajs-2894 98 24 that that PRON iajs-2894 98 25 illustrate illustrate VERB iajs-2894 98 26 in in ADP iajs-2894 98 27 the the DET iajs-2894 98 28 methodology methodology NOUN iajs-2894 98 29 as as ADP iajs-2894 98 30 a a DET iajs-2894 98 31 pattern pattern NOUN iajs-2894 98 32 to to PART iajs-2894 98 33 describe describe VERB iajs-2894 98 34 the the DET iajs-2894 98 35 texture texture NOUN iajs-2894 98 36 of of ADP iajs-2894 98 37 the the DET iajs-2894 98 38 images image NOUN iajs-2894 98 39 . . PUNCT iajs-2894 99 1 k k X iajs-2894 99 2 - - PUNCT iajs-2894 99 3 means means NOUN iajs-2894 99 4 classifier classifier NOUN iajs-2894 99 5 was be AUX iajs-2894 99 6 used use VERB iajs-2894 99 7 to to PART iajs-2894 99 8 classify classify VERB iajs-2894 99 9 the the DET iajs-2894 99 10 images image NOUN iajs-2894 99 11 starting start VERB iajs-2894 99 12 from from ADP iajs-2894 99 13 two two NUM iajs-2894 99 14 to to PART iajs-2894 99 15 eight eight NUM iajs-2894 99 16 classes class NOUN iajs-2894 99 17 . . PUNCT iajs-2894 100 1 the the DET iajs-2894 100 2 confusion confusion NOUN iajs-2894 100 3 matrix matrix NOUN iajs-2894 100 4 was be AUX iajs-2894 100 5 used use VERB iajs-2894 100 6 to to PART iajs-2894 100 7 analyze analyze VERB iajs-2894 100 8 the the DET iajs-2894 100 9 results result NOUN iajs-2894 100 10 , , PUNCT iajs-2894 100 11 as as SCONJ iajs-2894 100 12 shown show VERB iajs-2894 100 13 in in ADP iajs-2894 100 14 figure figure NOUN iajs-2894 100 15 2 2 NUM iajs-2894 100 16 . . PUNCT iajs-2894 101 1 the the DET iajs-2894 101 2 results result NOUN iajs-2894 101 3 of of ADP iajs-2894 101 4 each each DET iajs-2894 101 5 method method NOUN iajs-2894 101 6 intersected intersect VERB iajs-2894 101 7 with with ADP iajs-2894 101 8 other other ADJ iajs-2894 101 9 methods method NOUN iajs-2894 101 10 . . PUNCT iajs-2894 102 1 figure figure NOUN iajs-2894 102 2 3 3 NUM iajs-2894 102 3 . . PUNCT iajs-2894 102 4 shows show VERB iajs-2894 102 5 the the DET iajs-2894 102 6 relationship relationship NOUN iajs-2894 102 7 between between ADP iajs-2894 102 8 the the DET iajs-2894 102 9 number number NOUN iajs-2894 102 10 of of ADP iajs-2894 102 11 classes class NOUN iajs-2894 102 12 and and CCONJ iajs-2894 102 13 the the DET iajs-2894 102 14 percentage percentage NOUN iajs-2894 102 15 of of ADP iajs-2894 102 16 agreement agreement NOUN iajs-2894 102 17 for for ADP iajs-2894 102 18 every every DET iajs-2894 102 19 two two NUM iajs-2894 102 20 angles angle NOUN iajs-2894 102 21 . . PUNCT iajs-2894 103 1 the the DET iajs-2894 103 2 general general ADJ iajs-2894 103 3 behavior behavior NOUN iajs-2894 103 4 of of ADP iajs-2894 103 5 all all DET iajs-2894 103 6 selected select VERB iajs-2894 103 7 angles angle NOUN iajs-2894 103 8 decreased decrease VERB iajs-2894 103 9 rate rate NOUN iajs-2894 103 10 with with ADP iajs-2894 103 11 the the DET iajs-2894 103 12 number number NOUN iajs-2894 103 13 of of ADP iajs-2894 103 14 classes class NOUN iajs-2894 103 15 . . PUNCT iajs-2894 104 1 still still ADV iajs-2894 104 2 , , PUNCT iajs-2894 104 3 the the DET iajs-2894 104 4 behavior behavior NOUN iajs-2894 104 5 of of ADP iajs-2894 104 6 ( ( PUNCT iajs-2894 104 7 135 135 NUM iajs-2894 104 8 - - SYM iajs-2894 104 9 45 45 NUM iajs-2894 104 10 ) ) PUNCT iajs-2894 104 11 and and CCONJ iajs-2894 104 12 ( ( PUNCT iajs-2894 104 13 0 0 NUM iajs-2894 104 14 - - SYM iajs-2894 104 15 90 90 NUM iajs-2894 104 16 ) ) PUNCT iajs-2894 104 17 angles angle NOUN iajs-2894 104 18 are be AUX iajs-2894 104 19 different different ADJ iajs-2894 104 20 from from ADP iajs-2894 104 21 the the DET iajs-2894 104 22 others other NOUN iajs-2894 104 23 because because SCONJ iajs-2894 104 24 they they PRON iajs-2894 104 25 are be AUX iajs-2894 104 26 right right ADJ iajs-2894 104 27 angles angle NOUN iajs-2894 104 28 to to ADP iajs-2894 104 29 each each DET iajs-2894 104 30 other other ADJ iajs-2894 104 31 . . PUNCT iajs-2894 105 1 for for ADP iajs-2894 105 2 the the DET iajs-2894 105 3 angle angle NOUN iajs-2894 105 4 ( ( PUNCT iajs-2894 105 5 45 45 NUM iajs-2894 105 6 - - SYM iajs-2894 105 7 135 135 NUM iajs-2894 105 8 ) ) PUNCT iajs-2894 105 9 and and CCONJ iajs-2894 105 10 ( ( PUNCT iajs-2894 105 11 0 0 NUM iajs-2894 105 12 - - SYM iajs-2894 105 13 90 90 NUM iajs-2894 105 14 ) ) PUNCT iajs-2894 105 15 , , PUNCT iajs-2894 105 16 the the DET iajs-2894 105 17 percentage percentage NOUN iajs-2894 105 18 of of ADP iajs-2894 105 19 agreement agreement NOUN iajs-2894 105 20 was be AUX iajs-2894 105 21 around around ADV iajs-2894 105 22 90 90 NUM iajs-2894 105 23 % % NOUN iajs-2894 105 24 . . PUNCT iajs-2894 106 1 and and CCONJ iajs-2894 106 2 for for ADP iajs-2894 106 3 several several ADJ iajs-2894 106 4 classes class NOUN iajs-2894 106 5 , , PUNCT iajs-2894 106 6 up up ADP iajs-2894 106 7 to to PART iajs-2894 106 8 seven seven NUM iajs-2894 106 9 classes class NOUN iajs-2894 106 10 between between ADP iajs-2894 106 11 the the DET iajs-2894 106 12 two two NUM iajs-2894 106 13 angles angle NOUN iajs-2894 106 14 ( ( PUNCT iajs-2894 106 15 45 45 NUM iajs-2894 106 16 - - SYM iajs-2894 106 17 135 135 NUM iajs-2894 106 18 ) ) PUNCT iajs-2894 106 19 and and CCONJ iajs-2894 106 20 within within ADP iajs-2894 106 21 five five NUM iajs-2894 106 22 classes class NOUN iajs-2894 106 23 between between ADP iajs-2894 106 24 the the DET iajs-2894 106 25 two two NUM iajs-2894 106 26 angles angle NOUN iajs-2894 106 27 ( ( PUNCT iajs-2894 106 28 0 0 NUM iajs-2894 106 29 - - SYM iajs-2894 106 30 90 90 NUM iajs-2894 106 31 ) ) PUNCT iajs-2894 106 32 . . PUNCT iajs-2894 107 1 at at ADP iajs-2894 107 2 the the DET iajs-2894 107 3 same same ADJ iajs-2894 107 4 time time NOUN iajs-2894 107 5 , , PUNCT iajs-2894 107 6 the the DET iajs-2894 107 7 rest rest NOUN iajs-2894 107 8 of of ADP iajs-2894 107 9 the the DET iajs-2894 107 10 angles angle NOUN iajs-2894 107 11 showed show VERB iajs-2894 107 12 that that SCONJ iajs-2894 107 13 the the DET iajs-2894 107 14 percentage percentage NOUN iajs-2894 107 15 of of ADP iajs-2894 107 16 agreement agreement NOUN iajs-2894 107 17 for for ADP iajs-2894 107 18 the the DET iajs-2894 107 19 class class NOUN iajs-2894 107 20 has have AUX iajs-2894 107 21 started start VERB iajs-2894 107 22 decreasing decrease VERB iajs-2894 107 23 from from ADP iajs-2894 107 24 the the DET iajs-2894 107 25 third third ADJ iajs-2894 107 26 class class NOUN iajs-2894 107 27 and and CCONJ iajs-2894 107 28 downward downward ADJ iajs-2894 107 29 . . PUNCT iajs-2894 108 1 when when SCONJ iajs-2894 108 2 the the DET iajs-2894 108 3 number number NOUN iajs-2894 108 4 of of ADP iajs-2894 108 5 varieties variety NOUN iajs-2894 108 6 was be AUX iajs-2894 108 7 few few ADJ iajs-2894 108 8 , , PUNCT iajs-2894 108 9 the the DET iajs-2894 108 10 percentage percentage NOUN iajs-2894 108 11 of of ADP iajs-2894 108 12 compatibility compatibility NOUN iajs-2894 108 13 between between ADP iajs-2894 108 14 them they PRON iajs-2894 108 15 was be AUX iajs-2894 108 16 very very ADV iajs-2894 108 17 high high ADJ iajs-2894 108 18 , , PUNCT iajs-2894 108 19 but but CCONJ iajs-2894 108 20 this this DET iajs-2894 108 21 case case NOUN iajs-2894 108 22 still still ADV iajs-2894 108 23 must must AUX iajs-2894 108 24 be be AUX iajs-2894 108 25 fixed fix VERB iajs-2894 108 26 . . PUNCT iajs-2894 109 1 with with ADP iajs-2894 109 2 the the DET iajs-2894 109 3 increase increase NOUN iajs-2894 109 4 in in ADP iajs-2894 109 5 the the DET iajs-2894 109 6 number number NOUN iajs-2894 109 7 of of ADP iajs-2894 109 8 classes class NOUN iajs-2894 109 9 , , PUNCT iajs-2894 109 10 the the DET iajs-2894 109 11 percentage percentage NOUN iajs-2894 109 12 of of ADP iajs-2894 109 13 the the DET iajs-2894 109 14 agreement agreement NOUN iajs-2894 109 15 began begin VERB iajs-2894 109 16 to to PART iajs-2894 109 17 decrease decrease VERB iajs-2894 109 18 , , PUNCT iajs-2894 109 19 and and CCONJ iajs-2894 109 20 the the DET iajs-2894 109 21 speed speed NOUN iajs-2894 109 22 of of ADP iajs-2894 109 23 reduction reduction NOUN iajs-2894 109 24 depended depend VERB iajs-2894 109 25 on on ADP iajs-2894 109 26 the the DET iajs-2894 109 27 value value NOUN iajs-2894 109 28 of of ADP iajs-2894 109 29 the the DET iajs-2894 109 30 angle angle NOUN iajs-2894 109 31 formed form VERB iajs-2894 109 32 by by ADP iajs-2894 109 33 the the DET iajs-2894 109 34 two two NUM iajs-2894 109 35 angles angle NOUN iajs-2894 109 36 used use VERB iajs-2894 109 37 in in ADP iajs-2894 109 38 the the DET iajs-2894 109 39 classification classification NOUN iajs-2894 109 40 in in ADP iajs-2894 109 41 terms term NOUN iajs-2894 109 42 of of ADP iajs-2894 109 43 being be AUX iajs-2894 109 44 a a DET iajs-2894 109 45 multiple multiple NOUN iajs-2894 109 46 of of ADP iajs-2894 109 47 the the DET iajs-2894 109 48 angle angle NOUN iajs-2894 109 49 90 90 NUM iajs-2894 109 50 . . PUNCT iajs-2894 110 1 ihjpas ihjpas PROPN iajs-2894 110 2 . . PUNCT iajs-2894 111 1 36(1)2023 36(1)2023 NUM iajs-2894 111 2 118 118 NUM iajs-2894 111 3 figure figure NOUN iajs-2894 111 4 3 3 NUM iajs-2894 111 5 . . PUNCT iajs-2894 112 1 the the DET iajs-2894 112 2 distribution distribution NOUN iajs-2894 112 3 of of ADP iajs-2894 112 4 the the DET iajs-2894 112 5 number number NOUN iajs-2894 112 6 of of ADP iajs-2894 112 7 classes class NOUN iajs-2894 112 8 and and CCONJ iajs-2894 112 9 the the DET iajs-2894 112 10 agreement agreement NOUN iajs-2894 112 11 percentage percentage NOUN iajs-2894 112 12 for for ADP iajs-2894 112 13 each each PRON iajs-2894 112 14 of of ADP iajs-2894 112 15 the the DET iajs-2894 112 16 two two NUM iajs-2894 112 17 angles angle NOUN iajs-2894 112 18 the the DET iajs-2894 112 19 confusion confusion NOUN iajs-2894 112 20 matrix matrix NOUN iajs-2894 112 21 was be AUX iajs-2894 112 22 used use VERB iajs-2894 112 23 to to PART iajs-2894 112 24 study study VERB iajs-2894 112 25 the the DET iajs-2894 112 26 distribution distribution NOUN iajs-2894 112 27 of of ADP iajs-2894 112 28 the the DET iajs-2894 112 29 images image NOUN iajs-2894 112 30 in in ADP iajs-2894 112 31 each each DET iajs-2894 112 32 method method NOUN iajs-2894 112 33 relative relative ADJ iajs-2894 112 34 to to ADP iajs-2894 112 35 the the DET iajs-2894 112 36 second second ADJ iajs-2894 112 37 method method NOUN iajs-2894 112 38 ( ( PUNCT iajs-2894 112 39 its its PRON iajs-2894 112 40 projection projection NOUN iajs-2894 112 41 ) ) PUNCT iajs-2894 112 42 and and CCONJ iajs-2894 112 43 various various ADJ iajs-2894 112 44 adopted adopt VERB iajs-2894 112 45 classes class NOUN iajs-2894 112 46 , , PUNCT iajs-2894 112 47 as as SCONJ iajs-2894 112 48 shown show VERB iajs-2894 112 49 in in ADP iajs-2894 112 50 figure figure NOUN iajs-2894 112 51 2 2 NUM iajs-2894 112 52 . . PUNCT iajs-2894 113 1 the the DET iajs-2894 113 2 projection projection NOUN iajs-2894 113 3 of of ADP iajs-2894 113 4 the the DET iajs-2894 113 5 first first ADJ iajs-2894 113 6 method method NOUN iajs-2894 113 7 on on ADP iajs-2894 113 8 the the DET iajs-2894 113 9 second second NOUN iajs-2894 113 10 and and CCONJ iajs-2894 113 11 the the DET iajs-2894 113 12 second second ADJ iajs-2894 113 13 method method NOUN iajs-2894 113 14 on on ADP iajs-2894 113 15 the the DET iajs-2894 113 16 first first ADJ iajs-2894 113 17 and and CCONJ iajs-2894 113 18 for for ADP iajs-2894 113 19 all all DET iajs-2894 113 20 classes class NOUN iajs-2894 113 21 and and CCONJ iajs-2894 113 22 angles angle NOUN iajs-2894 113 23 adopted adopt VERB iajs-2894 113 24 in in ADP iajs-2894 113 25 the the DET iajs-2894 113 26 research research NOUN iajs-2894 113 27 were be AUX iajs-2894 113 28 calculated calculate VERB iajs-2894 113 29 , , PUNCT iajs-2894 113 30 as as SCONJ iajs-2894 113 31 shown show VERB iajs-2894 113 32 in in ADP iajs-2894 113 33 figure figure NOUN iajs-2894 113 34 4 4 NUM iajs-2894 113 35 . . PUNCT iajs-2894 114 1 the the DET iajs-2894 114 2 projection projection NOUN iajs-2894 114 3 for for ADP iajs-2894 114 4 first first ADJ iajs-2894 114 5 method method NOUN iajs-2894 114 6 to to ADP iajs-2894 114 7 second second ADJ iajs-2894 114 8 method method VERB iajs-2894 114 9 the the DET iajs-2894 114 10 projection projection NOUN iajs-2894 114 11 of of ADP iajs-2894 114 12 second second ADJ iajs-2894 114 13 method method NOUN iajs-2894 114 14 to to PART iajs-2894 114 15 first first ADJ iajs-2894 114 16 method method PROPN iajs-2894 114 17 ihjpas ihjpa NOUN iajs-2894 114 18 . . PUNCT iajs-2894 115 1 36(1)2023 36(1)2023 NUM iajs-2894 115 2 119 119 NUM iajs-2894 115 3 ihjpas ihjpa NOUN iajs-2894 115 4 . . PUNCT iajs-2894 116 1 36(1)2023 36(1)2023 NUM iajs-2894 116 2 120 120 NUM iajs-2894 116 3 figure figure NOUN iajs-2894 116 4 4.the 4.the DET iajs-2894 116 5 projection projection NOUN iajs-2894 116 6 of of ADP iajs-2894 116 7 the the DET iajs-2894 116 8 method method NOUN iajs-2894 116 9 on on ADP iajs-2894 116 10 to to ADP iajs-2894 116 11 the the DET iajs-2894 116 12 other other ADJ iajs-2894 116 13 , , PUNCT iajs-2894 116 14 using use VERB iajs-2894 116 15 different different ADJ iajs-2894 116 16 classes class NOUN iajs-2894 116 17 it it PRON iajs-2894 116 18 can can AUX iajs-2894 116 19 be be AUX iajs-2894 116 20 seen see VERB iajs-2894 116 21 that that SCONJ iajs-2894 116 22 in in ADP iajs-2894 116 23 the the DET iajs-2894 116 24 confusion confusion NOUN iajs-2894 116 25 matrix matrix NOUN iajs-2894 116 26 , , PUNCT iajs-2894 116 27 there there PRON iajs-2894 116 28 is be VERB iajs-2894 116 29 a a DET iajs-2894 116 30 problem problem NOUN iajs-2894 116 31 with with ADP iajs-2894 116 32 the the DET iajs-2894 116 33 classification classification NOUN iajs-2894 116 34 results result NOUN iajs-2894 116 35 . . PUNCT iajs-2894 117 1 in in ADP iajs-2894 117 2 most most ADJ iajs-2894 117 3 cases case NOUN iajs-2894 117 4 , , PUNCT iajs-2894 117 5 a a DET iajs-2894 117 6 class class NOUN iajs-2894 117 7 contains contain VERB iajs-2894 117 8 the the DET iajs-2894 117 9 highest high ADJ iajs-2894 117 10 number number NOUN iajs-2894 117 11 of of ADP iajs-2894 117 12 images image NOUN iajs-2894 117 13 . . PUNCT iajs-2894 118 1 we we PRON iajs-2894 118 2 note note VERB iajs-2894 118 3 that that SCONJ iajs-2894 118 4 this this DET iajs-2894 118 5 method method NOUN iajs-2894 118 6 distributes distribute VERB iajs-2894 118 7 images image NOUN iajs-2894 118 8 to to ADP iajs-2894 118 9 the the DET iajs-2894 118 10 classes class NOUN iajs-2894 118 11 so so SCONJ iajs-2894 118 12 that that SCONJ iajs-2894 118 13 there there PRON iajs-2894 118 14 is be VERB iajs-2894 118 15 a a DET iajs-2894 118 16 class class NOUN iajs-2894 118 17 that that PRON iajs-2894 118 18 contains contain VERB iajs-2894 118 19 most most ADJ iajs-2894 118 20 images image NOUN iajs-2894 118 21 , , PUNCT iajs-2894 118 22 regardless regardless ADV iajs-2894 118 23 of of ADP iajs-2894 118 24 their their PRON iajs-2894 118 25 arrangement arrangement NOUN iajs-2894 118 26 , , PUNCT iajs-2894 118 27 which which PRON iajs-2894 118 28 is be AUX iajs-2894 118 29 usually usually ADV iajs-2894 118 30 the the DET iajs-2894 118 31 class class NOUN iajs-2894 118 32 in in ADP iajs-2894 118 33 the the DET iajs-2894 118 34 middle middle NOUN iajs-2894 118 35 , , PUNCT iajs-2894 118 36 which which PRON iajs-2894 118 37 represents represent VERB iajs-2894 118 38 one one NUM iajs-2894 118 39 of of ADP iajs-2894 118 40 the the DET iajs-2894 118 41 defects defect NOUN iajs-2894 118 42 of of ADP iajs-2894 118 43 this this DET iajs-2894 118 44 method method NOUN iajs-2894 118 45 , , PUNCT iajs-2894 118 46 as as SCONJ iajs-2894 118 47 the the DET iajs-2894 118 48 distribution distribution NOUN iajs-2894 118 49 is be AUX iajs-2894 118 50 not not PART iajs-2894 118 51 equal equal ADJ iajs-2894 118 52 . . PUNCT iajs-2894 119 1 still still ADV iajs-2894 119 2 , , PUNCT iajs-2894 119 3 one one NUM iajs-2894 119 4 of of ADP iajs-2894 119 5 the the DET iajs-2894 119 6 classes class NOUN iajs-2894 119 7 is be AUX iajs-2894 119 8 dominant dominant ADJ iajs-2894 119 9 and and CCONJ iajs-2894 119 10 takes take VERB iajs-2894 119 11 the the DET iajs-2894 119 12 most most ADV iajs-2894 119 13 significant significant ADJ iajs-2894 119 14 number number NOUN iajs-2894 119 15 of of ADP iajs-2894 119 16 images image NOUN iajs-2894 119 17 . . PUNCT iajs-2894 120 1 this this DET iajs-2894 120 2 behavior behavior NOUN iajs-2894 120 3 is be AUX iajs-2894 120 4 identical identical ADJ iajs-2894 120 5 to to ADP iajs-2894 120 6 all all DET iajs-2894 120 7 the the DET iajs-2894 120 8 results result NOUN iajs-2894 120 9 of of ADP iajs-2894 120 10 different different ADJ iajs-2894 120 11 classes class NOUN iajs-2894 120 12 ' ' PART iajs-2894 120 13 projections projection NOUN iajs-2894 120 14 and and CCONJ iajs-2894 120 15 angles angle NOUN iajs-2894 120 16 . . PUNCT iajs-2894 121 1 ihjpas ihjpas PROPN iajs-2894 121 2 . . 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PUNCT iajs-2894 123 1 it it PRON iajs-2894 123 2 decreases decrease VERB iajs-2894 123 3 when when SCONJ iajs-2894 123 4 the the DET iajs-2894 123 5 number number NOUN iajs-2894 123 6 of of ADP iajs-2894 123 7 classes class NOUN iajs-2894 123 8 is be AUX iajs-2894 123 9 increased increase VERB iajs-2894 123 10 . . PUNCT iajs-2894 124 1 ο‚· ο‚· X iajs-2894 124 2 when when SCONJ iajs-2894 124 3 every every DET iajs-2894 124 4 two two NUM iajs-2894 124 5 angles angle NOUN iajs-2894 124 6 used use VERB iajs-2894 124 7 for for ADP iajs-2894 124 8 glcm glcm NOUN iajs-2894 124 9 form form VERB iajs-2894 124 10 a a DET iajs-2894 124 11 right right ADJ iajs-2894 124 12 angle angle NOUN iajs-2894 124 13 , , PUNCT iajs-2894 124 14 the the DET iajs-2894 124 15 percentage percentage NOUN iajs-2894 124 16 of of ADP iajs-2894 124 17 agreement agreement NOUN iajs-2894 124 18 decreases decrease VERB iajs-2894 124 19 less less ADJ iajs-2894 124 20 than than ADP iajs-2894 124 21 in in ADP iajs-2894 124 22 the the DET iajs-2894 124 23 rest rest NOUN iajs-2894 124 24 of of ADP iajs-2894 124 25 the the DET iajs-2894 124 26 cases case NOUN iajs-2894 124 27 . . PUNCT iajs-2894 125 1 ο‚· ο‚· NOUN iajs-2894 125 2 when when SCONJ iajs-2894 125 3 using use VERB iajs-2894 125 4 glcm glcm NOUN iajs-2894 125 5 , , PUNCT iajs-2894 125 6 the the DET iajs-2894 125 7 classification classification NOUN iajs-2894 125 8 results result VERB iajs-2894 125 9 in in ADP iajs-2894 125 10 one one NUM iajs-2894 125 11 of of ADP iajs-2894 125 12 the the DET iajs-2894 125 13 classes class NOUN iajs-2894 125 14 being be AUX iajs-2894 125 15 the the DET iajs-2894 125 16 dominant dominant ADJ iajs-2894 125 17 one one NUM iajs-2894 125 18 in in ADP iajs-2894 125 19 terms term NOUN iajs-2894 125 20 of of ADP iajs-2894 125 21 the the DET iajs-2894 125 22 number number NOUN iajs-2894 125 23 of of ADP iajs-2894 125 24 images image NOUN iajs-2894 125 25 , , PUNCT iajs-2894 125 26 and and CCONJ iajs-2894 125 27 it it PRON iajs-2894 125 28 is be AUX iajs-2894 125 29 usually usually ADV iajs-2894 125 30 arranged arrange VERB iajs-2894 125 31 in in ADP iajs-2894 125 32 the the DET iajs-2894 125 33 middle middle NOUN iajs-2894 125 34 . . 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