id sid eid entity type cana-5708 1 1 1074 CARDINAL cana-5708 1 2 32 CARDINAL cana-5708 2 1 2025 CARDINAL cana-5708 2 2 2667 CARDINAL cana-5708 2 3 1 CARDINAL cana-5708 2 4 2 CARDINAL cana-5708 2 5 sonam juneja PERSON cana-5708 2 6 3 shikha QUANTITY cana-5708 2 7 4jagdeep ORG cana-5708 2 8 1,2,3 CARDINAL cana-5708 2 9 chandigarh university ORG cana-5708 2 10 gharuan GPE cana-5708 2 11 punjab GPE cana-5708 2 12 140301 DATE cana-5708 2 13 india GPE cana-5708 2 14 4 CARDINAL cana-5708 2 15 chandigarh group ORG cana-5708 2 16 jhanjeri NORP cana-5708 2 17 punjab GPE cana-5708 2 18 india GPE cana-5708 2 19 140307 DATE cana-5708 2 20 chandigarh engineering college ORG cana-5708 2 21 1 CARDINAL cana-5708 2 22 2 CARDINAL cana-5708 2 23 3 CARDINAL cana-5708 2 24 4 CARDINAL cana-5708 2 25 jagdeep.j822@cgc.ac.in ORG cana-5708 2 26 12-01-2025 CARDINAL cana-5708 2 27 15-02-2025 CARDINAL cana-5708 2 28 01-03-2025 CARDINAL cana-5708 6 1 isic archive PERSON cana-5708 7 1 92.8% PERCENT cana-5708 11 1 1.introduction one CARDINAL cana-5708 16 1 seasons DATE cana-5708 17 1 1][11 CARDINAL cana-5708 22 1 1074 CARDINAL cana-5708 22 2 32 CARDINAL cana-5708 23 1 2025 CARDINAL cana-5708 23 2 2668 CARDINAL cana-5708 23 3 22][2 CARDINAL cana-5708 24 1 1][7 CARDINAL cana-5708 27 1 11 CARDINAL cana-5708 27 2 14 CARDINAL cana-5708 28 1 13 CARDINAL cana-5708 29 1 19 CARDINAL cana-5708 30 1 21 CARDINAL cana-5708 30 2 systems.cnn NORP cana-5708 32 1 20 CARDINAL cana-5708 33 1 10 CARDINAL cana-5708 38 1 hyperband ORG cana-5708 38 2 cnn ORG cana-5708 39 1 cnn ORG cana-5708 40 1 cnn ORG cana-5708 41 1 cnn ORG cana-5708 42 1 cnn ORG cana-5708 45 1 1074 CARDINAL cana-5708 45 2 32 CARDINAL cana-5708 46 1 2025 CARDINAL cana-5708 46 2 2669 CARDINAL cana-5708 46 3 2 CARDINAL cana-5708 49 1 cnn ORG cana-5708 52 1 first ORDINAL cana-5708 53 1 3 CARDINAL cana-5708 54 1 first ORDINAL cana-5708 55 1 1 CARDINAL cana-5708 56 1 cnn ORG cana-5708 57 1 liu et al PERSON cana-5708 57 2 cnn ORG cana-5708 58 1 2 CARDINAL cana-5708 60 1 11 CARDINAL cana-5708 60 2 cnn ORG cana-5708 61 1 isic archive ORG cana-5708 62 1 12 CARDINAL cana-5708 63 1 cnn ORG cana-5708 64 1 2.1 CARDINAL cana-5708 66 1 cnn ORG cana-5708 68 1 cnn ORG cana-5708 69 1 cnn ORG cana-5708 69 2 i. communications ORG cana-5708 69 3 1074 CARDINAL cana-5708 69 4 32 CARDINAL cana-5708 70 1 2025 CARDINAL cana-5708 70 2 2670 CARDINAL cana-5708 71 1 cnn ORG cana-5708 72 1 2017 CARDINAL cana-5708 72 2 isic 2017 ORG cana-5708 72 3 70% PERCENT cana-5708 73 1 haenssle et al PERSON cana-5708 74 1 2018 DATE cana-5708 74 2 resnet-50 DATE cana-5708 74 3 91% PERCENT cana-5708 74 4 88% PERCENT cana-5708 76 1 2019 DATE cana-5708 76 2 isic GPE cana-5708 77 1 liu et al PERSON cana-5708 77 2 2020 DATE cana-5708 78 1 2.2 CARDINAL cana-5708 81 1 three CARDINAL cana-5708 82 1 three CARDINAL cana-5708 94 1 1074 CARDINAL cana-5708 94 2 32 CARDINAL cana-5708 95 1 2025 CARDINAL cana-5708 95 2 2671 CARDINAL cana-5708 97 1 2.3 CARDINAL cana-5708 100 1 fig PERSON cana-5708 101 1 cnn ORG cana-5708 102 1 23 CARDINAL cana-5708 102 2 cnn ORG cana-5708 103 1 two CARDINAL cana-5708 104 1 conv b1 ORG cana-5708 104 2 conv b5 ORG cana-5708 104 3 fc1 PRODUCT cana-5708 104 4 fc2 ORG cana-5708 104 5 fc3 ORG cana-5708 105 1 hyperband optimizes key ORG cana-5708 106 1 resnet50 WORK_OF_ART cana-5708 107 1 1074 CARDINAL cana-5708 107 2 32 CARDINAL cana-5708 108 1 2025 CARDINAL cana-5708 108 2 2672 CARDINAL cana-5708 108 3 li et al PERSON cana-5708 109 1 2017 CARDINAL cana-5708 111 1 2018 DATE cana-5708 112 1 chen et al PERSON cana-5708 112 2 2020 DATE cana-5708 112 3 cnn ORG cana-5708 113 1 3 CARDINAL cana-5708 114 1 cnn ORG cana-5708 115 1 3.1 CARDINAL cana-5708 115 2 nvidia tesla t4 gpus ORG cana-5708 117 1 roc GPE cana-5708 117 2 21 CARDINAL cana-5708 118 1 10 CARDINAL cana-5708 118 2 first ORDINAL cana-5708 120 1 3.2 CARDINAL cana-5708 121 1 fig PERSON cana-5708 122 1 1074 CARDINAL cana-5708 122 2 32 CARDINAL cana-5708 123 1 2025 CARDINAL cana-5708 123 2 2673 CARDINAL cana-5708 130 1 isic archiv PERSON cana-5708 130 2 25,000 70% PERCENT cana-5708 130 3 15% PERCENT cana-5708 130 4 15% PERCENT cana-5708 130 5 10,000 70% PERCENT cana-5708 130 6 15% PERCENT cana-5708 130 7 15% PERCENT cana-5708 130 8 1,000 70% PERCENT cana-5708 130 9 15% PERCENT cana-5708 130 10 15% PERCENT cana-5708 130 11 224x224 CARDINAL cana-5708 131 1 1 CARDINAL cana-5708 133 1 50% PERCENT cana-5708 134 1 20% PERCENT cana-5708 135 1 1074 CARDINAL cana-5708 135 2 32 CARDINAL cana-5708 136 1 2025 CARDINAL cana-5708 136 2 2674 CARDINAL cana-5708 136 3 3.3 CARDINAL cana-5708 136 4 cnn ORG cana-5708 136 5 cnn ORG cana-5708 137 1 24 CARDINAL cana-5708 137 2 three CARDINAL cana-5708 137 3 1 CARDINAL cana-5708 137 4 2 DATE cana-5708 137 5 3 CARDINAL cana-5708 140 1 1 CARDINAL cana-5708 140 2 2 DATE cana-5708 140 3 3 CARDINAL cana-5708 143 1 cnn ORG cana-5708 144 1 vi PERSON cana-5708 144 2 cnn ORG cana-5708 144 3 cnn ORG cana-5708 145 1 max PERSON cana-5708 146 1 224x224x3 CARDINAL cana-5708 146 2 1074 CARDINAL cana-5708 146 3 32 CARDINAL cana-5708 147 1 2675 CARDINAL cana-5708 147 2 3x3 CARDINAL cana-5708 147 3 max PERSON cana-5708 147 4 2x2 CARDINAL cana-5708 147 5 112x112x3 CARDINAL cana-5708 147 6 2 CARDINAL cana-5708 147 7 3x3 CARDINAL cana-5708 147 8 4 CARDINAL cana-5708 147 9 18,496 CARDINAL cana-5708 147 10 max PERSON cana-5708 147 11 56x56x64 CARDINAL cana-5708 147 12 128 CARDINAL cana-5708 147 13 512k CARDINAL cana-5708 147 14 2 CARDINAL cana-5708 147 15 258 CARDINAL cana-5708 150 1 0.0001 CARDINAL cana-5708 150 2 0.01 CARDINAL cana-5708 150 3 0.001 CARDINAL cana-5708 151 1 16 CARDINAL cana-5708 151 2 32 DATE cana-5708 151 3 64 CARDINAL cana-5708 151 4 32 CARDINAL cana-5708 151 5 0.1 CARDINAL cana-5708 151 6 0.5 CARDINAL cana-5708 151 7 0.3 CARDINAL cana-5708 151 8 l 10 DATE cana-5708 151 9 100 CARDINAL cana-5708 151 10 1074 CARDINAL cana-5708 151 11 32 CARDINAL cana-5708 152 1 2025 DATE cana-5708 152 2 2676 CARDINAL cana-5708 152 3 1 20 CARDINAL cana-5708 152 4 50 CARDINAL cana-5708 152 5 2 40 CARDINAL cana-5708 152 6 20 CARDINAL cana-5708 152 7 3 80 CARDINAL cana-5708 152 8 5 CARDINAL cana-5708 155 1 fig ORG cana-5708 156 1 1074 CARDINAL cana-5708 156 2 32 CARDINAL cana-5708 157 1 2025 DATE cana-5708 157 2 2677 CARDINAL cana-5708 157 3 4 CARDINAL cana-5708 158 1 4.1 CARDINAL cana-5708 158 2 google colab ORG cana-5708 158 3 t4 gpus ORG cana-5708 159 1 t4 ORG cana-5708 159 2 16 CARDINAL cana-5708 160 1 abadi et al. PERSON cana-5708 160 2 2016 DATE cana-5708 161 1 keras ORG cana-5708 161 2 2015 DATE cana-5708 162 1 2011 DATE cana-5708 163 1 2007 DATE cana-5708 163 2 seaborn PERSON cana-5708 163 3 waskom et al. PERSON cana-5708 163 4 2017 DATE cana-5708 164 1 google colab ORG cana-5708 165 1 4.2 CARDINAL cana-5708 165 2 three CARDINAL cana-5708 165 3 70% PERCENT cana-5708 165 4 15% PERCENT cana-5708 165 5 15% PERCENT cana-5708 168 1 k times ORG cana-5708 171 1 1074 CARDINAL cana-5708 171 2 32 CARDINAL cana-5708 172 1 2025 CARDINAL cana-5708 172 2 2678 CARDINAL cana-5708 172 3 70-15-15 CARDINAL cana-5708 174 1 isic GPE cana-5708 174 2 70% PERCENT cana-5708 174 3 15% PERCENT cana-5708 174 4 15% PERCENT cana-5708 174 5 70% PERCENT cana-5708 174 6 15% PERCENT cana-5708 174 7 15% PERCENT cana-5708 174 8 70% PERCENT cana-5708 174 9 15% PERCENT cana-5708 174 10 15% PERCENT cana-5708 174 11 4.3 CARDINAL cana-5708 174 12 recall(rec GPE cana-5708 178 1 π‘›π‘’π‘”π‘Žπ‘‘π‘–π‘£π‘’π‘  π‘‘π‘Ÿπ‘’π‘’ FAC cana-5708 178 2 π‘›π‘’π‘”π‘Žπ‘‘π‘–π‘£π‘’π‘  prec PERSON cana-5708 179 1 π‘π‘œπ‘ π‘–π‘‘π‘–π‘£π‘’π‘  π‘‘π‘Ÿπ‘’π‘’ π‘π‘œπ‘ π‘–π‘‘π‘–π‘£π‘’π‘  PERSON cana-5708 179 2 π‘‘π‘Ÿπ‘’π‘’ π‘π‘œπ‘ π‘–π‘‘π‘–π‘£π‘’π‘  π‘‘π‘Ÿπ‘’π‘’ π‘π‘œπ‘ π‘–π‘‘π‘–π‘£π‘’π‘  WORK_OF_ART cana-5708 180 1 π‘›π‘’π‘”π‘Žπ‘‘π‘–π‘£π‘’π‘  f1 PERSON cana-5708 181 1 1074 CARDINAL cana-5708 181 2 32 CARDINAL cana-5708 182 1 2025 CARDINAL cana-5708 182 2 2679 CARDINAL cana-5708 182 3 𝐹1 CARDINAL cana-5708 182 4 2 βˆ— CARDINAL cana-5708 182 5 roc GPE cana-5708 183 1 5 CARDINAL cana-5708 184 1 5.1 CARDINAL cana-5708 187 1 85.3% PERCENT cana-5708 187 2 92.8% PERCENT cana-5708 187 3 83.5% PERCENT cana-5708 187 4 90.2% PERCENT cana-5708 187 5 0.45 0.28 CARDINAL cana-5708 187 6 0.50 CARDINAL cana-5708 187 7 0.30 MONEY cana-5708 187 8 5.2 CARDINAL cana-5708 187 9 1074 CARDINAL cana-5708 187 10 32 CARDINAL cana-5708 188 1 2025 CARDINAL cana-5708 188 2 2680 CARDINAL cana-5708 189 1 v k-fold PERSON cana-5708 189 2 between 71.33% and 76.91% PERCENT cana-5708 189 3 75.65% PERCENT cana-5708 190 1 Β±0.56% PERCENT cana-5708 191 1 1 CARDINAL cana-5708 192 1 7.5% PERCENT cana-5708 192 2 6.7% PERCENT cana-5708 193 1 85.3% to 92.8% PERCENT cana-5708 194 1 4 CARDINAL cana-5708 195 1 83.5% PERCENT cana-5708 195 2 90.2% PERCENT cana-5708 197 1 4 CARDINAL cana-5708 198 1 2 CARDINAL cana-5708 200 1 0.45 to 0.28 CARDINAL cana-5708 201 1 1074 CARDINAL cana-5708 201 2 32 CARDINAL cana-5708 202 1 2025 DATE cana-5708 202 2 2681 CARDINAL cana-5708 202 3 4 CARDINAL cana-5708 203 1 0.50 CARDINAL cana-5708 203 2 0.30 CARDINAL cana-5708 204 1 4 CARDINAL cana-5708 205 1 6 CARDINAL cana-5708 207 1 7.5% PERCENT cana-5708 207 2 6.7% PERCENT cana-5708 211 1 2012 DATE cana-5708 212 1 liu et al. PERSON cana-5708 212 2 2019 DATE cana-5708 214 1 wang et al. PERSON cana-5708 214 2 2019 DATE cana-5708 214 3 mendez et al. PERSON cana-5708 214 4 2019 DATE cana-5708 215 1 2018 DATE cana-5708 215 2 li et al. PERSON cana-5708 215 3 2017 DATE cana-5708 216 1 2016 DATE cana-5708 216 2 2014 DATE cana-5708 219 1 1074 CARDINAL cana-5708 219 2 32 CARDINAL cana-5708 220 1 2025 DATE cana-5708 220 2 2682 CARDINAL cana-5708 220 3 sakshi gupta GPE cana-5708 225 1 1 CARDINAL cana-5708 226 1 a. PERSON cana-5708 226 2 kuprel GPE cana-5708 226 3 b. PERSON cana-5708 226 4 novoa NORP cana-5708 226 5 r. a. PERSON cana-5708 226 6 2017 CARDINAL cana-5708 228 1 542(7639 CARDINAL cana-5708 228 2 115 CARDINAL cana-5708 230 1 liu PERSON cana-5708 230 2 x. GPE cana-5708 230 3 a. u. PERSON cana-5708 230 4 2019 DATE cana-5708 232 1 3(8 CARDINAL cana-5708 232 2 742 CARDINAL cana-5708 233 1 3 CARDINAL cana-5708 233 2 rawat ORG cana-5708 233 3 w., & wang ORG cana-5708 233 4 z. PERSON cana-5708 233 5 2017 CARDINAL cana-5708 235 1 29(9 CARDINAL cana-5708 235 2 2352-2449 CARDINAL cana-5708 237 1 li PERSON cana-5708 237 2 jamieson PERSON cana-5708 237 3 k. PERSON cana-5708 237 4 rostamizadeh, a., & talwalkar ORG cana-5708 237 5 a. PERSON cana-5708 237 6 2017 CARDINAL cana-5708 239 1 18(185 DATE cana-5708 239 2 1-52 CARDINAL cana-5708 240 1 5 CARDINAL cana-5708 240 2 simonyan NORP cana-5708 240 3 k., & zisserman ORG cana-5708 240 4 a. PERSON cana-5708 240 5 2015 CARDINAL cana-5708 243 1 6 CARDINAL cana-5708 244 1 ioffe GPE cana-5708 244 2 s. PERSON cana-5708 244 3 & alemi ORG cana-5708 244 4 a. a. PERSON cana-5708 244 5 2017 CARDINAL cana-5708 247 1 https://arxiv.org/abs/1602.07261 7 PERSON cana-5708 248 1 x. GPE cana-5708 248 2 ren, s., & sun ORG cana-5708 248 3 2016 DATE cana-5708 251 1 https://doi.org/10.1109/cvpr.2016.90 8 DATE cana-5708 252 1 howard ORG cana-5708 252 2 j., & gugger ORG cana-5708 252 3 s. PERSON cana-5708 252 4 2020 DATE cana-5708 254 1 11(2 CARDINAL cana-5708 254 2 108 CARDINAL cana-5708 255 1 1074 CARDINAL cana-5708 255 2 32 CARDINAL cana-5708 256 1 2025 DATE cana-5708 256 2 2683 CARDINAL cana-5708 257 1 redmon ORG cana-5708 257 2 j., & farhadi ORG cana-5708 257 3 2018 DATE cana-5708 260 1 10 CARDINAL cana-5708 261 1 kingma PERSON cana-5708 261 2 d. p. PERSON cana-5708 261 3 j. ( PERSON cana-5708 261 4 2015 DATE cana-5708 262 1 adam PERSON cana-5708 264 1 11 CARDINAL cana-5708 265 1 2018 DATE cana-5708 267 1 5 CARDINAL cana-5708 267 2 180161 DATE cana-5708 268 1 12 CARDINAL cana-5708 270 1 isic 2020 ORG cana-5708 271 1 13 CARDINAL cana-5708 271 2 kaggle PERSON cana-5708 272 1 2020 DATE cana-5708 274 1 14 DATE cana-5708 274 2 n. c. f. PERSON cana-5708 274 3 rotemberg PERSON cana-5708 274 4 2019 DATE cana-5708 275 1 2017 CARDINAL cana-5708 276 1 38(8 CARDINAL cana-5708 276 2 1935-1945 DATE cana-5708 278 1 goodfellow, i. ORG cana-5708 278 2 bengio GPE cana-5708 278 3 a. PERSON cana-5708 278 4 2016 CARDINAL cana-5708 281 1 16 CARDINAL cana-5708 282 1 f. PERSON cana-5708 282 2 2018 DATE cana-5708 285 1 17 CARDINAL cana-5708 286 1 gΓ©ron ORG cana-5708 286 2 a. PERSON cana-5708 286 3 2019 DATE cana-5708 289 1 18 CARDINAL cana-5708 289 2 c. m. PERSON cana-5708 289 3 2006 DATE cana-5708 293 1 abadi PERSON cana-5708 293 2 m., barham PERSON cana-5708 293 3 chen PERSON cana-5708 293 4 j. PERSON cana-5708 293 5 2016 CARDINAL cana-5708 295 1 12th ORDINAL cana-5708 295 2 16 CARDINAL cana-5708 296 1 20 CARDINAL cana-5708 297 1 f. PERSON cana-5708 298 1 2015 CARDINAL cana-5708 300 1 21 CARDINAL cana-5708 301 1 paszke, a. ORG cana-5708 301 2 s. PERSON cana-5708 301 3 massa PERSON cana-5708 301 4 f. PERSON cana-5708 302 1 2019 DATE cana-5708 305 1 22 CARDINAL cana-5708 305 2 b. e. PERSON cana-5708 305 3 2017 CARDINAL cana-5708 307 1 42 CARDINAL cana-5708 307 2 60-88 DATE cana-5708 308 1 23 CARDINAL cana-5708 309 1 li PERSON cana-5708 309 2 shen PERSON cana-5708 309 3 jiang PERSON cana-5708 309 4 j., gao PERSON cana-5708 309 5 j., zhang PERSON cana-5708 309 6 2020 DATE cana-5708 311 1 24 CARDINAL cana-5708 312 1 brandt PERSON cana-5708 312 2 j. GPE cana-5708 312 3 wever GPE cana-5708 312 4 m. PERSON cana-5708 312 5 d. NORP cana-5708 312 6 2023 CARDINAL