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22 KiB
22 KiB
| 1 | model | rank_diff | top1 | top1_diff | top1_err | top5 | top5_diff | top5_err | param_count | img_size | cropt_pct | interpolation |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | tf_efficientnet_l2_ns_475 | +1 | 62.3867 | -25.847 | 37.6133 | 87.1067 | -11.439 | 12.8933 | 480.3100 | 475 | 0.9360 | bicubic |
| 3 | tf_efficientnet_l2_ns | -1 | 62.0267 | -26.325 | 37.9733 | 87.9600 | -10.688 | 12.0400 | 480.3100 | 800 | 0.9600 | bicubic |
| 4 | tf_efficientnet_b7_ns | = | 45.7200 | -41.118 | 54.2800 | 74.2000 | -23.894 | 25.8000 | 66.3500 | 600 | 0.9490 | bicubic |
| 5 | ig_resnext101_32x48d | +2 | 41.5733 | -43.869 | 58.4267 | 66.6133 | -30.959 | 33.3867 | 828.4100 | 224 | 0.8750 | bilinear |
| 6 | tf_efficientnet_b6_ns | -1 | 40.4267 | -46.035 | 59.5733 | 68.8400 | -29.044 | 31.1600 | 43.0400 | 528 | 0.9420 | bicubic |
| 7 | ig_resnext101_32x32d | +5 | 39.4133 | -45.679 | 60.5867 | 63.7600 | -33.676 | 36.2400 | 468.5300 | 224 | 0.8750 | bilinear |
| 8 | tf_efficientnet_b5_ns | -2 | 39.0133 | -47.067 | 60.9867 | 68.0400 | -29.714 | 31.9600 | 30.3900 | 456 | 0.9340 | bicubic |
| 9 | ig_resnext101_32x16d | +9 | 36.0533 | -48.123 | 63.9467 | 59.0400 | -38.156 | 40.9600 | 194.0300 | 224 | 0.8750 | bilinear |
| 10 | swsl_resnext101_32x8d | +5 | 32.0667 | -52.227 | 67.9333 | 59.4000 | -37.774 | 40.6000 | 88.7900 | 224 | 0.8750 | bilinear |
| 11 | tf_efficientnet_b4_ns | -1 | 30.8000 | -54.358 | 69.2000 | 59.4400 | -38.028 | 40.5600 | 19.3400 | 380 | 0.9220 | bicubic |
| 12 | tf_efficientnet_b8_ap | -3 | 29.6000 | -55.768 | 70.4000 | 56.9333 | -40.361 | 43.0667 | 87.4100 | 672 | 0.9540 | bicubic |
| 13 | tf_efficientnet_b8 | -5 | 29.3733 | -55.997 | 70.6267 | 57.0667 | -40.325 | 42.9333 | 87.4100 | 672 | 0.9540 | bicubic |
| 14 | ig_resnext101_32x8d | +16 | 28.7067 | -53.981 | 71.2933 | 52.3200 | -44.312 | 47.6800 | 88.7900 | 224 | 0.8750 | bilinear |
| 15 | swsl_resnext101_32x16d | +8 | 27.9467 | -55.391 | 72.0533 | 52.3200 | -44.532 | 47.6800 | 194.0300 | 224 | 0.8750 | bilinear |
| 16 | tf_efficientnet_b7_ap | -5 | 27.8133 | -57.305 | 72.1867 | 54.7733 | -42.479 | 45.2267 | 66.3500 | 600 | 0.9490 | bicubic |
| 17 | resnest269e | = | 27.6133 | -56.573 | 72.3867 | 53.1067 | -43.815 | 46.8933 | 110.9300 | 416 | 0.8750 | bilinear |
| 18 | tresnet_xl_448 | +8 | 26.8800 | -56.168 | 73.1200 | 51.0933 | -45.081 | 48.9067 | 78.4400 | 448 | 0.8750 | bilinear |
| 19 | resnest200e | +2 | 26.4267 | -57.407 | 73.5733 | 51.9333 | -44.905 | 48.0667 | 70.2000 | 320 | 0.8750 | bilinear |
| 20 | swsl_resnext101_32x4d | +5 | 25.3467 | -57.887 | 74.6533 | 49.6267 | -47.129 | 50.3733 | 44.1800 | 224 | 0.8750 | bilinear |
| 21 | tf_efficientnet_b7 | -8 | 25.2533 | -59.679 | 74.7467 | 51.6667 | -45.541 | 48.3333 | 66.3500 | 600 | 0.9490 | bicubic |
| 22 | tresnet_l_448 | +11 | 24.5733 | -57.695 | 75.4267 | 48.6000 | -47.378 | 51.4000 | 55.9900 | 448 | 0.8750 | bilinear |
| 23 | tf_efficientnet_b6_ap | -9 | 24.3467 | -60.439 | 75.6533 | 50.4267 | -46.711 | 49.5733 | 43.0400 | 528 | 0.9420 | bicubic |
| 24 | tf_efficientnet_b6 | -5 | 20.3733 | -63.739 | 79.6267 | 45.4933 | -51.391 | 54.5067 | 43.0400 | 528 | 0.9420 | bicubic |
| 25 | tresnet_m_448 | +15 | 19.6800 | -62.032 | 80.3200 | 42.7600 | -52.810 | 57.2400 | 31.3900 | 448 | 0.8750 | bilinear |
| 26 | tf_efficientnet_b5_ap | -10 | 19.4667 | -64.787 | 80.5333 | 44.7200 | -52.256 | 55.2800 | 30.3900 | 456 | 0.9340 | bicubic |
| 27 | tf_efficientnet_b3_ns | -7 | 19.4133 | -64.641 | 80.5867 | 44.6267 | -52.285 | 55.3733 | 12.2300 | 300 | 0.9040 | bicubic |
| 28 | swsl_resnext50_32x4d | +6 | 18.0667 | -64.113 | 81.9333 | 41.8667 | -54.361 | 58.1333 | 25.0300 | 224 | 0.8750 | bilinear |
| 29 | ssl_resnext101_32x16d | +9 | 17.2133 | -64.623 | 82.7867 | 39.9467 | -56.147 | 60.0533 | 194.0300 | 224 | 0.8750 | bilinear |
| 30 | tf_efficientnet_b5 | -8 | 17.0667 | -66.749 | 82.9333 | 41.9067 | -54.843 | 58.0933 | 30.3900 | 456 | 0.9340 | bicubic |
| 31 | resnest101e | -3 | 16.4933 | -66.397 | 83.5067 | 40.7467 | -55.577 | 59.2533 | 48.2800 | 256 | 0.8750 | bilinear |
| 32 | swsl_resnet50 | +17 | 15.9867 | -65.193 | 84.0133 | 38.8533 | -57.133 | 61.1467 | 25.5600 | 224 | 0.8750 | bilinear |
| 33 | ssl_resnext101_32x8d | +9 | 15.1200 | -66.506 | 84.8800 | 37.7200 | -58.318 | 62.2800 | 88.7900 | 224 | 0.8750 | bilinear |
| 34 | tf_efficientnet_b4_ap | -10 | 13.6800 | -69.568 | 86.3200 | 35.9200 | -60.468 | 64.0800 | 19.3400 | 380 | 0.9220 | bicubic |
| 35 | ecaresnet101d | = | 13.3067 | -68.859 | 86.6933 | 35.5333 | -60.519 | 64.4667 | 44.5700 | 224 | 0.8750 | bicubic |
| 36 | tf_efficientnet_b4 | -9 | 13.3067 | -69.709 | 86.6933 | 35.5200 | -60.778 | 64.4800 | 19.3400 | 380 | 0.9220 | bicubic |
| 37 | pnasnet5large | -8 | 13.0800 | -69.660 | 86.9200 | 32.2133 | -63.827 | 67.7867 | 86.0600 | 331 | 0.8750 | bicubic |
| 38 | nasnetalarge | -7 | 12.5733 | -69.985 | 87.4267 | 33.4133 | -62.623 | 66.5867 | 88.7500 | 331 | 0.8750 | bicubic |
| 39 | ssl_resnext101_32x4d | +15 | 12.1200 | -68.808 | 87.8800 | 31.8933 | -63.835 | 68.1067 | 44.1800 | 224 | 0.8750 | bilinear |
| 40 | tf_efficientnet_b2_ns | -8 | 11.7867 | -70.593 | 88.2133 | 32.9600 | -63.292 | 67.0400 | 9.1100 | 260 | 0.8900 | bicubic |
| 41 | gluon_senet154 | +7 | 9.9067 | -71.317 | 90.0933 | 26.4533 | -68.903 | 73.5467 | 115.0900 | 224 | 0.8750 | bicubic |
| 42 | resnest50d_4s2x40d | +8 | 9.7867 | -71.327 | 90.2133 | 29.1467 | -66.421 | 70.8533 | 30.4200 | 224 | 0.8750 | bicubic |
| 43 | ssl_resnext50_32x4d | +30 | 9.6667 | -70.661 | 90.3333 | 28.4267 | -66.977 | 71.5733 | 25.0300 | 224 | 0.8750 | bilinear |
| 44 | senet154 | +3 | 9.4533 | -71.851 | 90.5467 | 26.4400 | -69.058 | 73.5600 | 115.0900 | 224 | 0.8750 | bilinear |
| 45 | tresnet_xl | -9 | 9.3067 | -72.763 | 90.6933 | 28.4133 | -67.515 | 71.5867 | 78.4400 | 224 | 0.8750 | bilinear |
| 46 | efficientnet_b3a | -9 | 9.2667 | -72.607 | 90.7333 | 28.4267 | -67.413 | 71.5733 | 12.2300 | 320 | 1.0000 | bicubic |
| 47 | efficientnet_b3 | -3 | 8.9467 | -72.551 | 91.0533 | 28.2133 | -67.505 | 71.7867 | 12.2300 | 300 | 0.9040 | bicubic |
| 48 | inception_v4 | +32 | 8.9200 | -71.236 | 91.0800 | 24.7067 | -70.267 | 75.2933 | 42.6800 | 299 | 0.8750 | bicubic |
| 49 | gluon_seresnext101_64x4d | +7 | 8.8667 | -72.023 | 91.1333 | 27.3200 | -67.984 | 72.6800 | 88.2300 | 224 | 0.8750 | bicubic |
| 50 | tf_efficientnet_b1_ns | -4 | 8.6133 | -72.773 | 91.3867 | 27.2800 | -68.458 | 72.7200 | 7.7900 | 240 | 0.8820 | bicubic |
| 51 | resnest50d_1s4x24d | +1 | 8.5200 | -72.470 | 91.4800 | 26.7867 | -68.535 | 73.2133 | 25.6800 | 224 | 0.8750 | bicubic |
| 52 | ecaresnet50d | +10 | 8.5067 | -72.097 | 91.4933 | 26.2667 | -69.055 | 73.7333 | 25.5800 | 224 | 0.8750 | bicubic |
| 53 | gluon_xception65 | +45 | 8.4667 | -71.137 | 91.5333 | 25.1333 | -69.615 | 74.8667 | 39.9200 | 299 | 0.8750 | bicubic |
| 54 | gluon_resnet152_v1d | +11 | 8.4133 | -72.057 | 91.5867 | 23.4533 | -71.753 | 76.5467 | 60.2100 | 224 | 0.8750 | bicubic |
| 55 | inception_resnet_v2 | +11 | 8.1600 | -72.300 | 91.8400 | 23.5333 | -71.777 | 76.4667 | 55.8400 | 299 | 0.8975 | bicubic |
| 56 | tf_efficientnet_b3_ap | -17 | 8.1333 | -73.695 | 91.8667 | 26.2800 | -69.344 | 73.7200 | 12.2300 | 300 | 0.9040 | bicubic |
| 57 | gluon_seresnext101_32x4d | -2 | 8.0400 | -72.862 | 91.9600 | 24.7333 | -70.561 | 75.2667 | 48.9600 | 224 | 0.8750 | bicubic |
| 58 | tf_efficientnet_b3 | -17 | 8.0133 | -73.627 | 91.9867 | 25.4667 | -70.255 | 74.5333 | 12.2300 | 300 | 0.9040 | bicubic |
| 59 | ens_adv_inception_resnet_v2 | +25 | 7.9867 | -71.989 | 92.0133 | 23.8267 | -71.119 | 76.1733 | 55.8400 | 299 | 0.8975 | bicubic |
| 60 | tf_efficientnet_lite4 | -17 | 7.9333 | -73.595 | 92.0667 | 25.5600 | -70.108 | 74.4400 | 13.0100 | 380 | 0.9200 | bilinear |
| 61 | tresnet_l | -16 | 7.8800 | -73.608 | 92.1200 | 25.1867 | -70.441 | 74.8133 | 55.9900 | 224 | 0.8750 | bilinear |
| 62 | gluon_resnet152_v1s | -11 | 7.8667 | -73.145 | 92.1333 | 23.1733 | -72.243 | 76.8267 | 60.3200 | 224 | 0.8750 | bicubic |
| 63 | resnest50d | -10 | 7.7467 | -73.211 | 92.2533 | 25.2933 | -70.089 | 74.7067 | 27.4800 | 224 | 0.8750 | bilinear |
| 64 | gluon_resnext101_64x4d | -1 | 7.7067 | -72.895 | 92.2933 | 23.2400 | -71.754 | 76.7600 | 83.4600 | 224 | 0.8750 | bicubic |
| 65 | skresnext50_32x4d | +16 | 7.0800 | -73.070 | 92.9200 | 23.0267 | -71.617 | 76.9733 | 27.4800 | 224 | 0.8750 | bicubic |
| 66 | ssl_resnet50 | +45 | 7.0000 | -72.228 | 93.0000 | 23.9200 | -70.912 | 76.0800 | 25.5600 | 224 | 0.8750 | bilinear |
| 67 | regnety_320 | -9 | 6.9200 | -73.894 | 93.0800 | 23.0400 | -72.200 | 76.9600 | 145.0500 | 224 | 0.8750 | bicubic |
| 68 | ecaresnet101d_pruned | -9 | 6.8000 | -74.008 | 93.2000 | 24.2000 | -71.428 | 75.8000 | 24.8800 | 224 | 0.8750 | bicubic |
| 69 | ecaresnetlight | -2 | 6.7600 | -73.694 | 93.2400 | 22.5600 | -72.696 | 77.4400 | 30.1600 | 224 | 0.8750 | bicubic |
| 70 | efficientnet_b2a | -9 | 6.7600 | -73.848 | 93.2400 | 23.4933 | -71.817 | 76.5067 | 9.1100 | 288 | 1.0000 | bicubic |
| 71 | seresnext101_32x4d | +7 | 6.4133 | -73.823 | 93.5867 | 21.5200 | -73.508 | 78.4800 | 48.9600 | 224 | 0.8750 | bilinear |
| 72 | efficientnet_b2 | -2 | 6.0933 | -74.309 | 93.9067 | 21.9333 | -73.143 | 78.0667 | 9.1100 | 260 | 0.8750 | bicubic |
| 73 | gluon_resnext101_32x4d | -1 | 6.0400 | -74.294 | 93.9600 | 21.1333 | -73.793 | 78.8667 | 44.1800 | 224 | 0.8750 | bicubic |
| 74 | regnetx_320 | +3 | 5.9867 | -74.259 | 94.0133 | 19.8800 | -75.142 | 80.1200 | 107.8100 | 224 | 0.8750 | bicubic |
| 75 | ese_vovnet39b | +29 | 5.9733 | -73.347 | 94.0267 | 21.2933 | -73.417 | 78.7067 | 24.5700 | 224 | 0.8750 | bicubic |
| 76 | gluon_resnet101_v1d | -7 | 5.9200 | -74.504 | 94.0800 | 19.9467 | -75.073 | 80.0533 | 44.5700 | 224 | 0.8750 | bicubic |
| 77 | gluon_seresnext50_32x4d | +10 | 5.7867 | -74.125 | 94.2133 | 21.4267 | -73.391 | 78.5733 | 27.5600 | 224 | 0.8750 | bicubic |
| 78 | efficientnet_b3_pruned | -21 | 5.7333 | -75.123 | 94.2667 | 21.3600 | -73.880 | 78.6400 | 9.8600 | 300 | 0.9040 | bicubic |
| 79 | regnety_160 | -3 | 5.6400 | -74.660 | 94.3600 | 19.3467 | -75.615 | 80.6533 | 83.5900 | 224 | 0.8750 | bicubic |
| 80 | gluon_inception_v3 | +47 | 5.5067 | -73.297 | 94.4933 | 19.9467 | -74.433 | 80.0533 | 23.8300 | 299 | 0.8750 | bicubic |
| 81 | mixnet_xl | -17 | 5.4800 | -74.998 | 94.5200 | 21.0933 | -73.839 | 78.9067 | 11.9000 | 224 | 0.8750 | bicubic |
| 82 | tresnet_m | -22 | 5.4400 | -75.356 | 94.5600 | 19.9600 | -74.896 | 80.0400 | 31.3900 | 224 | 0.8750 | bilinear |
| 83 | regnety_120 | -12 | 5.4133 | -74.969 | 94.5867 | 19.8533 | -75.275 | 80.1467 | 51.8200 | 224 | 0.8750 | bicubic |
| 84 | gluon_resnet101_v1s | -9 | 5.2800 | -75.020 | 94.7200 | 19.5467 | -75.603 | 80.4533 | 44.6700 | 224 | 0.8750 | bicubic |
| 85 | hrnet_w64 | +16 | 5.1333 | -74.339 | 94.8667 | 19.4533 | -75.197 | 80.5467 | 128.0600 | 224 | 0.8750 | bilinear |
| 86 | regnety_080 | +2 | 5.0000 | -74.868 | 95.0000 | 18.6000 | -76.232 | 81.4000 | 39.1800 | 224 | 0.8750 | bicubic |
| 87 | efficientnet_b2_pruned | -2 | 4.9467 | -74.971 | 95.0533 | 19.3467 | -75.501 | 80.6533 | 8.3100 | 260 | 0.8900 | bicubic |
| 88 | dpn107 | -9 | 4.8800 | -75.284 | 95.1200 | 17.6133 | -77.299 | 82.3867 | 86.9200 | 224 | 0.8750 | bicubic |
| 89 | gluon_resnet152_v1c | -3 | 4.8667 | -75.049 | 95.1333 | 17.7733 | -77.069 | 82.2267 | 60.2100 | 224 | 0.8750 | bicubic |
| 90 | adv_inception_v3 | +76 | 4.7467 | -72.833 | 95.2533 | 17.5467 | -76.177 | 82.4533 | 23.8300 | 299 | 0.8750 | bicubic |
| 91 | dla102x2 | +11 | 4.7467 | -74.705 | 95.2533 | 18.9600 | -75.684 | 81.0400 | 41.7500 | 224 | 0.8750 | bilinear |
| 92 | tf_inception_v3 | +68 | 4.7467 | -73.109 | 95.2533 | 17.7467 | -75.897 | 82.2533 | 23.8300 | 299 | 0.8750 | bicubic |
| 93 | hrnet_w48 | +13 | 4.7200 | -74.590 | 95.2800 | 18.4400 | -76.078 | 81.5600 | 77.4700 | 224 | 0.8750 | bilinear |
| 94 | dpn131 | -4 | 4.6400 | -75.188 | 95.3600 | 16.8667 | -77.837 | 83.1333 | 79.2500 | 224 | 0.8750 | bicubic |
| 95 | gluon_resnet152_v1b | = | 4.5867 | -75.105 | 95.4133 | 16.5333 | -78.205 | 83.4667 | 60.1900 | 224 | 0.8750 | bicubic |
| 96 | ecaresnet50d_pruned | -3 | 4.5467 | -75.171 | 95.4533 | 18.5467 | -76.343 | 81.4533 | 19.9400 | 224 | 0.8750 | bicubic |
| 97 | dpn92 | -14 | 4.4933 | -75.523 | 95.5067 | 18.2000 | -76.638 | 81.8000 | 37.6700 | 224 | 0.8750 | bicubic |
| 98 | hrnet_w44 | +25 | 4.4933 | -74.401 | 95.5067 | 17.3467 | -77.023 | 82.6533 | 67.0600 | 224 | 0.8750 | bilinear |
| 99 | regnetx_160 | -10 | 4.3733 | -75.493 | 95.6267 | 17.0933 | -77.735 | 82.9067 | 54.2800 | 224 | 0.8750 | bicubic |
| 100 | resnext50d_32x4d | -4 | 4.3467 | -75.327 | 95.6533 | 17.7733 | -77.095 | 82.2267 | 25.0500 | 224 | 0.8750 | bicubic |
| 101 | xception | +18 | 4.3467 | -74.701 | 95.6533 | 16.7600 | -77.632 | 83.2400 | 22.8600 | 299 | 0.8975 | bicubic |
| 102 | seresnext50_32x4d | +14 | 4.2800 | -74.796 | 95.7200 | 17.8133 | -76.621 | 82.1867 | 27.5600 | 224 | 0.8750 | bilinear |
| 103 | resnext50_32x4d | -11 | 4.2533 | -75.509 | 95.7467 | 18.3867 | -76.213 | 81.6133 | 25.0300 | 224 | 0.8750 | bicubic |
| 104 | tf_efficientnet_cc_b1_8e | +4 | 4.2400 | -75.058 | 95.7600 | 15.9467 | -78.417 | 84.0533 | 39.7200 | 240 | 0.8820 | bicubic |
| 105 | regnety_064 | -11 | 4.2267 | -75.485 | 95.7733 | 17.1867 | -77.587 | 82.8133 | 30.5800 | 224 | 0.8750 | bicubic |
| 106 | tf_efficientnet_el | -38 | 4.2267 | -76.221 | 95.7733 | 18.1733 | -76.987 | 81.8267 | 10.5900 | 300 | 0.9040 | bicubic |
| 107 | inception_v3 | +64 | 4.1867 | -73.249 | 95.8133 | 16.2933 | -77.183 | 83.7067 | 23.8300 | 299 | 0.8750 | bicubic |
| 108 | tf_efficientnet_b2_ap | -34 | 4.1733 | -76.133 | 95.8267 | 18.3200 | -76.708 | 81.6800 | 9.1100 | 260 | 0.8900 | bicubic |
| 109 | seresnet152 | +24 | 4.1467 | -74.511 | 95.8533 | 15.8933 | -78.481 | 84.1067 | 66.8200 | 224 | 0.8750 | bilinear |
| 110 | resnext101_32x8d | -5 | 4.1333 | -75.179 | 95.8667 | 16.9867 | -77.539 | 83.0133 | 88.7900 | 224 | 0.8750 | bilinear |
| 111 | tf_efficientnet_b0_ns | +23 | 4.1333 | -74.519 | 95.8667 | 17.6800 | -76.688 | 82.3200 | 5.2900 | 224 | 0.8750 | bicubic |
| 112 | dpn98 | -15 | 4.0800 | -75.556 | 95.9200 | 15.9467 | -78.647 | 84.0533 | 61.5700 | 224 | 0.8750 | bicubic |
| 113 | res2net101_26w_4s | +2 | 4.0000 | -75.196 | 96.0000 | 14.8267 | -79.613 | 85.1733 | 45.2100 | 224 | 0.8750 | bilinear |
| 114 | efficientnet_b1 | +17 | 3.9733 | -74.725 | 96.0267 | 15.7600 | -78.392 | 84.2400 | 7.7900 | 240 | 0.8750 | bicubic |
| 115 | tf_efficientnet_lite3 | -24 | 3.9333 | -75.879 | 96.0667 | 16.5200 | -78.394 | 83.4800 | 8.2000 | 300 | 0.9040 | bilinear |
| 116 | tf_efficientnet_b2 | -34 | 3.7733 | -76.317 | 96.2267 | 16.6133 | -78.293 | 83.3867 | 9.1100 | 260 | 0.8900 | bicubic |
| 117 | regnety_040 | -5 | 3.7467 | -75.475 | 96.2533 | 16.4000 | -78.256 | 83.6000 | 20.6500 | 224 | 0.8750 | bicubic |
| 118 | hrnet_w30 | +31 | 3.6800 | -74.516 | 96.3200 | 15.5733 | -78.647 | 84.4267 | 37.7100 | 224 | 0.8750 | bilinear |
| 119 | hrnet_w32 | +23 | 3.6533 | -74.795 | 96.3467 | 14.7867 | -79.401 | 85.2133 | 41.2300 | 224 | 0.8750 | bilinear |
| 120 | hrnet_w40 | +2 | 3.6533 | -75.281 | 96.3467 | 15.4400 | -79.026 | 84.5600 | 57.5600 | 224 | 0.8750 | bilinear |
| 121 | regnetx_120 | -22 | 3.6267 | -75.963 | 96.3733 | 15.9733 | -78.767 | 84.0267 | 46.1100 | 224 | 0.8750 | bicubic |
| 122 | seresnext26t_32x4d | +34 | 3.6133 | -74.375 | 96.3867 | 15.8933 | -77.813 | 84.1067 | 16.8200 | 224 | 0.8750 | bicubic |
| 123 | tf_efficientnet_b1_ap | -13 | 3.5467 | -75.731 | 96.4533 | 15.0667 | -79.241 | 84.9333 | 7.7900 | 240 | 0.8820 | bicubic |
| 124 | seresnext26tn_32x4d | +31 | 3.5067 | -74.483 | 96.4933 | 15.7600 | -77.988 | 84.2400 | 16.8100 | 224 | 0.8750 | bicubic |
| 125 | resnest26d | +13 | 3.4933 | -74.989 | 96.5067 | 15.6667 | -78.623 | 84.3333 | 17.0700 | 224 | 0.8750 | bilinear |
| 126 | dla169 | +4 | 3.4667 | -75.243 | 96.5333 | 15.3333 | -79.005 | 84.6667 | 53.9900 | 224 | 0.8750 | bilinear |
| 127 | gluon_resnext50_32x4d | -24 | 3.4533 | -75.903 | 96.5467 | 16.1200 | -78.304 | 83.8800 | 25.0300 | 224 | 0.8750 | bicubic |
| 128 | mixnet_l | -7 | 3.4400 | -75.536 | 96.5600 | 15.3067 | -78.877 | 84.6933 | 7.3300 | 224 | 0.8750 | bicubic |
| 129 | seresnext26d_32x4d | +36 | 3.4000 | -74.204 | 96.6000 | 16.1600 | -77.452 | 83.8400 | 16.8100 | 224 | 0.8750 | bicubic |
| 130 | res2net50_26w_8s | -17 | 3.3333 | -75.877 | 96.6667 | 14.0400 | -80.322 | 85.9600 | 48.4000 | 224 | 0.8750 | bilinear |
| 131 | resnetblur50 | -22 | 3.3333 | -75.957 | 96.6667 | 15.5867 | -79.045 | 84.4133 | 25.5600 | 224 | 0.8750 | bicubic |
| 132 | dla102x | +4 | 3.3067 | -75.201 | 96.6933 | 15.1200 | -79.114 | 84.8800 | 26.7700 | 224 | 0.8750 | bilinear |
| 133 | gluon_resnet101_v1c | -33 | 3.3067 | -76.237 | 96.6933 | 14.1200 | -80.466 | 85.8800 | 44.5700 | 224 | 0.8750 | bicubic |
| 134 | seresnet101 | +10 | 3.2533 | -75.143 | 96.7467 | 15.4533 | -78.805 | 84.5467 | 49.3300 | 224 | 0.8750 | bilinear |
| 135 | densenetblur121d | +55 | 3.0667 | -73.509 | 96.9333 | 14.2800 | -78.910 | 85.7200 | 8.0000 | 224 | 0.8750 | bicubic |
| 136 | dla60_res2next | +5 | 3.0400 | -75.408 | 96.9600 | 14.4533 | -79.691 | 85.5467 | 17.3300 | 224 | 0.8750 | bilinear |
| 137 | regnety_032 | -13 | 3.0267 | -75.843 | 96.9733 | 14.2400 | -80.162 | 85.7600 | 19.4400 | 224 | 0.8750 | bicubic |
| 138 | gluon_resnet50_v1d | -21 | 3.0133 | -76.061 | 96.9867 | 14.6267 | -79.849 | 85.3733 | 25.5800 | 224 | 0.8750 | bicubic |
| 139 | wide_resnet101_2 | -14 | 2.9600 | -75.886 | 97.0400 | 13.9467 | -80.337 | 86.0533 | 126.8900 | 224 | 0.8750 | bilinear |
| 140 | efficientnet_b1_pruned | +7 | 2.9333 | -75.309 | 97.0667 | 14.4133 | -79.419 | 85.5867 | 6.3300 | 240 | 0.8820 | bicubic |
| 141 | gluon_resnet50_v1s | -12 | 2.9200 | -75.792 | 97.0800 | 13.1200 | -81.122 | 86.8800 | 25.6800 | 224 | 0.8750 | bicubic |
| 142 | tf_efficientnet_b1 | -16 | 2.8667 | -75.965 | 97.1333 | 13.5067 | -80.689 | 86.4933 | 7.7900 | 240 | 0.8820 | bicubic |
| 143 | res2net50_26w_6s | -8 | 2.8400 | -75.734 | 97.1600 | 12.6000 | -81.526 | 87.4000 | 37.0500 | 224 | 0.8750 | bilinear |
| 144 | efficientnet_b0 | +18 | 2.8133 | -74.879 | 97.1867 | 13.9067 | -79.625 | 86.0933 | 5.2900 | 224 | 0.8750 | bicubic |
| 145 | tf_mixnet_l | -17 | 2.8133 | -75.957 | 97.1867 | 13.0400 | -80.964 | 86.9600 | 7.3300 | 224 | 0.8750 | bicubic |
| 146 | regnetx_064 | -28 | 2.7867 | -76.279 | 97.2133 | 13.8800 | -80.576 | 86.1200 | 26.2100 | 224 | 0.8750 | bicubic |
| 147 | dpn68b | +21 | 2.7067 | -74.807 | 97.2933 | 12.6400 | -81.182 | 87.3600 | 12.6100 | 224 | 0.8750 | bicubic |
| 148 | selecsls60b | -5 | 2.6933 | -75.725 | 97.3067 | 13.1733 | -80.993 | 86.8267 | 32.7700 | 224 | 0.8750 | bicubic |
| 149 | tf_efficientnet_cc_b0_8e | +10 | 2.6800 | -75.228 | 97.3200 | 12.7733 | -80.883 | 87.2267 | 24.0100 | 224 | 0.8750 | bicubic |
| 150 | dla60_res2net | -11 | 2.6400 | -75.832 | 97.3600 | 14.2000 | -80.004 | 85.8000 | 21.1500 | 224 | 0.8750 | bilinear |
| 151 | gluon_resnet101_v1b | -44 | 2.6267 | -76.677 | 97.3733 | 13.5733 | -80.951 | 86.4267 | 44.5500 | 224 | 0.8750 | bicubic |
| 152 | dla60x | -6 | 2.6133 | -75.629 | 97.3867 | 13.3333 | -80.689 | 86.6667 | 17.6500 | 224 | 0.8750 | bilinear |
| 153 | mixnet_m | +25 | 2.5467 | -74.709 | 97.4533 | 12.4267 | -80.991 | 87.5733 | 5.0100 | 224 | 0.8750 | bicubic |
| 154 | skresnet34 | +31 | 2.5200 | -74.390 | 97.4800 | 12.7733 | -80.543 | 87.2267 | 22.2800 | 224 | 0.8750 | bicubic |
| 155 | efficientnet_es | -3 | 2.3733 | -75.681 | 97.6267 | 13.8800 | -80.050 | 86.1200 | 5.4400 | 224 | 0.8750 | bicubic |
| 156 | resnet152 | -11 | 2.3600 | -75.952 | 97.6400 | 12.2000 | -81.846 | 87.8000 | 60.1900 | 224 | 0.8750 | bilinear |
| 157 | regnetx_080 | -43 | 2.3467 | -76.851 | 97.6533 | 12.6933 | -81.865 | 87.3067 | 39.5700 | 224 | 0.8750 | bicubic |
| 158 | swsl_resnet18 | +64 | 2.3333 | -70.953 | 97.6667 | 11.2133 | -80.519 | 88.7867 | 11.6900 | 224 | 0.8750 | bilinear |
| 159 | wide_resnet50_2 | -19 | 2.3200 | -76.148 | 97.6800 | 11.8000 | -82.286 | 88.2000 | 68.8800 | 224 | 0.8750 | bilinear |
| 160 | seresnext26_32x4d | +20 | 2.2933 | -74.807 | 97.7067 | 12.4400 | -80.870 | 87.5600 | 16.7900 | 224 | 0.8750 | bicubic |
| 161 | hrnet_w18 | +26 | 2.2667 | -74.489 | 97.7333 | 11.8533 | -81.589 | 88.1467 | 21.3000 | 224 | 0.8750 | bilinear |
| 162 | dla102 | -9 | 2.2533 | -75.773 | 97.7467 | 12.1200 | -81.830 | 87.8800 | 33.7300 | 224 | 0.8750 | bilinear |
| 163 | resnet50 | -43 | 2.2267 | -76.805 | 97.7733 | 11.3333 | -83.051 | 88.6667 | 25.5600 | 224 | 0.8750 | bicubic |
| 164 | regnety_016 | -3 | 2.1733 | -75.679 | 97.8267 | 11.4400 | -82.276 | 88.5600 | 11.2000 | 224 | 0.8750 | bicubic |
| 165 | regnetx_040 | -28 | 2.1600 | -76.326 | 97.8400 | 11.8000 | -82.442 | 88.2000 | 22.1200 | 224 | 0.8750 | bicubic |
| 166 | resnest14d | +36 | 2.1467 | -73.357 | 97.8533 | 10.4000 | -82.114 | 89.6000 | 10.6100 | 224 | 0.8750 | bilinear |
| 167 | selecsls60 | -10 | 2.0800 | -75.902 | 97.9200 | 12.8400 | -80.992 | 87.1600 | 30.6700 | 224 | 0.8750 | bicubic |
| 168 | tf_efficientnet_cc_b0_4e | +6 | 2.0800 | -75.224 | 97.9200 | 10.9733 | -82.359 | 89.0267 | 13.3100 | 224 | 0.8750 | bicubic |
| 169 | res2next50 | -21 | 2.0667 | -76.175 | 97.9333 | 11.4533 | -82.439 | 88.5467 | 24.6700 | 224 | 0.8750 | bilinear |
| 170 | seresnet50 | -7 | 2.0667 | -75.569 | 97.9333 | 12.2667 | -81.485 | 87.7333 | 28.0900 | 224 | 0.8750 | bilinear |
| 171 | densenet161 | +2 | 1.9733 | -75.375 | 98.0267 | 10.5867 | -83.061 | 89.4133 | 28.6800 | 224 | 0.8750 | bicubic |
| 172 | tf_efficientnet_b0_ap | +9 | 1.9600 | -75.124 | 98.0400 | 10.8000 | -82.454 | 89.2000 | 5.2900 | 224 | 0.8750 | bicubic |
| 173 | regnetx_032 | -23 | 1.9200 | -76.246 | 98.0800 | 10.9467 | -83.133 | 89.0533 | 15.3000 | 224 | 0.8750 | bicubic |
| 174 | tf_efficientnet_em | -42 | 1.8133 | -76.885 | 98.1867 | 11.6267 | -82.693 | 88.3733 | 6.9000 | 240 | 0.8820 | bicubic |
| 175 | tf_mixnet_m | +8 | 1.8133 | -75.137 | 98.1867 | 10.5467 | -82.609 | 89.4533 | 5.0100 | 224 | 0.8750 | bicubic |
| 176 | tf_efficientnet_lite2 | -6 | 1.8000 | -75.660 | 98.2000 | 11.1467 | -82.599 | 88.8533 | 6.0900 | 260 | 0.8900 | bicubic |
| 177 | res2net50_14w_8s | -26 | 1.7867 | -76.365 | 98.2133 | 10.3467 | -83.495 | 89.6533 | 25.0600 | 224 | 0.8750 | bilinear |
| 178 | res2net50_26w_4s | -20 | 1.7733 | -76.173 | 98.2267 | 10.4400 | -83.412 | 89.5600 | 25.7000 | 224 | 0.8750 | bilinear |
| 179 | mobilenetv3_large_100 | +18 | 1.7600 | -74.008 | 98.2400 | 10.2933 | -82.247 | 89.7067 | 5.4800 | 224 | 0.8750 | bicubic |
| 180 | densenet121 | +20 | 1.7333 | -73.841 | 98.2667 | 10.8533 | -81.803 | 89.1467 | 7.9800 | 224 | 0.8750 | bicubic |
| 181 | tf_efficientnet_b0 | +5 | 1.6933 | -75.147 | 98.3067 | 9.7333 | -83.493 | 90.2667 | 5.2900 | 224 | 0.8750 | bicubic |
| 182 | tv_resnext50_32x4d | -18 | 1.6800 | -75.938 | 98.3200 | 10.6000 | -83.098 | 89.4000 | 25.0300 | 224 | 0.8750 | bilinear |
| 183 | mobilenetv3_rw | +16 | 1.6667 | -73.961 | 98.3333 | 10.7333 | -81.977 | 89.2667 | 5.4800 | 224 | 0.8750 | bicubic |
| 184 | resnet101 | -12 | 1.6667 | -75.707 | 98.3333 | 9.8133 | -83.733 | 90.1867 | 44.5500 | 224 | 0.8750 | bilinear |
| 185 | mobilenetv2_120d | -10 | 1.6400 | -75.654 | 98.3600 | 10.4533 | -83.049 | 89.5467 | 5.8300 | 224 | 0.8750 | bicubic |
| 186 | mixnet_s | +9 | 1.5867 | -74.401 | 98.4133 | 10.2533 | -82.541 | 89.7467 | 4.1300 | 224 | 0.8750 | bicubic |
| 187 | densenet201 | -11 | 1.5467 | -75.743 | 98.4533 | 9.6267 | -83.851 | 90.3733 | 20.0100 | 224 | 0.8750 | bicubic |
| 188 | gluon_resnet50_v1c | -34 | 1.5467 | -76.463 | 98.4533 | 10.6133 | -83.375 | 89.3867 | 25.5800 | 224 | 0.8750 | bicubic |
| 189 | semnasnet_100 | +14 | 1.5467 | -73.909 | 98.4533 | 9.3200 | -83.272 | 90.6800 | 3.8900 | 224 | 0.8750 | bicubic |
| 190 | selecsls42b | -11 | 1.4667 | -75.709 | 98.5333 | 10.4400 | -82.952 | 89.5600 | 32.4600 | 224 | 0.8750 | bicubic |
| 191 | tf_efficientnet_lite1 | -2 | 1.4533 | -75.185 | 98.5467 | 9.7067 | -83.525 | 90.2933 | 5.4200 | 240 | 0.8820 | bicubic |
| 192 | regnety_008 | = | 1.4267 | -74.887 | 98.5733 | 8.9467 | -84.115 | 91.0533 | 6.2600 | 224 | 0.8750 | bicubic |
| 193 | ssl_resnet18 | +32 | 1.3867 | -71.213 | 98.6133 | 8.1600 | -83.256 | 91.8400 | 11.6900 | 224 | 0.8750 | bilinear |
| 194 | dla60 | -12 | 1.3467 | -75.677 | 98.6533 | 9.4667 | -83.841 | 90.5333 | 22.3300 | 224 | 0.8750 | bilinear |
| 195 | dpn68 | -2 | 1.3467 | -74.959 | 98.6533 | 8.8133 | -84.157 | 91.1867 | 12.6100 | 224 | 0.8750 | bicubic |
| 196 | res2net50_48w_2s | -27 | 1.3067 | -76.207 | 98.6933 | 8.9200 | -84.628 | 91.0800 | 25.2900 | 224 | 0.8750 | bilinear |
| 197 | tf_mixnet_s | +1 | 1.2800 | -74.368 | 98.7200 | 8.7467 | -83.889 | 91.2533 | 4.1300 | 224 | 0.8750 | bicubic |
| 198 | mobilenetv2_140 | -7 | 1.2533 | -75.271 | 98.7467 | 9.1067 | -83.883 | 90.8933 | 6.1100 | 224 | 0.8750 | bicubic |
| 199 | fbnetc_100 | +8 | 1.2267 | -73.893 | 98.7733 | 8.7467 | -83.639 | 91.2533 | 5.5700 | 224 | 0.8750 | bilinear |
| 200 | resnet26d | -12 | 1.2267 | -75.453 | 98.7733 | 9.2800 | -83.886 | 90.7200 | 16.0100 | 224 | 0.8750 | bicubic |
| 201 | densenet169 | -5 | 1.1867 | -74.725 | 98.8133 | 8.3200 | -84.704 | 91.6800 | 14.1500 | 224 | 0.8750 | bicubic |
| 202 | tf_mobilenetv3_large_100 | -1 | 1.1867 | -74.329 | 98.8133 | 7.9467 | -84.653 | 92.0533 | 5.4800 | 224 | 0.8750 | bilinear |
| 203 | gluon_resnet50_v1b | -36 | 1.1600 | -76.418 | 98.8400 | 9.0267 | -84.691 | 90.9733 | 25.5600 | 224 | 0.8750 | bicubic |
| 204 | seresnet34 | +8 | 1.1200 | -73.688 | 98.8800 | 7.4000 | -84.726 | 92.6000 | 21.9600 | 224 | 0.8750 | bilinear |
| 205 | tf_efficientnet_es | -28 | 1.1200 | -76.144 | 98.8800 | 8.6000 | -85.000 | 91.4000 | 5.4400 | 224 | 0.8750 | bicubic |
| 206 | spnasnet_100 | +11 | 1.1067 | -72.973 | 98.8933 | 8.2533 | -83.579 | 91.7467 | 4.4200 | 224 | 0.8750 | bilinear |
| 207 | tf_efficientnet_lite0 | +4 | 1.1067 | -73.735 | 98.8933 | 7.4933 | -84.677 | 92.5067 | 4.6500 | 224 | 0.8750 | bicubic |
| 208 | regnetx_016 | -24 | 1.0933 | -75.837 | 98.9067 | 8.6267 | -84.791 | 91.3733 | 9.1900 | 224 | 0.8750 | bicubic |
| 209 | dla34 | +6 | 1.0800 | -73.556 | 98.9200 | 7.6933 | -84.371 | 92.3067 | 15.7800 | 224 | 0.8750 | bilinear |
| 210 | regnety_006 | -5 | 1.0533 | -74.207 | 98.9467 | 8.4000 | -84.128 | 91.6000 | 6.0600 | 224 | 0.8750 | bicubic |
| 211 | regnety_004 | +7 | 1.0133 | -73.013 | 98.9867 | 7.3333 | -84.415 | 92.6667 | 4.3400 | 224 | 0.8750 | bicubic |
| 212 | resnet34 | -4 | 0.9867 | -74.125 | 99.0133 | 7.5333 | -84.755 | 92.4667 | 21.8000 | 224 | 0.8750 | bilinear |
| 213 | mobilenetv2_110d | -4 | 0.9333 | -74.119 | 99.0667 | 8.1067 | -84.073 | 91.8933 | 4.5200 | 224 | 0.8750 | bicubic |
| 214 | gluon_resnet34_v1b | +2 | 0.8933 | -73.687 | 99.1067 | 6.6000 | -85.388 | 93.4000 | 21.8000 | 224 | 0.8750 | bicubic |
| 215 | hrnet_w18_small_v2 | -9 | 0.8933 | -74.233 | 99.1067 | 7.3867 | -85.029 | 92.6133 | 15.6000 | 224 | 0.8750 | bilinear |
| 216 | regnetx_008 | -6 | 0.8933 | -74.129 | 99.1067 | 6.9067 | -85.437 | 93.0933 | 7.2600 | 224 | 0.8750 | bicubic |
| 217 | skresnet18 | +6 | 0.8800 | -72.164 | 99.1200 | 7.3867 | -83.791 | 92.6133 | 11.9600 | 224 | 0.8750 | bicubic |
| 218 | mnasnet_100 | -4 | 0.8667 | -73.789 | 99.1333 | 7.8667 | -84.259 | 92.1333 | 4.3800 | 224 | 0.8750 | bicubic |
| 219 | tf_mobilenetv3_large_075 | +1 | 0.8667 | -72.575 | 99.1333 | 6.7200 | -84.632 | 93.2800 | 3.9900 | 224 | 0.8750 | bilinear |
| 220 | regnetx_006 | -1 | 0.7600 | -73.102 | 99.2400 | 6.4933 | -85.187 | 93.5067 | 6.2000 | 224 | 0.8750 | bicubic |
| 221 | tf_mobilenetv3_small_100 | +13 | 0.7467 | -67.171 | 99.2533 | 4.6667 | -82.995 | 95.3333 | 2.5400 | 224 | 0.8750 | bilinear |
| 222 | seresnet18 | +7 | 0.7200 | -71.038 | 99.2800 | 6.0267 | -84.307 | 93.9733 | 11.7800 | 224 | 0.8750 | bicubic |
| 223 | regnetx_004 | +3 | 0.6933 | -71.713 | 99.3067 | 5.5067 | -85.323 | 94.4933 | 5.1600 | 224 | 0.8750 | bicubic |
| 224 | tv_densenet121 | -11 | 0.6800 | -74.072 | 99.3200 | 6.9067 | -85.245 | 93.0933 | 7.9800 | 224 | 0.8750 | bicubic |
| 225 | regnety_002 | +6 | 0.6667 | -69.615 | 99.3333 | 5.5333 | -84.007 | 94.4667 | 3.1600 | 224 | 0.8750 | bicubic |
| 226 | tf_mobilenetv3_small_075 | +11 | 0.6267 | -65.091 | 99.3733 | 4.1733 | -81.963 | 95.8267 | 2.0400 | 224 | 0.8750 | bilinear |
| 227 | resnet26 | -23 | 0.6000 | -74.692 | 99.4000 | 6.8800 | -85.690 | 93.1200 | 16.0000 | 224 | 0.8750 | bicubic |
| 228 | tv_resnet34 | -7 | 0.6000 | -72.714 | 99.4000 | 5.5200 | -85.900 | 94.4800 | 21.8000 | 224 | 0.8750 | bilinear |
| 229 | mobilenetv2_100 | -5 | 0.5333 | -72.445 | 99.4667 | 6.1867 | -84.829 | 93.8133 | 3.5000 | 224 | 0.8750 | bicubic |
| 230 | dla46_c | +8 | 0.5200 | -64.358 | 99.4800 | 4.1867 | -82.099 | 95.8133 | 1.3100 | 224 | 0.8750 | bilinear |
| 231 | tf_mobilenetv3_large_minimal_100 | -3 | 0.4800 | -71.764 | 99.5200 | 4.8800 | -85.756 | 95.1200 | 3.9200 | 224 | 0.8750 | bilinear |
| 232 | dla60x_c | +3 | 0.4667 | -67.441 | 99.5333 | 5.2133 | -83.221 | 94.7867 | 1.3400 | 224 | 0.8750 | bilinear |
| 233 | hrnet_w18_small | -6 | 0.4533 | -71.889 | 99.5467 | 4.8400 | -85.832 | 95.1600 | 13.1900 | 224 | 0.8750 | bilinear |
| 234 | dla46x_c | +2 | 0.4133 | -65.567 | 99.5867 | 4.4400 | -82.540 | 95.5600 | 1.0800 | 224 | 0.8750 | bilinear |
| 235 | gluon_resnet18_v1b | -5 | 0.3867 | -70.443 | 99.6133 | 4.7867 | -84.969 | 95.2133 | 11.6900 | 224 | 0.8750 | bicubic |
| 236 | tf_mobilenetv3_small_minimal_100 | +3 | 0.3600 | -62.538 | 99.6400 | 2.8667 | -81.363 | 97.1333 | 2.0400 | 224 | 0.8750 | bilinear |
| 237 | resnet18 | -5 | 0.2933 | -69.465 | 99.7067 | 4.0400 | -85.038 | 95.9600 | 11.6900 | 224 | 0.8750 | bilinear |
| 238 | regnetx_002 | -5 | 0.2267 | -68.527 | 99.7733 | 3.9867 | -84.561 | 96.0133 | 2.6800 | 224 | 0.8750 | bicubic |
| 239 | tv_resnet50 | -45 | 0.0000 | -76.130 | 100.0000 | 2.8933 | -89.969 | 97.1067 | 25.5600 | 224 | 0.8750 | bilinear |