model | train_samples_per_sec | train_step_time | train_batch_size | train_img_size | param_count |
tinynet_e | 9380.97 | 53.881 | 512 | 106 | 2.04 |
mobilenetv3_small_050 | 7276.68 | 69.643 | 512 | 224 | 1.59 |
tf_mobilenetv3_small_minimal_100 | 6334.14 | 80.291 | 512 | 224 | 2.04 |
mobilenetv3_small_075 | 5920.21 | 85.765 | 512 | 224 | 2.04 |
lcnet_035 | 5760.61 | 88.397 | 512 | 224 | 1.64 |
mobilenetv3_small_100 | 5583.48 | 90.99 | 512 | 224 | 2.54 |
tf_mobilenetv3_small_075 | 5569.37 | 91.204 | 512 | 224 | 2.04 |
levit_128s | 5426.95 | 93.402 | 512 | 224 | 7.78 |
lcnet_050 | 5425.23 | 93.895 | 512 | 224 | 1.88 |
tf_mobilenetv3_small_100 | 5275.47 | 96.328 | 512 | 224 | 2.54 |
tinynet_d | 4879.29 | 104.179 | 512 | 152 | 2.34 |
mixer_s32_224 | 4491.84 | 113.42 | 512 | 224 | 19.1 |
vit_small_patch32_224 | 4321.32 | 117.658 | 512 | 224 | 22.88 |
lcnet_075 | 4147.31 | 122.971 | 512 | 224 | 2.36 |
levit_128 | 3971.6 | 127.764 | 512 | 224 | 9.21 |
vit_tiny_r_s16_p8_224 | 3957.53 | 128.516 | 512 | 224 | 6.34 |
lcnet_100 | 3524.02 | 144.807 | 512 | 224 | 2.95 |
mnasnet_small | 3488.23 | 145.878 | 512 | 224 | 2.03 |
levit_192 | 3436.74 | 147.842 | 512 | 224 | 10.95 |
regnetx_002 | 3423.6 | 148.87 | 512 | 224 | 2.68 |
regnety_002 | 3178.35 | 160.128 | 512 | 224 | 3.16 |
mobilenetv2_035 | 3069.55 | 166.033 | 512 | 224 | 1.68 |
gernet_s | 2949.06 | 172.893 | 512 | 224 | 8.17 |
mnasnet_050 | 2821.34 | 180.673 | 512 | 224 | 2.22 |
ssl_resnet18 | 2720.94 | 187.823 | 512 | 224 | 11.69 |
swsl_resnet18 | 2720.55 | 187.842 | 512 | 224 | 11.69 |
gluon_resnet18_v1b | 2718.42 | 187.998 | 512 | 224 | 11.69 |
resnet18 | 2711.83 | 188.459 | 512 | 224 | 11.69 |
semnasnet_050 | 2700.91 | 188.67 | 512 | 224 | 2.08 |
tinynet_c | 2654.89 | 191.851 | 512 | 184 | 2.46 |
mobilenetv2_050 | 2650.81 | 192.34 | 512 | 224 | 1.97 |
levit_256 | 2620.65 | 194.218 | 512 | 224 | 18.89 |
lcnet_150 | 2613.69 | 195.4 | 512 | 224 | 4.5 |
regnetx_004 | 2532.79 | 201.109 | 512 | 224 | 5.16 |
seresnet18 | 2519.64 | 202.716 | 512 | 224 | 11.78 |
legacy_seresnet18 | 2461.74 | 207.479 | 512 | 224 | 11.78 |
ese_vovnet19b_slim_dw | 2456.97 | 207.908 | 512 | 224 | 1.9 |
mobilenetv3_large_075 | 2342.92 | 217.677 | 512 | 224 | 3.99 |
tf_mobilenetv3_large_minimal_100 | 2311.18 | 220.824 | 512 | 224 | 3.92 |
vit_tiny_patch16_224 | 2249.49 | 226.757 | 512 | 224 | 5.72 |
levit_256d | 2248.95 | 226.128 | 512 | 224 | 26.21 |
deit_tiny_patch16_224 | 2244.74 | 227.248 | 512 | 224 | 5.72 |
tf_mobilenetv3_large_075 | 2222.25 | 229.522 | 512 | 224 | 3.99 |
deit_tiny_distilled_patch16_224 | 2207.23 | 231.107 | 512 | 224 | 5.91 |
ghostnet_050 | 2193.43 | 232.046 | 512 | 224 | 2.59 |
mnasnet_075 | 2163.05 | 235.897 | 512 | 224 | 3.17 |
mobilenetv3_rw | 2147.03 | 237.6 | 512 | 224 | 5.48 |
mobilenetv3_large_100_miil | 2135.44 | 238.882 | 512 | 224 | 5.48 |
mobilenetv3_large_100 | 2134.66 | 238.979 | 512 | 224 | 5.48 |
resnet18d | 2086.64 | 244.99 | 512 | 224 | 11.71 |
pit_ti_distilled_224 | 2085.77 | 244.59 | 512 | 224 | 5.1 |
pit_ti_224 | 2083.57 | 244.847 | 512 | 224 | 4.85 |
hardcorenas_a | 2050.08 | 249.015 | 512 | 224 | 5.26 |
regnetx_006 | 2048.56 | 249.103 | 512 | 224 | 6.2 |
tf_mobilenetv3_large_100 | 2046.24 | 249.335 | 512 | 224 | 5.48 |
ese_vovnet19b_slim | 1997.73 | 255.915 | 512 | 224 | 3.17 |
mnasnet_100 | 1996.94 | 255.609 | 512 | 224 | 4.38 |
mnasnet_b1 | 1993.53 | 256.025 | 512 | 224 | 4.38 |
xcit_nano_12_p16_224_dist | 1946.62 | 261.255 | 512 | 224 | 3.05 |
xcit_nano_12_p16_224 | 1946.1 | 261.308 | 512 | 224 | 3.05 |
semnasnet_075 | 1927.77 | 264.67 | 512 | 224 | 2.91 |
hardcorenas_b | 1912.19 | 266.758 | 512 | 224 | 5.18 |
mobilenetv2_075 | 1888.29 | 270.368 | 512 | 224 | 2.64 |
hardcorenas_c | 1885.12 | 270.645 | 512 | 224 | 5.52 |
tf_efficientnetv2_b0 | 1880.38 | 271.08 | 512 | 224 | 7.14 |
tinynet_b | 1857.15 | 274.614 | 512 | 188 | 3.73 |
regnety_004 | 1855.83 | 274.756 | 512 | 224 | 4.34 |
resnetblur18 | 1846.1 | 276.978 | 512 | 224 | 11.69 |
regnety_006 | 1808.76 | 282.043 | 512 | 224 | 6.06 |
hardcorenas_d | 1808.52 | 281.873 | 512 | 224 | 7.5 |
mnasnet_a1 | 1796.84 | 284.044 | 512 | 224 | 3.89 |
semnasnet_100 | 1784.41 | 286.019 | 512 | 224 | 3.89 |
spnasnet_100 | 1782.41 | 286.288 | 512 | 224 | 4.42 |
skresnet18 | 1776.65 | 287.57 | 512 | 224 | 11.96 |
mobilenetv2_100 | 1761.25 | 289.902 | 512 | 224 | 3.5 |
mixer_b32_224 | 1711.23 | 298.43 | 512 | 224 | 60.29 |
regnetx_008 | 1669.43 | 305.887 | 512 | 224 | 7.26 |
levit_384 | 1662.81 | 306.81 | 512 | 224 | 39.13 |
vit_base_patch32_224 | 1658.09 | 307.969 | 512 | 224 | 88.22 |
vit_base_patch32_224_sam | 1657.82 | 308.015 | 512 | 224 | 88.22 |
efficientnet_lite0 | 1636.56 | 312.086 | 512 | 224 | 4.65 |
visformer_tiny | 1629.51 | 313.524 | 512 | 224 | 10.32 |
gluon_resnet34_v1b | 1626.25 | 314.261 | 512 | 224 | 21.8 |
resnet34 | 1624.32 | 314.625 | 512 | 224 | 21.8 |
tv_resnet34 | 1622.42 | 314.985 | 512 | 224 | 21.8 |
ghostnet_100 | 1610.26 | 316.618 | 512 | 224 | 5.18 |
hardcorenas_f | 1606.37 | 317.568 | 512 | 224 | 8.2 |
pit_xs_distilled_224 | 1596.23 | 319.885 | 512 | 224 | 11.0 |
pit_xs_224 | 1595.39 | 320.023 | 512 | 224 | 10.62 |
hardcorenas_e | 1595.11 | 319.841 | 512 | 224 | 8.07 |
tinynet_a | 1592.8 | 320.187 | 512 | 192 | 6.19 |
resmlp_12_distilled_224 | 1562.43 | 326.888 | 512 | 224 | 15.35 |
resmlp_12_224 | 1562.2 | 326.933 | 512 | 224 | 15.35 |
regnety_008 | 1550.03 | 329.315 | 512 | 224 | 6.26 |
tf_efficientnet_lite0 | 1547.08 | 330.18 | 512 | 224 | 4.65 |
mixer_s16_224 | 1538.34 | 332.27 | 512 | 224 | 18.53 |
fbnetc_100 | 1532.35 | 333.142 | 512 | 224 | 5.57 |
seresnet34 | 1494.24 | 341.776 | 512 | 224 | 21.96 |
mnasnet_140 | 1493.96 | 341.916 | 512 | 224 | 7.12 |
nf_regnet_b0 | 1481.15 | 344.453 | 512 | 256 | 8.76 |
legacy_seresnet34 | 1458.06 | 350.271 | 512 | 224 | 21.96 |
gmixer_12_224 | 1449.53 | 352.403 | 512 | 224 | 12.7 |
gernet_m | 1442.79 | 354.129 | 512 | 224 | 21.14 |
ese_vovnet19b_dw | 1440.24 | 354.984 | 512 | 224 | 6.54 |
vit_small_patch32_384 | 1423.05 | 358.931 | 512 | 384 | 22.92 |
nf_resnet26 | 1422.6 | 359.386 | 512 | 224 | 16.0 |
efficientnet_b0 | 1413.79 | 270.572 | 384 | 224 | 5.29 |
dla46_c | 1408.04 | 362.893 | 512 | 224 | 1.3 |
rexnetr_100 | 1385.71 | 275.935 | 384 | 224 | 4.88 |
mobilenetv2_110d | 1384.57 | 276.313 | 384 | 224 | 4.52 |
rexnet_100 | 1381.06 | 276.903 | 384 | 224 | 4.8 |
vit_tiny_r_s16_p8_384 | 1371.38 | 279.143 | 384 | 384 | 6.36 |
ghostnet_130 | 1367.64 | 372.982 | 512 | 224 | 7.36 |
resnet34d | 1367.17 | 373.876 | 512 | 224 | 21.82 |
tf_efficientnet_b0 | 1353.9 | 282.522 | 384 | 224 | 5.29 |
tf_efficientnet_b0_ap | 1353.18 | 282.683 | 384 | 224 | 5.29 |
tf_efficientnet_b0_ns | 1352.63 | 282.744 | 384 | 224 | 5.29 |
selecsls42 | 1349.71 | 378.706 | 512 | 224 | 30.35 |
selecsls42b | 1347.34 | 379.337 | 512 | 224 | 32.46 |
gmlp_ti16_224 | 1340.35 | 284.915 | 384 | 224 | 5.87 |
regnetz_005 | 1326.54 | 384.587 | 512 | 224 | 7.12 |
crossvit_tiny_240 | 1322.74 | 385.447 | 512 | 240 | 7.01 |
resnet26 | 1321.4 | 386.974 | 512 | 224 | 16.0 |
semnasnet_140 | 1315.96 | 388.179 | 512 | 224 | 6.11 |
xcit_tiny_12_p16_224 | 1309.91 | 389.1 | 512 | 224 | 6.72 |
xcit_tiny_12_p16_224_dist | 1303.81 | 390.894 | 512 | 224 | 6.72 |
hrnet_w18_small | 1302.26 | 391.765 | 512 | 224 | 13.19 |
efficientnet_b1_pruned | 1277.21 | 399.368 | 512 | 240 | 6.33 |
mobilevit_xxs | 1270.89 | 301.046 | 384 | 256 | 1.27 |
mobilenetv2_140 | 1250.7 | 306.236 | 384 | 224 | 6.11 |
poolformer_s12 | 1245.33 | 410.466 | 512 | 224 | 11.92 |
crossvit_9_240 | 1236.49 | 309.127 | 384 | 240 | 8.55 |
nf_seresnet26 | 1207.14 | 423.49 | 512 | 224 | 17.4 |
tf_efficientnetv2_b1 | 1198.02 | 319.027 | 384 | 240 | 8.14 |
repvgg_b0 | 1184.29 | 431.28 | 512 | 224 | 15.82 |
crossvit_9_dagger_240 | 1177.9 | 324.572 | 384 | 240 | 8.78 |
selecsls60 | 1152.93 | 443.193 | 512 | 224 | 30.67 |
mixnet_s | 1150.64 | 443.717 | 512 | 224 | 4.13 |
selecsls60b | 1149.12 | 444.678 | 512 | 224 | 32.77 |
efficientnet_es | 1142.77 | 447.293 | 512 | 224 | 5.44 |
efficientnet_es_pruned | 1141.22 | 447.892 | 512 | 224 | 5.44 |
nf_ecaresnet26 | 1137.4 | 449.596 | 512 | 224 | 16.0 |
resnet26d | 1125.5 | 454.383 | 512 | 224 | 16.01 |
tf_efficientnet_es | 1120.47 | 456.18 | 512 | 224 | 5.44 |
efficientnet_lite1 | 1109.69 | 229.723 | 256 | 240 | 5.42 |
rexnetr_130 | 1097.15 | 232.191 | 256 | 224 | 7.61 |
tf_mixnet_s | 1090.03 | 468.412 | 512 | 224 | 4.13 |
convit_tiny | 1087.94 | 469.614 | 512 | 224 | 5.71 |
convnext_nano_hnf | 1075.51 | 356.223 | 384 | 224 | 15.59 |
dla34 | 1072.51 | 476.787 | 512 | 224 | 15.74 |
tf_efficientnet_lite1 | 1061.0 | 240.288 | 256 | 240 | 5.42 |
dla46x_c | 1058.5 | 482.972 | 512 | 224 | 1.07 |
rexnet_130 | 1051.04 | 242.43 | 256 | 224 | 7.56 |
regnetx_016 | 1042.11 | 490.415 | 512 | 224 | 9.19 |
mobilenetv2_120d | 1036.53 | 245.787 | 256 | 224 | 5.83 |
skresnet34 | 1033.13 | 494.425 | 512 | 224 | 22.28 |
vit_small_patch16_224 | 1032.86 | 370.943 | 384 | 224 | 22.05 |
deit_small_patch16_224 | 1031.61 | 371.386 | 384 | 224 | 22.05 |
deit_small_distilled_patch16_224 | 1011.7 | 378.721 | 384 | 224 | 22.44 |
dla60x_c | 1011.12 | 505.401 | 512 | 224 | 1.32 |
ecaresnet50d_pruned | 1009.57 | 506.231 | 512 | 224 | 19.94 |
gernet_l | 1007.43 | 507.303 | 512 | 256 | 31.08 |
efficientnet_b0_g16_evos | 992.51 | 385.814 | 384 | 224 | 8.11 |
rexnetr_150 | 973.93 | 261.684 | 256 | 224 | 9.78 |
vit_base2_patch32_256 | 970.35 | 526.818 | 512 | 256 | 119.46 |
pit_s_distilled_224 | 963.9 | 264.693 | 256 | 224 | 24.04 |
pit_s_224 | 963.25 | 264.885 | 256 | 224 | 23.46 |
fbnetv3_b | 936.5 | 408.4 | 384 | 256 | 8.6 |
rexnet_150 | 934.54 | 272.774 | 256 | 224 | 9.73 |
repvgg_a2 | 931.84 | 548.616 | 512 | 224 | 28.21 |
legacy_seresnext26_32x4d | 930.69 | 411.955 | 384 | 224 | 16.79 |
regnety_016 | 921.99 | 553.558 | 512 | 224 | 11.2 |
resnest14d | 909.12 | 562.716 | 512 | 224 | 10.61 |
efficientnet_cc_b0_4e | 892.75 | 428.931 | 384 | 224 | 13.31 |
efficientnet_cc_b0_8e | 889.3 | 430.599 | 384 | 224 | 24.01 |
coat_lite_tiny | 885.61 | 432.738 | 384 | 224 | 5.72 |
nf_regnet_b1 | 883.44 | 578.138 | 512 | 288 | 10.22 |
resnetv2_50 | 883.05 | 579.001 | 512 | 224 | 25.55 |
resnext26ts | 882.89 | 434.405 | 384 | 256 | 10.3 |
resnet26t | 880.13 | 581.227 | 512 | 256 | 16.01 |
tf_efficientnetv2_b2 | 877.18 | 290.276 | 256 | 260 | 10.1 |
fbnetv3_d | 875.63 | 290.586 | 256 | 256 | 10.31 |
nf_regnet_b2 | 875.24 | 583.366 | 512 | 272 | 14.31 |
tf_efficientnet_cc_b0_4e | 872.5 | 438.913 | 384 | 224 | 13.31 |
tf_efficientnet_cc_b0_8e | 867.49 | 441.45 | 384 | 224 | 24.01 |
efficientnet_b0_gn | 860.35 | 296.448 | 256 | 224 | 5.29 |
eca_resnext26ts | 852.81 | 299.643 | 256 | 256 | 10.3 |
seresnext26ts | 848.06 | 301.17 | 256 | 256 | 10.39 |
botnet26t_256 | 835.32 | 459.139 | 384 | 256 | 12.49 |
gluon_resnet50_v1b | 835.19 | 458.946 | 384 | 224 | 25.56 |
twins_svt_small | 835.02 | 458.264 | 384 | 224 | 24.06 |
swsl_resnet50 | 834.38 | 459.391 | 384 | 224 | 25.56 |
resnet50 | 833.17 | 460.051 | 384 | 224 | 25.56 |
tf_efficientnet_b1_ap | 832.71 | 305.903 | 256 | 240 | 7.79 |
tf_efficientnet_b1 | 832.37 | 306.044 | 256 | 240 | 7.79 |
tf_efficientnet_b1_ns | 831.62 | 306.366 | 256 | 240 | 7.79 |
tv_resnet50 | 831.54 | 460.947 | 384 | 224 | 25.56 |
efficientnet_b2_pruned | 831.45 | 306.38 | 256 | 260 | 8.31 |
seresnext26tn_32x4d | 831.09 | 461.371 | 384 | 224 | 16.81 |
seresnext26d_32x4d | 830.66 | 461.598 | 384 | 224 | 16.81 |
gcresnext26ts | 830.6 | 307.372 | 256 | 256 | 10.48 |
seresnext26t_32x4d | 830.1 | 461.943 | 384 | 224 | 16.81 |
ssl_resnet50 | 828.96 | 462.397 | 384 | 224 | 25.56 |
coat_lite_mini | 825.96 | 464.063 | 384 | 224 | 11.01 |
vgg11 | 818.58 | 625.301 | 512 | 224 | 132.86 |
halonet26t | 813.08 | 471.69 | 384 | 256 | 12.48 |
vit_small_resnet26d_224 | 812.32 | 471.613 | 384 | 224 | 63.61 |
eca_botnext26ts_256 | 804.88 | 317.468 | 256 | 256 | 10.59 |
efficientnet_lite2 | 800.14 | 318.978 | 256 | 260 | 6.09 |
efficientnet_b1 | 797.8 | 319.366 | 256 | 256 | 7.79 |
resnetv2_50t | 793.9 | 644.111 | 512 | 224 | 25.57 |
ecaresnext26t_32x4d | 792.87 | 483.752 | 384 | 224 | 15.41 |
ecaresnext50t_32x4d | 790.88 | 484.99 | 384 | 224 | 15.41 |
resnetv2_50d | 790.5 | 646.873 | 512 | 224 | 25.57 |
tresnet_m | 787.27 | 647.568 | 512 | 224 | 31.39 |
convnext_tiny | 782.73 | 326.109 | 256 | 224 | 28.59 |
eca_halonext26ts | 781.32 | 327.03 | 256 | 256 | 10.76 |
vovnet39a | 779.14 | 656.53 | 512 | 224 | 22.6 |
ecaresnet101d_pruned | 778.75 | 655.702 | 512 | 224 | 24.88 |
mixnet_m | 778.63 | 491.619 | 384 | 224 | 5.01 |
cspresnet50 | 774.32 | 495.068 | 384 | 256 | 21.62 |
tf_efficientnet_lite2 | 771.04 | 331.043 | 256 | 260 | 6.09 |
gluon_resnet50_v1c | 769.5 | 498.184 | 384 | 224 | 25.58 |
ecaresnetlight | 767.59 | 666.098 | 512 | 224 | 30.16 |
resmlp_24_224 | 766.31 | 332.575 | 256 | 224 | 30.02 |
resmlp_24_distilled_224 | 766.21 | 332.58 | 256 | 224 | 30.02 |
cspresnext50 | 765.28 | 500.93 | 384 | 224 | 20.57 |
resnet50t | 753.13 | 509.003 | 384 | 224 | 25.57 |
resnet50d | 752.95 | 509.12 | 384 | 224 | 25.58 |
gluon_resnet50_v1d | 752.94 | 509.122 | 384 | 224 | 25.58 |
legacy_seresnet50 | 751.28 | 510.001 | 384 | 224 | 28.09 |
mobilevit_xs | 751.23 | 339.638 | 256 | 256 | 2.32 |
tf_mixnet_m | 748.19 | 511.684 | 384 | 224 | 5.01 |
ese_vovnet39b | 748.06 | 683.786 | 512 | 224 | 24.57 |
resnet32ts | 744.11 | 343.453 | 256 | 256 | 17.96 |
visformer_small | 743.29 | 515.928 | 384 | 224 | 40.22 |
dpn68b | 737.5 | 519.461 | 384 | 224 | 12.61 |
selecsls84 | 735.99 | 694.378 | 512 | 224 | 50.95 |
resnet33ts | 732.63 | 348.809 | 256 | 256 | 19.68 |
nf_seresnet50 | 732.06 | 523.375 | 384 | 224 | 28.09 |
rexnetr_200 | 724.64 | 263.786 | 192 | 224 | 16.52 |
lambda_resnet26t | 724.61 | 529.342 | 384 | 256 | 10.96 |
seresnet50 | 722.32 | 530.5 | 384 | 224 | 28.09 |
dpn68 | 721.48 | 531.095 | 384 | 224 | 12.61 |
res2net50_48w_2s | 717.64 | 534.245 | 384 | 224 | 25.29 |
gmixer_24_224 | 717.31 | 355.331 | 256 | 224 | 24.72 |
eca_resnet33ts | 712.11 | 358.824 | 256 | 256 | 19.68 |
seresnet33ts | 709.27 | 360.12 | 256 | 256 | 19.78 |
bat_resnext26ts | 708.45 | 360.137 | 256 | 256 | 10.73 |
rexnet_200 | 703.57 | 271.754 | 192 | 224 | 16.37 |
resnetblur50 | 702.19 | 546.026 | 384 | 224 | 25.56 |
cspresnet50d | 701.76 | 546.305 | 384 | 256 | 21.64 |
vgg11_bn | 698.67 | 549.368 | 384 | 224 | 132.87 |
twins_pcpvt_small | 698.21 | 364.986 | 256 | 224 | 24.11 |
eca_vovnet39b | 697.82 | 733.074 | 512 | 224 | 22.6 |
efficientnet_em | 694.64 | 551.807 | 384 | 240 | 6.9 |
dla60 | 693.8 | 552.499 | 384 | 224 | 22.04 |
tf_efficientnet_em | 692.96 | 368.419 | 256 | 240 | 6.9 |
cspresnet50w | 692.76 | 553.433 | 384 | 256 | 28.12 |
resnest26d | 688.5 | 556.976 | 384 | 224 | 17.07 |
gcresnet33ts | 687.02 | 371.584 | 256 | 256 | 19.88 |
tv_densenet121 | 686.65 | 371.007 | 256 | 224 | 7.98 |
densenet121 | 686.51 | 371.091 | 256 | 224 | 7.98 |
vit_small_r26_s32_224 | 685.79 | 371.994 | 256 | 224 | 36.43 |
convnext_tiny_hnf | 683.74 | 373.449 | 256 | 224 | 28.59 |
xcit_nano_12_p16_384_dist | 682.7 | 373.202 | 256 | 384 | 3.05 |
xcit_tiny_24_p16_224_dist | 681.26 | 372.348 | 256 | 224 | 12.12 |
lambda_resnet26rpt_256 | 679.63 | 281.896 | 192 | 256 | 10.99 |
xcit_tiny_24_p16_224 | 679.38 | 373.443 | 256 | 224 | 12.12 |
vit_base_resnet26d_224 | 679.21 | 563.967 | 384 | 224 | 101.4 |
resnetaa50d | 678.8 | 564.84 | 384 | 224 | 25.58 |
nf_ecaresnet50 | 673.73 | 568.984 | 384 | 224 | 25.56 |
hrnet_w18_small_v2 | 672.52 | 758.874 | 512 | 224 | 15.6 |
gluon_resnet50_v1s | 671.98 | 570.574 | 384 | 224 | 25.68 |
efficientnet_b0_g8_gn | 661.67 | 385.796 | 256 | 224 | 6.56 |
seresnet50t | 659.6 | 581.03 | 384 | 224 | 28.1 |
efficientnet_b3_pruned | 657.34 | 387.781 | 256 | 300 | 9.86 |
haloregnetz_b | 656.48 | 388.419 | 256 | 224 | 11.68 |
tv_resnext50_32x4d | 651.27 | 588.791 | 384 | 224 | 25.03 |
swsl_resnext50_32x4d | 651.11 | 588.925 | 384 | 224 | 25.03 |
gluon_resnext50_32x4d | 650.97 | 589.059 | 384 | 224 | 25.03 |
ssl_resnext50_32x4d | 650.9 | 589.136 | 384 | 224 | 25.03 |
resnext50_32x4d | 649.99 | 589.957 | 384 | 224 | 25.03 |
resnetrs50 | 648.71 | 590.781 | 384 | 224 | 35.69 |
densenet121d | 646.33 | 394.275 | 256 | 224 | 8.0 |
regnetx_032 | 643.77 | 595.296 | 384 | 224 | 15.3 |
resnetblur50d | 642.77 | 397.429 | 256 | 224 | 25.58 |
res2net50_26w_4s | 636.71 | 601.86 | 384 | 224 | 25.7 |
swin_tiny_patch4_window7_224 | 635.13 | 402.044 | 256 | 224 | 28.29 |
skresnet50 | 634.96 | 603.369 | 384 | 224 | 25.8 |
poolformer_s24 | 634.53 | 402.132 | 256 | 224 | 21.39 |
gmlp_s16_224 | 632.58 | 301.939 | 192 | 224 | 19.42 |
ese_vovnet57b | 632.35 | 606.334 | 384 | 224 | 38.61 |
crossvit_small_240 | 625.73 | 407.457 | 256 | 240 | 26.86 |
xcit_small_12_p16_224_dist | 625.08 | 407.723 | 256 | 224 | 26.25 |
xcit_small_12_p16_224 | 624.67 | 407.992 | 256 | 224 | 26.25 |
densenetblur121d | 617.78 | 412.569 | 256 | 224 | 8.0 |
ecaresnet50d | 612.94 | 625.548 | 384 | 224 | 25.58 |
tf_efficientnet_b2_ns | 610.27 | 313.114 | 192 | 260 | 9.11 |
tf_efficientnet_b2_ap | 610.1 | 313.168 | 192 | 260 | 9.11 |
tf_efficientnet_b2 | 609.89 | 313.274 | 192 | 260 | 9.11 |
mixnet_l | 603.6 | 634.707 | 384 | 224 | 7.33 |
gluon_inception_v3 | 601.71 | 636.771 | 384 | 299 | 23.83 |
inception_v3 | 601.07 | 637.475 | 384 | 299 | 23.83 |
adv_inception_v3 | 601.02 | 637.509 | 384 | 299 | 23.83 |
tf_inception_v3 | 600.65 | 637.912 | 384 | 299 | 23.83 |
sehalonet33ts | 599.96 | 425.883 | 256 | 256 | 13.69 |
seresnetaa50d | 599.53 | 425.823 | 256 | 224 | 28.11 |
resnext50d_32x4d | 598.58 | 426.825 | 256 | 224 | 25.05 |
mobilevit_s | 596.24 | 320.895 | 192 | 256 | 5.58 |
resnetv2_50x1_bit_distilled | 588.8 | 325.252 | 192 | 224 | 25.55 |
gcresnet50t | 583.98 | 436.858 | 256 | 256 | 25.9 |
skresnet50d | 583.54 | 437.238 | 256 | 224 | 25.82 |
swin_s3_tiny_224 | 576.57 | 442.971 | 256 | 224 | 28.33 |
seresnext50_32x4d | 576.37 | 443.036 | 256 | 224 | 27.56 |
gluon_seresnext50_32x4d | 576.3 | 443.051 | 256 | 224 | 27.56 |
tf_mixnet_l | 576.22 | 442.743 | 256 | 224 | 7.33 |
legacy_seresnext50_32x4d | 575.52 | 443.681 | 256 | 224 | 27.56 |
res2next50 | 575.07 | 443.835 | 256 | 224 | 24.67 |
repvgg_b1g4 | 572.25 | 893.649 | 512 | 224 | 39.97 |
cspresnext50_iabn | 572.06 | 669.169 | 384 | 256 | 20.57 |
convnext_tiny_hnfd | 570.41 | 447.777 | 256 | 224 | 28.63 |
res2net50_14w_8s | 569.05 | 447.639 | 256 | 224 | 25.06 |
resnest50d_1s4x24d | 568.93 | 448.655 | 256 | 224 | 25.68 |
cait_xxs24_224 | 568.71 | 447.7 | 256 | 224 | 11.96 |
crossvit_15_240 | 567.12 | 336.74 | 192 | 240 | 27.53 |
semobilevit_s | 566.94 | 337.375 | 192 | 256 | 5.74 |
densenet169 | 563.82 | 451.519 | 256 | 224 | 14.15 |
efficientnet_b2 | 561.37 | 340.497 | 192 | 288 | 9.11 |
efficientnet_cc_b1_8e | 559.34 | 455.785 | 256 | 240 | 39.72 |
efficientnet_b2a | 558.58 | 342.255 | 192 | 288 | 9.11 |
darknet53 | 556.85 | 458.909 | 256 | 256 | 41.61 |
dla60_res2net | 555.54 | 459.405 | 256 | 224 | 20.85 |
dla60x | 553.4 | 461.598 | 256 | 224 | 17.35 |
mixer_b16_224 | 552.46 | 462.598 | 256 | 224 | 59.88 |
nf_resnet101 | 550.61 | 695.793 | 384 | 224 | 44.55 |
tf_efficientnet_cc_b1_8e | 549.81 | 463.949 | 256 | 240 | 39.72 |
regnetx_040 | 549.5 | 697.703 | 384 | 224 | 22.12 |
mixer_b16_224_miil | 549.25 | 465.267 | 256 | 224 | 59.88 |
crossvit_15_dagger_240 | 547.66 | 348.734 | 192 | 240 | 28.21 |
nf_regnet_b3 | 547.65 | 465.691 | 256 | 320 | 18.59 |
vovnet57a | 547.59 | 934.12 | 512 | 224 | 36.64 |
resnetv2_101 | 544.49 | 468.639 | 256 | 224 | 44.54 |
xcit_nano_12_p8_224 | 542.16 | 470.425 | 256 | 224 | 3.05 |
xcit_nano_12_p8_224_dist | 541.55 | 470.928 | 256 | 224 | 3.05 |
tf_efficientnetv2_b3 | 541.54 | 352.751 | 192 | 300 | 14.36 |
sebotnet33ts_256 | 540.04 | 236.225 | 128 | 256 | 13.7 |
gcresnext50ts | 538.97 | 354.583 | 192 | 256 | 15.67 |
nf_resnet50 | 536.27 | 715.168 | 384 | 288 | 25.56 |
resnet50_gn | 532.97 | 359.41 | 192 | 224 | 25.56 |
vit_base_r26_s32_224 | 532.84 | 359.064 | 192 | 224 | 101.38 |
vit_base_patch32_384 | 531.15 | 481.156 | 256 | 384 | 88.3 |
efficientnetv2_rw_t | 527.04 | 362.193 | 192 | 288 | 13.65 |
resnet101 | 526.31 | 484.87 | 256 | 224 | 44.55 |
gluon_resnet101_v1b | 525.74 | 485.353 | 256 | 224 | 44.55 |
tv_resnet101 | 523.69 | 487.267 | 256 | 224 | 44.55 |
vit_large_patch32_224 | 515.11 | 495.389 | 256 | 224 | 306.54 |
vit_base_resnet50d_224 | 514.44 | 495.989 | 256 | 224 | 110.97 |
mixer_l32_224 | 507.93 | 376.544 | 192 | 224 | 206.94 |
resnetv2_101d | 506.46 | 503.899 | 256 | 224 | 44.56 |
swin_v2_cr_tiny_224 | 505.66 | 378.391 | 192 | 224 | 28.33 |
vit_tiny_patch16_384 | 505.36 | 252.456 | 128 | 384 | 5.79 |
resmlp_36_224 | 505.0 | 378.005 | 192 | 224 | 44.69 |
resmlp_36_distilled_224 | 504.83 | 378.088 | 192 | 224 | 44.69 |
swin_v2_cr_tiny_ns_224 | 503.02 | 380.384 | 192 | 224 | 28.33 |
repvgg_b1 | 501.28 | 1020.314 | 512 | 224 | 57.42 |
dla60_res2next | 500.08 | 510.484 | 256 | 224 | 17.03 |
gluon_resnet101_v1c | 498.53 | 511.943 | 256 | 224 | 44.57 |
wide_resnet50_2 | 491.97 | 779.7 | 384 | 224 | 68.88 |
gluon_resnet101_v1d | 491.71 | 519.004 | 256 | 224 | 44.57 |
resnest50d | 484.85 | 526.671 | 256 | 224 | 27.48 |
vgg13 | 482.75 | 795.25 | 384 | 224 | 133.05 |
cspdarknet53 | 481.82 | 530.306 | 256 | 256 | 27.64 |
gc_efficientnetv2_rw_t | 480.93 | 396.503 | 192 | 288 | 13.68 |
convnext_small | 478.98 | 399.137 | 192 | 224 | 50.22 |
efficientnet_lite3 | 478.82 | 266.239 | 128 | 300 | 8.2 |
ecaresnet26t | 478.49 | 534.465 | 256 | 320 | 16.01 |
nest_tiny | 477.21 | 267.341 | 128 | 224 | 17.06 |
regnetz_b16 | 476.53 | 401.488 | 192 | 288 | 9.72 |
dla102 | 475.31 | 537.042 | 256 | 224 | 33.27 |
cspdarknet53_iabn | 474.61 | 806.628 | 384 | 256 | 27.64 |
res2net50_26w_6s | 474.4 | 537.903 | 256 | 224 | 37.05 |
jx_nest_tiny | 469.53 | 271.701 | 128 | 224 | 17.06 |
twins_pcpvt_base | 465.48 | 409.697 | 192 | 224 | 43.83 |
vgg13_bn | 465.35 | 549.842 | 256 | 224 | 133.05 |
halonet50ts | 463.11 | 413.595 | 192 | 256 | 22.73 |
regnetx_080 | 462.29 | 829.538 | 384 | 224 | 39.57 |
lambda_resnet50ts | 461.63 | 414.909 | 192 | 256 | 21.54 |
coat_lite_small | 461.47 | 414.609 | 192 | 224 | 19.84 |
legacy_seresnet101 | 460.47 | 553.804 | 256 | 224 | 49.33 |
vgg16 | 459.25 | 557.204 | 256 | 224 | 138.36 |
tf_efficientnet_lite3 | 458.84 | 277.849 | 128 | 300 | 8.2 |
resnetaa101d | 458.35 | 556.916 | 256 | 224 | 44.57 |
gluon_resnet101_v1s | 456.37 | 559.352 | 256 | 224 | 44.67 |
xcit_tiny_12_p16_384_dist | 451.6 | 423.4 | 192 | 384 | 6.72 |
seresnet101 | 447.82 | 569.466 | 256 | 224 | 49.33 |
densenet201 | 447.49 | 426.067 | 192 | 224 | 20.01 |
mixnet_xl | 447.09 | 570.692 | 256 | 224 | 11.9 |
nf_seresnet101 | 444.89 | 573.162 | 256 | 224 | 49.33 |
convit_small | 441.84 | 433.517 | 192 | 224 | 27.78 |
resnetblur101d | 441.53 | 578.26 | 256 | 224 | 44.57 |
nfnet_l0 | 426.47 | 599.103 | 256 | 288 | 35.07 |
skresnext50_32x4d | 424.37 | 601.881 | 256 | 224 | 27.48 |
poolformer_s36 | 424.29 | 450.68 | 192 | 224 | 30.86 |
botnet50ts_256 | 421.6 | 302.649 | 128 | 256 | 22.74 |
halo2botnet50ts_256 | 418.8 | 457.379 | 192 | 256 | 22.64 |
gluon_resnext101_32x4d | 418.26 | 610.512 | 256 | 224 | 44.18 |
resnext101_32x4d | 417.6 | 611.486 | 256 | 224 | 44.18 |
ssl_resnext101_32x4d | 417.52 | 611.578 | 256 | 224 | 44.18 |
swsl_resnext101_32x4d | 417.45 | 611.654 | 256 | 224 | 44.18 |
fbnetv3_g | 415.62 | 305.885 | 128 | 288 | 16.62 |
twins_svt_base | 413.84 | 461.835 | 192 | 224 | 56.07 |
ese_vovnet39b_evos | 413.01 | 308.979 | 128 | 224 | 24.58 |
res2net101_26w_4s | 405.25 | 629.29 | 256 | 224 | 45.21 |
eca_nfnet_l0 | 404.73 | 631.533 | 256 | 288 | 24.14 |
tresnet_l | 403.54 | 1265.42 | 512 | 224 | 55.99 |
lamhalobotnet50ts_256 | 403.43 | 474.897 | 192 | 256 | 22.57 |
volo_d1_224 | 400.45 | 478.074 | 192 | 224 | 26.63 |
crossvit_18_240 | 400.32 | 317.735 | 128 | 240 | 43.27 |
resnet51q | 397.98 | 481.556 | 192 | 288 | 35.7 |
nf_ecaresnet101 | 396.22 | 644.266 | 256 | 224 | 44.55 |
dla102x | 392.86 | 487.139 | 192 | 224 | 26.31 |
vit_base_patch16_224_miil | 392.0 | 489.026 | 192 | 224 | 86.54 |
swin_small_patch4_window7_224 | 391.85 | 488.136 | 192 | 224 | 49.61 |
regnety_032 | 391.81 | 651.958 | 256 | 288 | 19.44 |
regnetx_064 | 390.82 | 654.137 | 256 | 224 | 26.21 |
res2net50_26w_8s | 389.26 | 655.478 | 256 | 224 | 48.4 |
vgg16_bn | 388.47 | 658.66 | 256 | 224 | 138.37 |
deit_base_patch16_224 | 386.56 | 495.833 | 192 | 224 | 86.57 |
crossvit_18_dagger_240 | 386.08 | 329.466 | 128 | 240 | 44.27 |
vit_base_patch16_224 | 385.82 | 496.783 | 192 | 224 | 86.57 |
resnest50d_4s2x40d | 385.78 | 662.242 | 256 | 224 | 30.42 |
xception | 384.95 | 331.72 | 128 | 299 | 22.86 |
vit_base_patch16_224_sam | 384.94 | 497.961 | 192 | 224 | 86.57 |
ecaresnet101d | 381.61 | 669.061 | 256 | 224 | 44.57 |
deit_base_distilled_patch16_224 | 379.86 | 504.583 | 192 | 224 | 87.34 |
resnetv2_152 | 379.0 | 673.236 | 256 | 224 | 60.19 |
repvgg_b2g4 | 377.95 | 1353.629 | 512 | 224 | 61.76 |
ese_vovnet99b | 373.94 | 683.067 | 256 | 224 | 63.2 |
vit_small_resnet50d_s16_224 | 373.61 | 512.677 | 192 | 224 | 57.53 |
cait_xxs36_224 | 371.71 | 512.777 | 192 | 224 | 17.3 |
resnet152 | 371.52 | 514.561 | 192 | 224 | 60.19 |
tv_resnet152 | 371.15 | 515.007 | 192 | 224 | 60.19 |
gluon_resnet152_v1b | 368.93 | 518.118 | 192 | 224 | 60.19 |
gluon_seresnext101_32x4d | 368.19 | 519.228 | 192 | 224 | 48.96 |
seresnext101_32x4d | 367.5 | 520.242 | 192 | 224 | 48.96 |
nfnet_f0 | 366.97 | 696.402 | 256 | 256 | 71.49 |
legacy_seresnext101_32x4d | 366.06 | 522.375 | 192 | 224 | 48.96 |
tf_efficientnet_b3_ap | 364.58 | 349.402 | 128 | 300 | 12.23 |
tf_efficientnet_b3_ns | 364.49 | 349.53 | 128 | 300 | 12.23 |
tf_efficientnet_b3 | 364.34 | 349.633 | 128 | 300 | 12.23 |
resnetv2_152d | 361.2 | 529.264 | 192 | 224 | 60.2 |
resnet61q | 358.48 | 356.024 | 128 | 288 | 36.85 |
resnetv2_50d_frn | 357.45 | 356.923 | 128 | 224 | 25.59 |
ese_vovnet99b_iabn | 357.31 | 1071.637 | 384 | 224 | 63.2 |
gluon_resnet152_v1c | 355.88 | 537.206 | 192 | 224 | 60.21 |
hrnet_w18 | 355.73 | 714.824 | 256 | 224 | 21.3 |
efficientnet_b3 | 355.08 | 358.849 | 128 | 320 | 12.23 |
efficientnet_b3a | 354.83 | 359.115 | 128 | 320 | 12.23 |
regnety_040 | 354.78 | 539.617 | 192 | 288 | 20.65 |
beit_base_patch16_224 | 353.55 | 541.973 | 192 | 224 | 86.53 |
gluon_resnet152_v1d | 353.52 | 540.757 | 192 | 224 | 60.21 |
regnety_040s_gn | 353.11 | 360.919 | 128 | 224 | 20.65 |
vgg19 | 352.0 | 1090.659 | 384 | 224 | 143.67 |
xcit_tiny_12_p8_224 | 351.32 | 362.59 | 128 | 224 | 6.71 |
xcit_tiny_12_p8_224_dist | 351.06 | 362.838 | 128 | 224 | 6.71 |
xception41p | 343.38 | 371.913 | 128 | 299 | 26.91 |
regnetv_040 | 342.33 | 372.402 | 128 | 288 | 20.64 |
tnt_s_patch16_224 | 339.73 | 563.196 | 192 | 224 | 23.76 |
repvgg_b2 | 339.2 | 1508.352 | 512 | 224 | 89.02 |
vgg19_bn | 336.08 | 761.352 | 256 | 224 | 143.68 |
gluon_resnet152_v1s | 334.98 | 570.781 | 192 | 224 | 60.32 |
densenet161 | 332.41 | 382.595 | 128 | 224 | 28.68 |
dm_nfnet_f0 | 331.82 | 770.266 | 256 | 256 | 71.49 |
dla169 | 331.14 | 577.405 | 192 | 224 | 53.39 |
resnetv2_50d_gn | 330.91 | 385.985 | 128 | 288 | 25.57 |
convnext_base_in22ft1k | 328.04 | 388.471 | 128 | 224 | 88.59 |
convnext_tiny_in22ft1k | 327.7 | 388.845 | 128 | 224 | 88.59 |
convnext_small_in22ft1k | 326.36 | 390.508 | 128 | 224 | 88.59 |
convnext_base | 325.78 | 391.109 | 128 | 224 | 88.59 |
xcit_small_24_p16_224_dist | 322.26 | 393.856 | 128 | 224 | 47.67 |
xcit_small_24_p16_224 | 321.22 | 395.027 | 128 | 224 | 47.67 |
repvgg_b3g4 | 321.08 | 1194.912 | 384 | 224 | 83.83 |
pit_b_224 | 319.89 | 399.203 | 128 | 224 | 73.76 |
twins_pcpvt_large | 319.03 | 397.109 | 128 | 224 | 60.99 |
pit_b_distilled_224 | 318.55 | 400.853 | 128 | 224 | 74.79 |
legacy_seresnet152 | 315.59 | 605.069 | 192 | 224 | 66.82 |
dpn92 | 314.54 | 812.398 | 256 | 224 | 37.67 |
inception_v4 | 312.24 | 612.734 | 192 | 299 | 42.68 |
regnetx_120 | 309.13 | 827.171 | 256 | 224 | 46.11 |
hrnet_w32 | 308.88 | 823.922 | 256 | 224 | 41.23 |
convmixer_1024_20_ks9_p14 | 308.12 | 830.025 | 256 | 224 | 24.38 |
ecaresnet50t | 306.63 | 416.493 | 128 | 320 | 25.57 |
seresnet152 | 305.84 | 415.318 | 128 | 224 | 66.82 |
coat_tiny | 303.51 | 419.779 | 128 | 224 | 5.5 |
vit_small_patch16_36x1_224 | 303.33 | 419.341 | 128 | 224 | 64.67 |
regnetz_c16 | 302.72 | 421.37 | 128 | 320 | 13.46 |
vit_small_patch16_18x2_224 | 302.0 | 421.199 | 128 | 224 | 64.67 |
hrnet_w30 | 301.17 | 845.104 | 256 | 224 | 37.71 |
swin_v2_cr_small_224 | 300.16 | 424.024 | 128 | 224 | 49.7 |
nest_small | 296.43 | 322.186 | 96 | 224 | 38.35 |
tresnet_xl | 295.35 | 1296.648 | 384 | 224 | 78.44 |
jx_nest_small | 294.56 | 324.278 | 96 | 224 | 38.35 |
efficientnet_el | 291.47 | 438.031 | 128 | 300 | 10.59 |
xception41 | 291.46 | 437.936 | 128 | 299 | 26.97 |
efficientnet_el_pruned | 291.16 | 438.564 | 128 | 300 | 10.59 |
regnety_120 | 291.14 | 658.173 | 192 | 224 | 51.82 |
cait_s24_224 | 290.55 | 438.065 | 128 | 224 | 46.92 |
nf_regnet_b4 | 288.27 | 441.948 | 128 | 384 | 30.21 |
twins_svt_large | 288.14 | 442.123 | 128 | 224 | 99.27 |
wide_resnet101_2 | 287.9 | 665.343 | 192 | 224 | 126.89 |
mixnet_xxl | 287.84 | 442.746 | 128 | 224 | 23.96 |
tf_efficientnet_el | 286.59 | 445.507 | 128 | 300 | 10.59 |
poolformer_m36 | 284.22 | 448.517 | 128 | 224 | 56.17 |
swin_s3_small_224 | 277.99 | 343.436 | 96 | 224 | 49.74 |
repvgg_b3 | 276.27 | 1388.871 | 384 | 224 | 123.09 |
swin_base_patch4_window7_224 | 273.38 | 466.273 | 128 | 224 | 87.77 |
gmlp_b16_224 | 266.77 | 358.289 | 96 | 224 | 73.08 |
gluon_resnext101_64x4d | 266.55 | 478.624 | 128 | 224 | 83.46 |
dla102x2 | 265.99 | 479.601 | 128 | 224 | 41.28 |
resnet200 | 264.41 | 481.093 | 128 | 224 | 64.67 |
resnetv2_50d_evob | 261.14 | 366.354 | 96 | 224 | 25.59 |
regnetx_160 | 260.8 | 735.124 | 192 | 224 | 54.28 |
xception65p | 258.86 | 493.161 | 128 | 299 | 39.82 |
inception_resnet_v2 | 255.7 | 747.606 | 192 | 299 | 55.84 |
ens_adv_inception_resnet_v2 | 255.53 | 748.108 | 192 | 299 | 55.84 |
resnetrs101 | 253.22 | 503.169 | 128 | 288 | 63.62 |
resnext101_32x8d | 252.1 | 506.144 | 128 | 224 | 88.79 |
ig_resnext101_32x8d | 251.82 | 506.789 | 128 | 224 | 88.79 |
ssl_resnext101_32x8d | 251.44 | 507.525 | 128 | 224 | 88.79 |
swsl_resnext101_32x8d | 251.43 | 507.504 | 128 | 224 | 88.79 |
crossvit_base_240 | 250.95 | 380.881 | 96 | 240 | 105.03 |
dpn98 | 249.4 | 511.692 | 128 | 224 | 61.57 |
efficientnet_lite4 | 247.4 | 257.372 | 64 | 380 | 13.01 |
coat_mini | 246.33 | 517.632 | 128 | 224 | 10.34 |
efficientnetv2_s | 245.94 | 388.167 | 96 | 384 | 21.46 |
gluon_seresnext101_64x4d | 243.95 | 522.441 | 128 | 224 | 88.23 |
tf_efficientnetv2_s_in21ft1k | 243.54 | 391.981 | 96 | 384 | 21.46 |
tf_efficientnetv2_s | 242.89 | 393.02 | 96 | 384 | 21.46 |
resnet101d | 240.52 | 530.628 | 128 | 320 | 44.57 |
resnest101e | 240.15 | 530.415 | 128 | 256 | 48.28 |
tf_efficientnet_lite4 | 239.36 | 265.97 | 64 | 380 | 13.01 |
vit_small_patch16_384 | 235.44 | 270.99 | 64 | 384 | 22.2 |
xcit_tiny_24_p16_384_dist | 233.56 | 407.54 | 96 | 384 | 12.12 |
efficientnetv2_rw_s | 232.48 | 273.03 | 64 | 384 | 23.94 |
regnety_064 | 232.21 | 549.529 | 128 | 288 | 30.58 |
xcit_medium_24_p16_224_dist | 231.18 | 550.33 | 128 | 224 | 84.4 |
xcit_medium_24_p16_224 | 231.11 | 550.432 | 128 | 224 | 84.4 |
vit_large_r50_s32_224 | 229.5 | 415.85 | 96 | 224 | 328.99 |
regnetv_064 | 225.87 | 564.974 | 128 | 288 | 30.58 |
vit_small_r26_s32_384 | 225.43 | 282.622 | 64 | 384 | 36.47 |
convit_base | 225.0 | 567.909 | 128 | 224 | 86.54 |
gluon_xception65 | 223.32 | 427.945 | 96 | 299 | 39.92 |
xception65 | 222.42 | 429.727 | 96 | 299 | 39.92 |
tnt_b_patch16_224 | 222.32 | 573.844 | 128 | 224 | 65.41 |
volo_d2_224 | 221.58 | 431.459 | 96 | 224 | 58.68 |
regnety_080 | 221.2 | 577.488 | 128 | 288 | 39.18 |
hrnet_w40 | 220.15 | 867.238 | 192 | 224 | 57.56 |
swin_s3_base_224 | 219.92 | 433.728 | 96 | 224 | 71.13 |
xcit_small_12_p16_384_dist | 216.0 | 442.656 | 96 | 384 | 26.25 |
swin_v2_cr_base_224 | 214.24 | 445.643 | 96 | 224 | 87.88 |
hrnet_w48 | 213.16 | 895.867 | 192 | 224 | 77.47 |
resnetv2_50d_evos | 211.1 | 226.199 | 48 | 288 | 25.59 |
nest_base | 210.29 | 302.692 | 64 | 224 | 67.72 |
jx_nest_base | 209.17 | 304.343 | 64 | 224 | 67.72 |
vit_base_r50_s16_224 | 208.73 | 458.333 | 96 | 224 | 98.66 |
tresnet_m_448 | 206.95 | 924.987 | 192 | 448 | 31.39 |
hrnet_w44 | 206.72 | 924.031 | 192 | 224 | 67.06 |
efficientnet_b4 | 203.38 | 312.633 | 64 | 384 | 19.34 |
regnetz_b16_evos | 201.27 | 316.106 | 64 | 288 | 9.74 |
regnetz_040h | 199.85 | 318.401 | 64 | 320 | 28.94 |
regnetz_040 | 199.66 | 318.691 | 64 | 320 | 27.12 |
efficientnet_b3_gn | 199.47 | 319.133 | 64 | 320 | 11.73 |
densenet264 | 199.22 | 477.999 | 96 | 224 | 72.69 |
regnetz_d8 | 197.46 | 322.524 | 64 | 320 | 23.37 |
eca_nfnet_l1 | 189.9 | 672.191 | 128 | 320 | 41.41 |
tf_efficientnet_b4 | 188.81 | 336.904 | 64 | 380 | 19.34 |
tf_efficientnet_b4_ns | 188.45 | 337.501 | 64 | 380 | 19.34 |
tf_efficientnet_b4_ap | 188.4 | 337.642 | 64 | 380 | 19.34 |
poolformer_m48 | 187.63 | 509.206 | 96 | 224 | 73.47 |
dpn131 | 186.23 | 685.159 | 128 | 224 | 79.25 |
regnetz_d32 | 186.08 | 342.366 | 64 | 320 | 27.58 |
xcit_nano_12_p8_384_dist | 183.21 | 347.477 | 64 | 384 | 3.05 |
convnext_large_in22ft1k | 182.13 | 525.349 | 96 | 224 | 197.77 |
convnext_large | 180.72 | 529.451 | 96 | 224 | 197.77 |
xcit_tiny_24_p8_224_dist | 179.19 | 532.437 | 96 | 224 | 12.11 |
xcit_tiny_24_p8_224 | 179.14 | 532.524 | 96 | 224 | 12.11 |
dpn107 | 174.56 | 731.55 | 128 | 224 | 86.92 |
resnet152d | 172.45 | 554.35 | 96 | 320 | 60.21 |
hrnet_w64 | 170.75 | 744.856 | 128 | 224 | 128.06 |
halonet_h1 | 170.55 | 373.795 | 64 | 256 | 8.1 |
xception71 | 168.15 | 378.514 | 64 | 299 | 42.34 |
mixer_l16_224 | 167.46 | 571.737 | 96 | 224 | 208.2 |
regnety_320 | 166.3 | 768.299 | 128 | 224 | 145.05 |
vit_large_patch32_384 | 165.23 | 579.454 | 96 | 384 | 306.63 |
densenet264d_iabn | 165.07 | 1158.795 | 192 | 224 | 72.74 |
xcit_small_12_p8_224 | 164.33 | 387.646 | 64 | 224 | 26.21 |
xcit_small_12_p8_224_dist | 164.16 | 388.107 | 64 | 224 | 26.21 |
efficientnet_b3_g8_gn | 153.99 | 413.949 | 64 | 320 | 14.25 |
swin_large_patch4_window7_224 | 152.41 | 417.988 | 64 | 224 | 196.53 |
volo_d3_224 | 152.25 | 417.779 | 64 | 224 | 86.33 |
ecaresnet200d | 150.97 | 632.522 | 96 | 256 | 64.69 |
seresnet200d | 149.9 | 422.786 | 64 | 256 | 71.86 |
regnetx_320 | 146.61 | 871.937 | 128 | 224 | 107.81 |
seresnet152d | 143.56 | 442.443 | 64 | 320 | 66.84 |
resnetv2_50x1_bitm | 142.06 | 337.009 | 48 | 448 | 25.55 |
gluon_senet154 | 141.6 | 674.51 | 96 | 224 | 115.09 |
resnetrs152 | 141.55 | 448.821 | 64 | 320 | 86.62 |
senet154 | 141.16 | 676.729 | 96 | 224 | 115.09 |
legacy_senet154 | 139.88 | 683.0 | 96 | 224 | 115.09 |
regnety_160 | 136.04 | 704.372 | 96 | 288 | 83.59 |
xcit_large_24_p16_224_dist | 130.76 | 486.175 | 64 | 224 | 189.1 |
xcit_large_24_p16_224 | 130.33 | 487.671 | 64 | 224 | 189.1 |
seresnext101_32x8d | 126.87 | 502.294 | 64 | 288 | 93.57 |
nfnet_f1 | 125.34 | 763.802 | 96 | 320 | 132.63 |
resnet200d | 124.61 | 510.654 | 64 | 320 | 64.69 |
regnetz_c16_evos | 123.93 | 385.448 | 48 | 320 | 13.49 |
resnext101_64x4d | 122.56 | 781.647 | 96 | 288 | 83.46 |
efficientnetv2_m | 120.01 | 396.838 | 48 | 416 | 54.14 |
swin_v2_cr_large_224 | 119.95 | 397.782 | 48 | 224 | 196.68 |
xcit_tiny_12_p8_384_dist | 119.32 | 400.563 | 48 | 384 | 6.71 |
vit_large_patch16_224 | 116.44 | 548.026 | 64 | 224 | 304.33 |
crossvit_15_dagger_408 | 116.23 | 273.461 | 32 | 408 | 28.5 |
seresnet269d | 116.02 | 545.703 | 64 | 256 | 113.67 |
vit_base_patch16_18x2_224 | 115.21 | 552.796 | 64 | 224 | 256.73 |
convnext_xlarge_in22ft1k | 113.61 | 561.618 | 64 | 224 | 350.2 |
convnext_base_384_in22ft1k | 112.88 | 423.483 | 48 | 384 | 88.59 |
dm_nfnet_f1 | 112.71 | 565.567 | 64 | 320 | 132.63 |
convnext_tiny_384_in22ft1k | 112.65 | 424.398 | 48 | 384 | 88.59 |
convnext_small_384_in22ft1k | 112.59 | 424.604 | 48 | 384 | 88.59 |
nf_regnet_b5 | 112.22 | 567.655 | 64 | 456 | 49.74 |
swin_v2_cr_tiny_384 | 111.16 | 286.572 | 32 | 384 | 28.33 |
xcit_small_24_p16_384_dist | 110.42 | 431.325 | 48 | 384 | 47.67 |
beit_large_patch16_224 | 107.44 | 593.678 | 64 | 224 | 304.43 |
regnetz_e8 | 103.46 | 461.955 | 48 | 320 | 57.7 |
efficientnetv2_rw_m | 103.11 | 307.008 | 32 | 416 | 53.24 |
tresnet_l_448 | 101.52 | 1257.535 | 128 | 448 | 55.99 |
swsl_resnext101_32x16d | 99.54 | 962.862 | 96 | 224 | 194.03 |
ig_resnext101_32x16d | 99.3 | 965.129 | 96 | 224 | 194.03 |
ssl_resnext101_32x16d | 99.25 | 965.706 | 96 | 224 | 194.03 |
volo_d1_384 | 98.94 | 322.06 | 32 | 384 | 26.78 |
resnetrs200 | 98.6 | 482.325 | 48 | 320 | 93.21 |
cait_xxs24_384 | 97.24 | 491.195 | 48 | 384 | 12.03 |
deit_base_patch16_384 | 95.92 | 332.748 | 32 | 384 | 86.86 |
vit_base_patch16_384 | 95.88 | 332.951 | 32 | 384 | 86.86 |
volo_d4_224 | 95.4 | 500.622 | 48 | 224 | 192.96 |
eca_nfnet_l2 | 94.36 | 675.671 | 64 | 384 | 56.72 |
deit_base_distilled_patch16_384 | 93.97 | 339.685 | 32 | 384 | 87.63 |
efficientnet_b5 | 90.42 | 351.458 | 32 | 456 | 30.39 |
tf_efficientnetv2_m | 89.36 | 354.724 | 32 | 480 | 54.14 |
tf_efficientnetv2_m_in21ft1k | 89.12 | 355.723 | 32 | 480 | 54.14 |
tf_efficientnet_b5 | 88.7 | 358.215 | 32 | 456 | 30.39 |
tf_efficientnet_b5_ap | 88.68 | 358.368 | 32 | 456 | 30.39 |
tf_efficientnet_b5_ns | 88.58 | 358.774 | 32 | 456 | 30.39 |
crossvit_18_dagger_408 | 87.86 | 362.177 | 32 | 408 | 44.61 |
resnetv2_101x1_bitm | 87.29 | 364.971 | 32 | 448 | 44.54 |
convmixer_768_32 | 87.13 | 1100.537 | 96 | 224 | 21.11 |
resnetv2_152x2_bit_teacher | 87.1 | 364.899 | 32 | 224 | 236.34 |
vit_large_patch14_224 | 84.6 | 565.739 | 48 | 224 | 304.2 |
regnetz_d8_evos | 83.97 | 379.015 | 32 | 320 | 23.46 |
beit_base_patch16_384 | 82.88 | 385.038 | 32 | 384 | 86.74 |
xcit_small_24_p8_224_dist | 82.62 | 383.85 | 32 | 224 | 47.63 |
xcit_small_24_p8_224 | 82.5 | 384.488 | 32 | 224 | 47.63 |
resnest200e | 79.64 | 597.77 | 48 | 320 | 70.2 |
tresnet_xl_448 | 77.44 | 1236.244 | 96 | 448 | 78.44 |
xcit_medium_24_p16_384_dist | 76.61 | 414.275 | 32 | 384 | 84.4 |
vit_large_r50_s32_384 | 76.27 | 417.132 | 32 | 384 | 329.09 |
swin_base_patch4_window12_384 | 73.39 | 434.11 | 32 | 384 | 87.9 |
nfnet_f2 | 71.5 | 668.121 | 48 | 352 | 193.78 |
resmlp_big_24_224_in22ft1k | 68.15 | 468.085 | 32 | 224 | 129.14 |
resmlp_big_24_224 | 68.13 | 468.141 | 32 | 224 | 129.14 |
resmlp_big_24_distilled_224 | 68.08 | 468.542 | 32 | 224 | 129.14 |
pnasnet5large | 66.87 | 474.686 | 32 | 331 | 86.06 |
swin_v2_cr_small_384 | 66.28 | 359.629 | 24 | 384 | 49.7 |
nasnetalarge | 65.59 | 482.923 | 32 | 331 | 88.75 |
cait_xs24_384 | 65.34 | 487.167 | 32 | 384 | 26.67 |
dm_nfnet_f2 | 64.55 | 740.206 | 48 | 352 | 193.78 |
cait_xxs36_384 | 62.84 | 505.392 | 32 | 384 | 17.37 |
vit_base_patch8_224 | 62.83 | 381.142 | 24 | 224 | 86.58 |
convnext_large_384_in22ft1k | 61.61 | 517.714 | 32 | 384 | 197.77 |
ecaresnet269d | 61.52 | 515.695 | 32 | 352 | 102.09 |
volo_d5_224 | 61.49 | 517.153 | 32 | 224 | 295.46 |
xcit_tiny_24_p8_384_dist | 60.46 | 525.849 | 32 | 384 | 12.11 |
xcit_medium_24_p8_224 | 59.24 | 536.775 | 32 | 224 | 84.32 |
xcit_medium_24_p8_224_dist | 59.23 | 536.852 | 32 | 224 | 84.32 |
vit_base_resnet50_384 | 58.93 | 405.608 | 24 | 384 | 98.95 |
vit_base_r50_s16_384 | 58.91 | 405.68 | 24 | 384 | 98.95 |
resnetrs270 | 58.9 | 537.38 | 32 | 352 | 129.86 |
xcit_small_12_p8_384_dist | 56.03 | 426.632 | 24 | 384 | 26.21 |
volo_d2_384 | 55.33 | 287.363 | 16 | 384 | 58.87 |
ig_resnext101_32x32d | 52.68 | 605.908 | 32 | 224 | 468.53 |
eca_nfnet_l3 | 50.62 | 628.636 | 32 | 448 | 72.04 |
convmixer_1536_20 | 49.63 | 966.338 | 48 | 224 | 51.63 |
cait_s24_384 | 49.12 | 486.034 | 24 | 384 | 47.06 |
efficientnet_b6 | 48.5 | 327.112 | 16 | 528 | 43.04 |
tf_efficientnet_b6_ns | 48.02 | 330.391 | 16 | 528 | 43.04 |
tf_efficientnet_b6_ap | 47.83 | 331.608 | 16 | 528 | 43.04 |
tf_efficientnet_b6 | 47.78 | 331.966 | 16 | 528 | 43.04 |
efficientnetv2_l | 47.17 | 334.927 | 16 | 480 | 118.52 |
swin_v2_cr_base_384 | 47.07 | 337.445 | 16 | 384 | 87.88 |
tf_efficientnetv2_l_in21ft1k | 46.85 | 337.127 | 16 | 480 | 118.52 |
tf_efficientnetv2_l | 46.53 | 339.329 | 16 | 480 | 118.52 |
swin_v2_cr_huge_224 | 46.2 | 343.813 | 16 | 224 | 657.83 |
xcit_large_24_p16_384_dist | 44.95 | 530.527 | 24 | 384 | 189.1 |
swin_large_patch4_window12_384 | 41.24 | 386.07 | 16 | 384 | 196.74 |
vit_huge_patch14_224 | 39.65 | 401.44 | 16 | 224 | 632.05 |
resnetrs350 | 37.15 | 638.194 | 24 | 384 | 163.96 |
convnext_xlarge_384_in22ft1k | 36.94 | 431.409 | 16 | 384 | 350.2 |
nfnet_f3 | 35.43 | 673.367 | 24 | 416 | 254.92 |
resnest269e | 33.7 | 705.124 | 24 | 416 | 110.93 |
xcit_large_24_p8_224_dist | 33.34 | 476.606 | 16 | 224 | 188.93 |
xcit_large_24_p8_224 | 33.33 | 476.71 | 16 | 224 | 188.93 |
dm_nfnet_f3 | 32.28 | 738.882 | 24 | 416 | 254.92 |
resnetv2_50x3_bitm | 31.96 | 499.813 | 16 | 448 | 217.32 |
cait_s36_384 | 31.71 | 500.682 | 16 | 384 | 68.37 |
resnetv2_152x2_bit_teacher_384 | 31.41 | 506.876 | 16 | 384 | 236.34 |
tf_efficientnetv2_xl_in21ft1k | 31.07 | 380.33 | 12 | 512 | 208.12 |
efficientnetv2_xl | 30.57 | 386.62 | 12 | 512 | 208.12 |
efficientnet_b7 | 30.54 | 258.47 | 8 | 600 | 66.35 |
tf_efficientnet_b7 | 30.24 | 261.049 | 8 | 600 | 66.35 |
tf_efficientnet_b7_ap | 30.18 | 261.545 | 8 | 600 | 66.35 |
tf_efficientnet_b7_ns | 30.17 | 261.527 | 8 | 600 | 66.35 |
vit_large_patch16_384 | 29.1 | 410.723 | 12 | 384 | 304.72 |
xcit_small_24_p8_384_dist | 28.47 | 558.499 | 16 | 384 | 47.63 |
swin_v2_cr_large_384 | 28.33 | 421.122 | 12 | 384 | 196.68 |
ig_resnext101_32x48d | 27.82 | 573.581 | 16 | 224 | 828.41 |
resnetrs420 | 25.59 | 615.408 | 16 | 416 | 191.89 |
beit_large_patch16_384 | 24.96 | 478.806 | 12 | 384 | 305.0 |
volo_d3_448 | 23.79 | 333.801 | 8 | 448 | 86.63 |
vit_giant_patch14_224 | 22.41 | 354.342 | 8 | 224 | 1012.61 |
resnetv2_152x2_bitm | 21.79 | 364.675 | 8 | 448 | 236.34 |
xcit_medium_24_p8_384_dist | 19.42 | 408.574 | 8 | 384 | 84.32 |
nfnet_f4 | 18.89 | 630.122 | 12 | 512 | 316.07 |
resnetv2_101x3_bitm | 17.61 | 452.554 | 8 | 448 | 387.93 |
dm_nfnet_f4 | 17.17 | 693.324 | 12 | 512 | 316.07 |
volo_d4_448 | 16.84 | 353.766 | 6 | 448 | 193.41 |
efficientnet_b8 | 14.4 | 412.697 | 6 | 672 | 87.41 |
tf_efficientnet_b8_ap | 14.32 | 415.19 | 6 | 672 | 87.41 |
tf_efficientnet_b8 | 14.24 | 417.31 | 6 | 672 | 87.41 |
nfnet_f5 | 12.31 | 643.8 | 8 | 544 | 377.21 |
cait_m36_384 | 11.75 | 507.058 | 6 | 384 | 271.22 |
xcit_large_24_p8_384_dist | 11.36 | 524.55 | 6 | 384 | 188.93 |
dm_nfnet_f5 | 11.21 | 706.654 | 8 | 544 | 377.21 |
volo_d5_448 | 11.01 | 359.686 | 4 | 448 | 295.91 |
swin_v2_cr_huge_384 | 10.89 | 364.734 | 4 | 384 | 657.94 |
tf_efficientnet_l2_ns_475 | 10.43 | 377.703 | 4 | 475 | 480.31 |
nfnet_f6 | 10.18 | 778.679 | 8 | 576 | 438.36 |
beit_large_patch16_512 | 9.37 | 425.057 | 4 | 512 | 305.67 |
dm_nfnet_f6 | 8.56 | 692.978 | 6 | 576 | 438.36 |
volo_d5_512 | 7.76 | 383.588 | 3 | 512 | 296.09 |
nfnet_f7 | 7.54 | 787.101 | 6 | 608 | 499.5 |
cait_m48_448 | 4.71 | 419.695 | 2 | 448 | 356.46 |
resnetv2_152x4_bitm | 4.53 | 438.64 | 2 | 480 | 936.53 |
tf_efficientnet_l2_ns | 2.96 | 331.907 | 1 | 800 | 480.31 |
efficientnet_l2 | 2.92 | 336.419 | 1 | 800 | 480.31 |
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