model | infer_samples_per_sec | infer_step_time | infer_batch_size | infer_img_size | param_count |
tinynet_e | 68298.73 | 14.982 | 1024 | 106 | 2.04 |
mobilenetv3_small_050 | 48773.32 | 20.985 | 1024 | 224 | 1.59 |
lcnet_035 | 47045.94 | 21.755 | 1024 | 224 | 1.64 |
lcnet_050 | 41541.83 | 24.639 | 1024 | 224 | 1.88 |
mobilenetv3_small_075 | 37803.23 | 27.076 | 1024 | 224 | 2.04 |
mobilenetv3_small_100 | 34839.31 | 29.381 | 1024 | 224 | 2.54 |
tinynet_d | 34615.54 | 29.571 | 1024 | 152 | 2.34 |
tf_mobilenetv3_small_minimal_100 | 31097.5 | 32.918 | 1024 | 224 | 2.04 |
tf_mobilenetv3_small_075 | 30498.6 | 33.564 | 1024 | 224 | 2.04 |
tf_mobilenetv3_small_100 | 28466.28 | 35.962 | 1024 | 224 | 2.54 |
lcnet_075 | 26999.4 | 37.915 | 1024 | 224 | 2.36 |
mnasnet_small | 23228.74 | 44.072 | 1024 | 224 | 2.03 |
lcnet_100 | 22774.77 | 44.951 | 1024 | 224 | 2.95 |
levit_128s | 21485.8 | 47.648 | 1024 | 224 | 7.78 |
mobilenetv2_035 | 20032.08 | 51.106 | 1024 | 224 | 1.68 |
ghostnet_050 | 18639.82 | 54.925 | 1024 | 224 | 2.59 |
mnasnet_050 | 18244.9 | 56.115 | 1024 | 224 | 2.22 |
regnetx_002 | 17821.98 | 57.446 | 1024 | 224 | 2.68 |
tinynet_c | 17586.87 | 58.214 | 1024 | 184 | 2.46 |
regnety_002 | 16673.08 | 61.405 | 1024 | 224 | 3.16 |
mobilenetv2_050 | 16415.14 | 62.371 | 1024 | 224 | 1.97 |
semnasnet_050 | 16295.23 | 62.83 | 1024 | 224 | 2.08 |
lcnet_150 | 15040.68 | 68.071 | 1024 | 224 | 4.5 |
levit_128 | 14657.83 | 69.849 | 1024 | 224 | 9.21 |
regnetx_004 | 14440.03 | 70.903 | 1024 | 224 | 5.16 |
gernet_s | 14051.59 | 72.863 | 1024 | 224 | 8.17 |
mobilenetv3_large_075 | 13658.47 | 74.961 | 1024 | 224 | 3.99 |
levit_192 | 12892.86 | 79.412 | 1024 | 224 | 10.95 |
mnasnet_075 | 12457.54 | 82.188 | 1024 | 224 | 3.17 |
mobilenetv3_rw | 12442.0 | 82.291 | 1024 | 224 | 5.48 |
hardcorenas_a | 12441.72 | 82.293 | 1024 | 224 | 5.26 |
mixer_s32_224 | 12325.03 | 83.072 | 1024 | 224 | 19.1 |
mobilenetv3_large_100 | 12253.83 | 83.554 | 1024 | 224 | 5.48 |
mobilenetv3_large_100_miil | 12253.15 | 83.559 | 1024 | 224 | 5.48 |
vit_small_patch32_224 | 12098.59 | 84.625 | 1024 | 224 | 22.88 |
tf_mobilenetv3_large_075 | 11757.16 | 87.085 | 1024 | 224 | 3.99 |
tinynet_b | 11714.84 | 87.399 | 1024 | 188 | 3.73 |
hardcorenas_b | 11307.89 | 90.545 | 1024 | 224 | 5.18 |
hardcorenas_c | 11295.65 | 90.643 | 1024 | 224 | 5.52 |
ese_vovnet19b_slim_dw | 11295.18 | 90.646 | 1024 | 224 | 1.9 |
tf_mobilenetv3_large_minimal_100 | 11279.9 | 90.77 | 1024 | 224 | 3.92 |
mnasnet_b1 | 10903.65 | 93.902 | 1024 | 224 | 4.38 |
mnasnet_100 | 10903.28 | 93.906 | 1024 | 224 | 4.38 |
swsl_resnet18 | 10835.46 | 94.49 | 1024 | 224 | 11.69 |
ssl_resnet18 | 10829.31 | 94.547 | 1024 | 224 | 11.69 |
resnet18 | 10826.05 | 94.576 | 1024 | 224 | 11.69 |
gluon_resnet18_v1b | 10791.4 | 94.879 | 1024 | 224 | 11.69 |
tf_mobilenetv3_large_100 | 10638.58 | 96.242 | 1024 | 224 | 5.48 |
hardcorenas_d | 10551.44 | 97.037 | 1024 | 224 | 7.5 |
semnasnet_075 | 10519.79 | 97.329 | 1024 | 224 | 2.91 |
ghostnet_100 | 10434.77 | 98.122 | 1024 | 224 | 5.18 |
mobilenetv2_075 | 10372.86 | 98.708 | 1024 | 224 | 2.64 |
seresnet18 | 10183.7 | 100.541 | 1024 | 224 | 11.78 |
regnety_006 | 9982.58 | 102.567 | 1024 | 224 | 6.06 |
vit_tiny_r_s16_p8_224 | 9895.77 | 103.465 | 1024 | 224 | 6.34 |
spnasnet_100 | 9875.93 | 103.675 | 1024 | 224 | 4.42 |
legacy_seresnet18 | 9845.25 | 103.999 | 1024 | 224 | 11.78 |
regnety_004 | 9552.58 | 107.183 | 1024 | 224 | 4.34 |
levit_256 | 9434.24 | 108.53 | 1024 | 224 | 18.89 |
tinynet_a | 9412.38 | 108.782 | 1024 | 192 | 6.19 |
hardcorenas_f | 9390.96 | 109.029 | 1024 | 224 | 8.2 |
semnasnet_100 | 9334.36 | 109.69 | 1024 | 224 | 3.89 |
mnasnet_a1 | 9318.68 | 109.875 | 1024 | 224 | 3.89 |
mobilenetv2_100 | 9260.72 | 110.564 | 1024 | 224 | 3.5 |
hardcorenas_e | 9255.53 | 110.624 | 1024 | 224 | 8.07 |
tf_efficientnetv2_b0 | 9250.71 | 110.683 | 1024 | 224 | 7.14 |
fbnetc_100 | 9032.97 | 113.35 | 1024 | 224 | 5.57 |
efficientnet_lite0 | 8999.14 | 113.778 | 1024 | 224 | 4.65 |
resnet18d | 8913.81 | 114.867 | 1024 | 224 | 11.71 |
ese_vovnet19b_slim | 8715.26 | 117.484 | 1024 | 224 | 3.17 |
regnetx_008 | 8458.52 | 121.05 | 1024 | 224 | 7.26 |
levit_256d | 8024.27 | 127.602 | 1024 | 224 | 26.21 |
regnetx_006 | 7937.85 | 128.991 | 1024 | 224 | 6.2 |
regnety_008 | 7871.11 | 130.085 | 1024 | 224 | 6.26 |
tf_efficientnet_lite0 | 7813.92 | 131.036 | 1024 | 224 | 4.65 |
efficientnet_b0 | 7681.79 | 133.291 | 1024 | 224 | 5.29 |
ghostnet_130 | 7655.04 | 133.756 | 1024 | 224 | 7.36 |
mnasnet_140 | 7500.9 | 136.506 | 1024 | 224 | 7.12 |
xcit_nano_12_p16_224_dist | 7406.15 | 138.252 | 1024 | 224 | 3.05 |
xcit_nano_12_p16_224 | 7390.69 | 138.541 | 1024 | 224 | 3.05 |
rexnetr_100 | 7266.82 | 140.903 | 1024 | 224 | 4.88 |
mobilenetv2_110d | 7027.38 | 145.704 | 1024 | 224 | 4.52 |
tf_efficientnet_b0_ap | 6815.39 | 150.235 | 1024 | 224 | 5.29 |
tf_efficientnet_b0 | 6815.06 | 150.243 | 1024 | 224 | 5.29 |
tf_efficientnet_b0_ns | 6813.82 | 150.27 | 1024 | 224 | 5.29 |
regnetz_005 | 6657.81 | 153.793 | 1024 | 224 | 7.12 |
hrnet_w18_small | 6626.19 | 154.526 | 1024 | 224 | 13.19 |
gernet_m | 6452.0 | 158.699 | 1024 | 224 | 21.14 |
semnasnet_140 | 6407.4 | 159.804 | 1024 | 224 | 6.11 |
tv_resnet34 | 6289.18 | 162.807 | 1024 | 224 | 21.8 |
gluon_resnet34_v1b | 6283.02 | 162.967 | 1024 | 224 | 21.8 |
resnet34 | 6262.0 | 163.515 | 1024 | 224 | 21.8 |
vit_tiny_patch16_224 | 6224.71 | 164.493 | 1024 | 224 | 5.72 |
mobilenetv2_140 | 6223.01 | 164.539 | 1024 | 224 | 6.11 |
deit_tiny_patch16_224 | 6218.5 | 164.657 | 1024 | 224 | 5.72 |
ese_vovnet19b_dw | 6178.2 | 165.733 | 1024 | 224 | 6.54 |
deit_tiny_distilled_patch16_224 | 6117.9 | 167.365 | 1024 | 224 | 5.91 |
efficientnet_b1_pruned | 6023.92 | 169.977 | 1024 | 240 | 6.33 |
efficientnet_lite1 | 5983.27 | 171.132 | 1024 | 240 | 5.42 |
tf_efficientnetv2_b1 | 5921.06 | 172.93 | 1024 | 240 | 8.14 |
selecsls42 | 5908.85 | 173.287 | 1024 | 224 | 30.35 |
fbnetv3_b | 5903.05 | 173.458 | 1024 | 256 | 8.6 |
seresnet34 | 5898.43 | 173.594 | 1024 | 224 | 21.96 |
selecsls42b | 5885.09 | 173.988 | 1024 | 224 | 32.46 |
rexnet_100 | 5871.63 | 174.387 | 1024 | 224 | 4.8 |
pit_ti_distilled_224 | 5837.73 | 175.397 | 1024 | 224 | 5.1 |
pit_ti_224 | 5807.14 | 176.321 | 1024 | 224 | 4.85 |
efficientnet_es | 5711.75 | 179.268 | 1024 | 224 | 5.44 |
efficientnet_es_pruned | 5710.76 | 179.298 | 1024 | 224 | 5.44 |
resnet26 | 5694.28 | 179.817 | 1024 | 224 | 16.0 |
legacy_seresnet34 | 5670.37 | 180.577 | 1024 | 224 | 21.96 |
levit_384 | 5643.3 | 181.443 | 1024 | 224 | 39.13 |
resnet34d | 5571.88 | 183.768 | 1024 | 224 | 21.82 |
resnetblur18 | 5507.37 | 185.919 | 1024 | 224 | 11.69 |
rexnetr_130 | 5484.64 | 186.691 | 1024 | 224 | 7.61 |
nf_regnet_b0 | 5429.0 | 188.605 | 1024 | 256 | 8.76 |
tf_efficientnet_es | 5424.57 | 188.76 | 1024 | 224 | 5.44 |
tf_efficientnet_lite1 | 5360.34 | 191.021 | 1024 | 240 | 5.42 |
skresnet18 | 5350.54 | 191.371 | 1024 | 224 | 11.96 |
selecsls60 | 5263.66 | 194.53 | 1024 | 224 | 30.67 |
selecsls60b | 5251.8 | 194.969 | 1024 | 224 | 32.77 |
mobilenetv2_120d | 5160.96 | 198.401 | 1024 | 224 | 5.83 |
mobilevit_xxs | 5125.56 | 199.771 | 1024 | 256 | 1.27 |
repvgg_b0 | 5049.08 | 202.797 | 1024 | 224 | 15.82 |
resnet26d | 4891.07 | 209.349 | 1024 | 224 | 16.01 |
fbnetv3_d | 4812.34 | 212.774 | 1024 | 256 | 10.31 |
rexnetr_150 | 4791.0 | 213.722 | 1024 | 224 | 9.78 |
xcit_tiny_12_p16_224_dist | 4778.77 | 214.269 | 1024 | 224 | 6.72 |
xcit_tiny_12_p16_224 | 4774.3 | 214.469 | 1024 | 224 | 6.72 |
visformer_tiny | 4714.23 | 217.203 | 1024 | 224 | 10.32 |
nf_resnet26 | 4639.54 | 220.7 | 1024 | 224 | 16.0 |
efficientnet_lite2 | 4604.04 | 222.402 | 1024 | 260 | 6.09 |
pit_xs_224 | 4582.73 | 223.434 | 1024 | 224 | 10.62 |
pit_xs_distilled_224 | 4539.81 | 225.546 | 1024 | 224 | 11.0 |
resmlp_12_distilled_224 | 4519.92 | 226.541 | 1024 | 224 | 15.35 |
resmlp_12_224 | 4518.97 | 226.589 | 1024 | 224 | 15.35 |
tf_efficientnetv2_b2 | 4403.08 | 232.553 | 1024 | 260 | 10.1 |
vit_base_patch32_224_sam | 4330.12 | 236.472 | 1024 | 224 | 88.22 |
vit_base_patch32_224 | 4316.0 | 237.246 | 1024 | 224 | 88.22 |
mixer_b32_224 | 4294.72 | 238.421 | 1024 | 224 | 60.29 |
tf_efficientnet_b1_ns | 4267.56 | 239.936 | 1024 | 240 | 7.79 |
tf_efficientnet_b1_ap | 4266.36 | 240.004 | 1024 | 240 | 7.79 |
tf_efficientnet_b1 | 4266.12 | 240.017 | 1024 | 240 | 7.79 |
efficientnet_b0_g16_evos | 4260.91 | 240.312 | 1024 | 224 | 8.11 |
legacy_seresnext26_32x4d | 4210.62 | 243.183 | 1024 | 224 | 16.79 |
mixer_s16_224 | 4210.38 | 243.197 | 1024 | 224 | 18.53 |
gernet_l | 4176.68 | 245.159 | 1024 | 256 | 31.08 |
tf_efficientnet_lite2 | 4154.51 | 246.467 | 1024 | 260 | 6.09 |
gmixer_12_224 | 4127.0 | 248.109 | 1024 | 224 | 12.7 |
efficientnet_b1 | 4101.97 | 249.625 | 1024 | 256 | 7.79 |
resnext26ts | 4091.38 | 250.27 | 1024 | 256 | 10.3 |
rexnet_130 | 4013.83 | 255.106 | 1024 | 224 | 7.56 |
seresnext26ts | 3966.87 | 258.123 | 1024 | 256 | 10.39 |
nf_seresnet26 | 3954.94 | 258.905 | 1024 | 224 | 17.4 |
eca_resnext26ts | 3953.54 | 258.996 | 1024 | 256 | 10.3 |
nf_ecaresnet26 | 3938.91 | 259.956 | 1024 | 224 | 16.0 |
repvgg_a2 | 3868.66 | 264.68 | 1024 | 224 | 28.21 |
gmlp_ti16_224 | 3865.39 | 264.903 | 1024 | 224 | 5.87 |
crossvit_tiny_240 | 3854.54 | 265.648 | 1024 | 240 | 7.01 |
efficientnet_b2_pruned | 3821.39 | 267.953 | 1024 | 260 | 8.31 |
vit_small_patch32_384 | 3802.4 | 269.289 | 1024 | 384 | 22.92 |
resnet26t | 3789.73 | 270.19 | 1024 | 256 | 16.01 |
regnetx_016 | 3776.49 | 271.139 | 1024 | 224 | 9.19 |
rexnet_150 | 3774.39 | 271.29 | 1024 | 224 | 9.73 |
seresnext26t_32x4d | 3769.71 | 271.627 | 1024 | 224 | 16.81 |
seresnext26tn_32x4d | 3769.68 | 271.629 | 1024 | 224 | 16.81 |
gcresnext26ts | 3763.59 | 272.069 | 1024 | 256 | 10.48 |
seresnext26d_32x4d | 3760.94 | 272.26 | 1024 | 224 | 16.81 |
ecaresnext50t_32x4d | 3751.71 | 272.931 | 1024 | 224 | 15.41 |
ecaresnext26t_32x4d | 3745.62 | 273.373 | 1024 | 224 | 15.41 |
ecaresnet50d_pruned | 3714.28 | 275.68 | 1024 | 224 | 19.94 |
resnetv2_50 | 3703.17 | 276.505 | 1024 | 224 | 25.55 |
eca_botnext26ts_256 | 3685.99 | 277.797 | 1024 | 256 | 10.59 |
crossvit_9_240 | 3640.93 | 281.235 | 1024 | 240 | 8.55 |
ecaresnetlight | 3588.5 | 285.344 | 1024 | 224 | 30.16 |
eca_halonext26ts | 3573.18 | 286.568 | 1024 | 256 | 10.76 |
crossvit_9_dagger_240 | 3562.28 | 287.444 | 1024 | 240 | 8.78 |
poolformer_s12 | 3555.09 | 288.026 | 1024 | 224 | 11.92 |
swsl_resnet50 | 3536.6 | 289.53 | 1024 | 224 | 25.56 |
gluon_resnet50_v1b | 3534.52 | 289.702 | 1024 | 224 | 25.56 |
tv_resnet50 | 3534.18 | 289.73 | 1024 | 224 | 25.56 |
resnet50 | 3528.73 | 290.177 | 1024 | 224 | 25.56 |
ssl_resnet50 | 3522.22 | 290.713 | 1024 | 224 | 25.56 |
rexnetr_200 | 3521.98 | 145.362 | 512 | 224 | 16.52 |
dla46_c | 3494.33 | 293.033 | 1024 | 224 | 1.3 |
botnet26t_256 | 3447.34 | 297.026 | 1024 | 256 | 12.49 |
efficientnet_em | 3434.61 | 298.129 | 1024 | 240 | 6.9 |
dpn68 | 3423.83 | 299.067 | 1024 | 224 | 12.61 |
resnet32ts | 3414.56 | 299.879 | 1024 | 256 | 17.96 |
dpn68b | 3412.63 | 300.049 | 1024 | 224 | 12.61 |
regnety_016 | 3408.85 | 300.382 | 1024 | 224 | 11.2 |
halonet26t | 3379.19 | 303.017 | 1024 | 256 | 12.48 |
resnetv2_50t | 3374.73 | 303.416 | 1024 | 224 | 25.57 |
resnetv2_50d | 3370.34 | 303.812 | 1024 | 224 | 25.57 |
resnet33ts | 3369.92 | 303.852 | 1024 | 256 | 19.68 |
nf_regnet_b1 | 3357.92 | 304.938 | 1024 | 288 | 10.22 |
gluon_resnet50_v1c | 3339.61 | 306.611 | 1024 | 224 | 25.58 |
nf_regnet_b2 | 3329.81 | 307.512 | 1024 | 272 | 14.31 |
tf_efficientnet_b2_ap | 3315.4 | 308.848 | 1024 | 260 | 9.11 |
tf_efficientnet_b2_ns | 3314.91 | 308.894 | 1024 | 260 | 9.11 |
tf_efficientnet_em | 3313.67 | 309.011 | 1024 | 240 | 6.9 |
tf_efficientnet_b2 | 3313.08 | 309.063 | 1024 | 260 | 9.11 |
seresnet33ts | 3285.4 | 311.671 | 1024 | 256 | 19.78 |
eca_resnet33ts | 3264.82 | 313.634 | 1024 | 256 | 19.68 |
resnet50t | 3209.81 | 319.009 | 1024 | 224 | 25.57 |
bat_resnext26ts | 3208.41 | 319.147 | 1024 | 256 | 10.73 |
legacy_seresnet50 | 3208.39 | 319.15 | 1024 | 224 | 28.09 |
gluon_resnet50_v1d | 3207.43 | 319.246 | 1024 | 224 | 25.58 |
convnext_nano_hnf | 3203.44 | 319.644 | 1024 | 224 | 15.59 |
resnet50d | 3201.53 | 319.835 | 1024 | 224 | 25.58 |
convit_tiny | 3182.1 | 321.788 | 1024 | 224 | 5.71 |
gcresnet33ts | 3115.24 | 328.694 | 1024 | 256 | 19.88 |
vit_small_resnet26d_224 | 3114.54 | 328.764 | 1024 | 224 | 63.61 |
efficientnet_b2 | 3113.3 | 328.898 | 1024 | 288 | 9.11 |
efficientnet_b2a | 3112.75 | 328.957 | 1024 | 288 | 9.11 |
efficientnet_b3_pruned | 3098.33 | 330.489 | 1024 | 300 | 9.86 |
mobilevit_xs | 3098.23 | 165.245 | 512 | 256 | 2.32 |
vovnet39a | 3094.91 | 330.85 | 1024 | 224 | 22.6 |
seresnet50 | 3084.99 | 331.918 | 1024 | 224 | 28.09 |
haloregnetz_b | 3050.82 | 335.635 | 1024 | 224 | 11.68 |
skresnet34 | 3016.36 | 339.47 | 1024 | 224 | 22.28 |
ese_vovnet39b | 2991.04 | 342.343 | 1024 | 224 | 24.57 |
eca_vovnet39b | 2984.95 | 343.042 | 1024 | 224 | 22.6 |
cspresnext50 | 2981.83 | 343.401 | 1024 | 224 | 20.57 |
selecsls84 | 2979.47 | 343.673 | 1024 | 224 | 50.95 |
res2net50_48w_2s | 2961.27 | 345.783 | 1024 | 224 | 25.29 |
ssl_resnext50_32x4d | 2883.39 | 355.125 | 1024 | 224 | 25.03 |
resnext50_32x4d | 2879.89 | 355.557 | 1024 | 224 | 25.03 |
swsl_resnext50_32x4d | 2879.83 | 355.563 | 1024 | 224 | 25.03 |
tv_resnext50_32x4d | 2876.25 | 356.006 | 1024 | 224 | 25.03 |
gluon_resnext50_32x4d | 2870.17 | 356.762 | 1024 | 224 | 25.03 |
resnetaa50d | 2869.21 | 356.878 | 1024 | 224 | 25.58 |
tv_densenet121 | 2861.74 | 357.812 | 1024 | 224 | 7.98 |
densenet121 | 2859.4 | 358.103 | 1024 | 224 | 7.98 |
mixnet_s | 2849.57 | 359.34 | 1024 | 224 | 4.13 |
seresnet50t | 2844.85 | 359.936 | 1024 | 224 | 28.1 |
resnetrs50 | 2844.33 | 360.0 | 1024 | 224 | 35.69 |
deit_small_patch16_224 | 2839.86 | 360.568 | 1024 | 224 | 22.05 |
vit_small_patch16_224 | 2838.21 | 360.777 | 1024 | 224 | 22.05 |
ecaresnet101d_pruned | 2833.47 | 361.381 | 1024 | 224 | 24.88 |
coat_lite_tiny | 2832.3 | 361.531 | 1024 | 224 | 5.72 |
gluon_resnet50_v1s | 2824.57 | 362.521 | 1024 | 224 | 25.68 |
pit_s_224 | 2821.07 | 362.969 | 1024 | 224 | 23.46 |
ecaresnet50d | 2815.88 | 363.64 | 1024 | 224 | 25.58 |
rexnet_200 | 2812.74 | 182.018 | 512 | 224 | 16.37 |
pit_s_distilled_224 | 2802.25 | 365.406 | 1024 | 224 | 24.04 |
deit_small_distilled_patch16_224 | 2791.58 | 366.805 | 1024 | 224 | 22.44 |
dla34 | 2790.34 | 366.966 | 1024 | 224 | 15.74 |
dla46x_c | 2773.06 | 369.253 | 1024 | 224 | 1.07 |
cspresnet50 | 2754.0 | 371.811 | 1024 | 256 | 21.62 |
hrnet_w18_small_v2 | 2736.24 | 374.217 | 1024 | 224 | 15.6 |
densenet121d | 2731.76 | 374.837 | 1024 | 224 | 8.0 |
tf_mixnet_s | 2728.68 | 375.26 | 1024 | 224 | 4.13 |
efficientnet_lite3 | 2718.45 | 188.332 | 512 | 300 | 8.2 |
regnetz_b16 | 2715.55 | 377.076 | 1024 | 288 | 9.72 |
dla60x_c | 2712.17 | 377.543 | 1024 | 224 | 1.32 |
vit_tiny_r_s16_p8_384 | 2700.75 | 189.562 | 512 | 384 | 6.36 |
coat_lite_mini | 2663.5 | 384.444 | 1024 | 224 | 11.01 |
resnext50d_32x4d | 2662.22 | 384.629 | 1024 | 224 | 25.05 |
resnetblur50 | 2619.08 | 390.962 | 1024 | 224 | 25.56 |
cspresnet50d | 2596.32 | 394.393 | 1024 | 256 | 21.64 |
vgg11_bn | 2593.2 | 197.428 | 512 | 224 | 132.87 |
vit_base2_patch32_256 | 2576.99 | 397.35 | 1024 | 256 | 119.46 |
seresnetaa50d | 2576.43 | 397.436 | 1024 | 224 | 28.11 |
cspresnet50w | 2574.64 | 397.712 | 1024 | 256 | 28.12 |
seresnext50_32x4d | 2574.54 | 397.729 | 1024 | 224 | 27.56 |
lambda_resnet26rpt_256 | 2573.59 | 397.876 | 1024 | 256 | 10.99 |
legacy_seresnext50_32x4d | 2571.71 | 398.166 | 1024 | 224 | 27.56 |
xcit_nano_12_p16_384_dist | 2569.25 | 398.547 | 1024 | 384 | 3.05 |
gluon_seresnext50_32x4d | 2564.07 | 399.352 | 1024 | 224 | 27.56 |
xcit_tiny_24_p16_224_dist | 2557.0 | 400.456 | 1024 | 224 | 12.12 |
xcit_tiny_24_p16_224 | 2556.28 | 400.571 | 1024 | 224 | 12.12 |
efficientnetv2_rw_t | 2545.32 | 402.294 | 1024 | 288 | 13.65 |
vovnet57a | 2538.22 | 403.418 | 1024 | 224 | 36.64 |
fbnetv3_g | 2530.36 | 404.673 | 1024 | 288 | 16.62 |
gcresnet50t | 2514.25 | 407.265 | 1024 | 256 | 25.9 |
res2net50_26w_4s | 2505.47 | 408.693 | 1024 | 224 | 25.7 |
tf_efficientnetv2_b3 | 2496.85 | 410.104 | 1024 | 300 | 14.36 |
twins_svt_small | 2488.33 | 411.508 | 1024 | 224 | 24.06 |
vit_base_resnet26d_224 | 2472.64 | 414.118 | 1024 | 224 | 101.4 |
ese_vovnet57b | 2446.54 | 418.537 | 1024 | 224 | 38.61 |
densenetblur121d | 2445.52 | 418.711 | 1024 | 224 | 8.0 |
tf_efficientnet_lite3 | 2442.63 | 209.598 | 512 | 300 | 8.2 |
resnetblur50d | 2422.6 | 422.672 | 1024 | 224 | 25.58 |
mobilevit_s | 2415.06 | 211.991 | 512 | 256 | 5.58 |
resnest14d | 2409.35 | 424.998 | 1024 | 224 | 10.61 |
tf_inception_v3 | 2400.27 | 426.605 | 1024 | 299 | 23.83 |
gluon_inception_v3 | 2398.26 | 426.963 | 1024 | 299 | 23.83 |
nf_seresnet50 | 2397.62 | 427.078 | 1024 | 224 | 28.09 |
inception_v3 | 2397.12 | 427.166 | 1024 | 299 | 23.83 |
nf_ecaresnet50 | 2388.81 | 428.654 | 1024 | 224 | 25.56 |
adv_inception_v3 | 2388.59 | 428.689 | 1024 | 299 | 23.83 |
densenet169 | 2362.23 | 433.477 | 1024 | 224 | 14.15 |
sehalonet33ts | 2337.63 | 219.014 | 512 | 256 | 13.69 |
resmlp_24_224 | 2312.09 | 442.876 | 1024 | 224 | 30.02 |
gc_efficientnetv2_rw_t | 2311.11 | 443.065 | 1024 | 288 | 13.68 |
resmlp_24_distilled_224 | 2308.78 | 443.512 | 1024 | 224 | 30.02 |
convnext_tiny | 2275.45 | 450.007 | 1024 | 224 | 28.59 |
gcresnext50ts | 2263.71 | 452.341 | 1024 | 256 | 15.67 |
res2net50_14w_8s | 2252.88 | 454.515 | 1024 | 224 | 25.06 |
semobilevit_s | 2250.59 | 227.485 | 512 | 256 | 5.74 |
darknet53 | 2248.73 | 227.672 | 512 | 256 | 41.61 |
resnetv2_101 | 2235.55 | 458.038 | 1024 | 224 | 44.54 |
xcit_small_12_p16_224_dist | 2216.94 | 461.885 | 1024 | 224 | 26.25 |
xcit_small_12_p16_224 | 2212.11 | 462.891 | 1024 | 224 | 26.25 |
skresnet50 | 2193.01 | 466.925 | 1024 | 224 | 25.8 |
resnet101 | 2170.93 | 471.673 | 1024 | 224 | 44.55 |
tv_resnet101 | 2164.75 | 473.02 | 1024 | 224 | 44.55 |
gluon_resnet101_v1b | 2163.02 | 473.399 | 1024 | 224 | 44.55 |
res2next50 | 2156.68 | 474.791 | 1024 | 224 | 24.67 |
ecaresnet26t | 2145.15 | 477.343 | 1024 | 320 | 16.01 |
nf_regnet_b3 | 2126.07 | 481.627 | 1024 | 320 | 18.59 |
gmixer_24_224 | 2110.93 | 485.081 | 1024 | 224 | 24.72 |
resnetv2_101d | 2090.05 | 489.925 | 1024 | 224 | 44.56 |
gluon_resnet101_v1c | 2088.96 | 490.184 | 1024 | 224 | 44.57 |
dla60 | 2087.19 | 490.597 | 1024 | 224 | 22.04 |
convnext_tiny_hnf | 2073.34 | 493.877 | 1024 | 224 | 28.59 |
skresnet50d | 2063.75 | 496.172 | 1024 | 224 | 25.82 |
twins_pcpvt_small | 2048.61 | 499.837 | 1024 | 224 | 24.11 |
gluon_resnet101_v1d | 2036.64 | 502.777 | 1024 | 224 | 44.57 |
vgg13 | 2019.99 | 506.92 | 1024 | 224 | 133.05 |
efficientnet_b0_gn | 2017.66 | 253.748 | 512 | 224 | 5.29 |
wide_resnet50_2 | 2001.07 | 511.71 | 1024 | 224 | 68.88 |
sebotnet33ts_256 | 1999.77 | 192.009 | 384 | 256 | 13.7 |
xcit_nano_12_p8_224 | 1978.07 | 517.663 | 1024 | 224 | 3.05 |
xcit_nano_12_p8_224_dist | 1977.13 | 517.91 | 1024 | 224 | 3.05 |
vit_base_resnet50d_224 | 1950.99 | 524.848 | 1024 | 224 | 110.97 |
repvgg_b1 | 1936.11 | 528.882 | 1024 | 224 | 57.42 |
legacy_seresnet101 | 1932.53 | 529.863 | 1024 | 224 | 49.33 |
dla60x | 1896.77 | 539.852 | 1024 | 224 | 17.35 |
resnetaa101d | 1893.61 | 540.751 | 1024 | 224 | 44.57 |
tf_efficientnet_b3_ns | 1893.08 | 270.444 | 512 | 300 | 12.23 |
tf_efficientnet_b3_ap | 1892.83 | 270.481 | 512 | 300 | 12.23 |
tf_efficientnet_b3 | 1892.52 | 270.524 | 512 | 300 | 12.23 |
seresnet101 | 1891.69 | 541.301 | 1024 | 224 | 49.33 |
gluon_resnet101_v1s | 1874.89 | 546.152 | 1024 | 224 | 44.67 |
resnet51q | 1869.52 | 547.722 | 1024 | 288 | 35.7 |
efficientnet_b3 | 1853.06 | 276.288 | 512 | 320 | 12.23 |
efficientnet_b3a | 1852.72 | 276.339 | 512 | 320 | 12.23 |
crossvit_small_240 | 1844.12 | 555.265 | 1024 | 240 | 26.86 |
poolformer_s24 | 1843.54 | 555.44 | 1024 | 224 | 21.39 |
swin_tiny_patch4_window7_224 | 1831.44 | 559.111 | 1024 | 224 | 28.29 |
halonet50ts | 1826.61 | 560.589 | 1024 | 256 | 22.73 |
densenet201 | 1818.74 | 563.014 | 1024 | 224 | 20.01 |
gmlp_s16_224 | 1810.78 | 565.489 | 1024 | 224 | 19.42 |
ssl_resnext101_32x4d | 1796.49 | 569.986 | 1024 | 224 | 44.18 |
resnext101_32x4d | 1794.8 | 570.526 | 1024 | 224 | 44.18 |
swsl_resnext101_32x4d | 1794.2 | 570.714 | 1024 | 224 | 44.18 |
convnext_tiny_hnfd | 1793.87 | 570.819 | 1024 | 224 | 28.63 |
gluon_resnext101_32x4d | 1791.38 | 571.613 | 1024 | 224 | 44.18 |
cspdarknet53 | 1782.45 | 287.233 | 512 | 256 | 27.64 |
nf_resnet101 | 1778.39 | 575.79 | 1024 | 224 | 44.55 |
vit_small_r26_s32_224 | 1778.32 | 575.808 | 1024 | 224 | 36.43 |
ecaresnet101d | 1778.2 | 575.85 | 1024 | 224 | 44.57 |
regnetz_c16 | 1772.58 | 288.833 | 512 | 320 | 13.46 |
res2net50_26w_6s | 1761.45 | 581.325 | 1024 | 224 | 37.05 |
resnest26d | 1761.21 | 581.405 | 1024 | 224 | 17.07 |
dla60_res2net | 1720.09 | 595.302 | 1024 | 224 | 20.85 |
nf_resnet50 | 1719.27 | 595.589 | 1024 | 288 | 25.56 |
crossvit_15_240 | 1700.36 | 602.213 | 1024 | 240 | 27.53 |
resnetblur101d | 1688.41 | 606.472 | 1024 | 224 | 44.57 |
resnet61q | 1677.9 | 610.274 | 1024 | 288 | 36.85 |
swin_s3_tiny_224 | 1668.56 | 613.692 | 1024 | 224 | 28.33 |
xcit_tiny_12_p16_384_dist | 1651.99 | 619.843 | 1024 | 384 | 6.72 |
crossvit_15_dagger_240 | 1651.71 | 619.951 | 1024 | 240 | 28.21 |
resnetv2_50d_frn | 1650.73 | 620.316 | 1024 | 224 | 25.59 |
vgg13_bn | 1642.03 | 311.797 | 512 | 224 | 133.05 |
efficientnet_b0_g8_gn | 1637.47 | 312.665 | 512 | 224 | 6.56 |
vgg16 | 1632.03 | 627.428 | 1024 | 224 | 138.36 |
cait_xxs24_224 | 1630.9 | 627.86 | 1024 | 224 | 11.96 |
repvgg_b1g4 | 1614.79 | 634.126 | 1024 | 224 | 39.97 |
regnetx_032 | 1605.58 | 637.76 | 1024 | 224 | 15.3 |
seresnext101_32x4d | 1600.47 | 639.797 | 1024 | 224 | 48.96 |
gluon_seresnext101_32x4d | 1597.12 | 641.141 | 1024 | 224 | 48.96 |
legacy_seresnext101_32x4d | 1596.46 | 641.406 | 1024 | 224 | 48.96 |
botnet50ts_256 | 1594.64 | 321.062 | 512 | 256 | 22.74 |
res2net101_26w_4s | 1591.38 | 643.454 | 1024 | 224 | 45.21 |
regnetx_040 | 1586.28 | 645.521 | 1024 | 224 | 22.12 |
ese_vovnet39b_evos | 1584.69 | 646.169 | 1024 | 224 | 24.58 |
resnetv2_50d_evob | 1578.15 | 648.842 | 1024 | 224 | 25.59 |
resnetv2_50x1_bit_distilled | 1562.05 | 655.535 | 1024 | 224 | 25.55 |
visformer_small | 1557.14 | 657.604 | 1024 | 224 | 40.22 |
xception41p | 1555.03 | 329.24 | 512 | 299 | 26.91 |
resnetv2_152 | 1552.32 | 659.642 | 1024 | 224 | 60.19 |
dla102 | 1552.08 | 659.747 | 1024 | 224 | 33.27 |
resmlp_36_224 | 1551.92 | 659.816 | 1024 | 224 | 44.69 |
dla60_res2next | 1551.9 | 659.821 | 1024 | 224 | 17.03 |
resmlp_36_distilled_224 | 1551.61 | 659.949 | 1024 | 224 | 44.69 |
resnest50d_1s4x24d | 1548.62 | 661.22 | 1024 | 224 | 25.68 |
xception | 1546.37 | 331.084 | 512 | 299 | 22.86 |
hrnet_w32 | 1543.69 | 663.332 | 1024 | 224 | 41.23 |
halo2botnet50ts_256 | 1528.74 | 669.82 | 1024 | 256 | 22.64 |
tv_resnet152 | 1516.25 | 675.334 | 1024 | 224 | 60.19 |
coat_lite_small | 1515.55 | 675.647 | 1024 | 224 | 19.84 |
mixer_b16_224 | 1515.3 | 675.76 | 1024 | 224 | 59.88 |
mixer_b16_224_miil | 1514.28 | 676.214 | 1024 | 224 | 59.88 |
gluon_resnet152_v1b | 1512.22 | 677.139 | 1024 | 224 | 60.19 |
resnet152 | 1507.31 | 679.341 | 1024 | 224 | 60.19 |
efficientnet_el | 1505.49 | 340.076 | 512 | 300 | 10.59 |
efficientnet_el_pruned | 1505.01 | 340.185 | 512 | 300 | 10.59 |
vit_large_patch32_224 | 1500.0 | 682.653 | 1024 | 224 | 306.54 |
swin_v2_cr_tiny_224 | 1497.15 | 683.946 | 1024 | 224 | 28.33 |
res2net50_26w_8s | 1487.1 | 688.575 | 1024 | 224 | 48.4 |
nf_seresnet101 | 1486.78 | 688.723 | 1024 | 224 | 49.33 |
resnetv2_152d | 1485.01 | 689.541 | 1024 | 224 | 60.2 |
nf_ecaresnet101 | 1477.89 | 692.868 | 1024 | 224 | 44.55 |
gluon_resnet152_v1c | 1474.38 | 694.516 | 1024 | 224 | 60.21 |
swin_v2_cr_tiny_ns_224 | 1472.66 | 695.323 | 1024 | 224 | 28.33 |
tf_efficientnet_el | 1464.69 | 349.551 | 512 | 300 | 10.59 |
vit_tiny_patch16_384 | 1460.68 | 701.028 | 1024 | 384 | 5.79 |
vit_base_r26_s32_224 | 1452.81 | 704.825 | 1024 | 224 | 101.38 |
gluon_resnet152_v1d | 1447.4 | 707.462 | 1024 | 224 | 60.21 |
hrnet_w18 | 1432.55 | 714.792 | 1024 | 224 | 21.3 |
mixnet_m | 1431.87 | 715.134 | 1024 | 224 | 5.01 |
mixer_l32_224 | 1426.61 | 717.775 | 1024 | 224 | 206.94 |
dla102x | 1416.93 | 722.674 | 1024 | 224 | 26.31 |
tf_mixnet_m | 1413.24 | 724.561 | 1024 | 224 | 5.01 |
convnext_small | 1410.61 | 725.911 | 1024 | 224 | 50.22 |
twins_pcpvt_base | 1405.32 | 728.645 | 1024 | 224 | 43.83 |
ecaresnet50t | 1382.49 | 740.677 | 1024 | 320 | 25.57 |
nest_tiny | 1378.24 | 371.475 | 512 | 224 | 17.06 |
vit_base_patch32_384 | 1377.87 | 743.165 | 1024 | 384 | 88.3 |
convit_small | 1368.52 | 748.238 | 1024 | 224 | 27.78 |
regnety_032 | 1367.75 | 748.662 | 1024 | 288 | 19.44 |
vgg19 | 1367.17 | 748.977 | 1024 | 224 | 143.67 |
gluon_resnet152_v1s | 1363.8 | 750.829 | 1024 | 224 | 60.32 |
vgg16_bn | 1363.24 | 375.563 | 512 | 224 | 138.37 |
jx_nest_tiny | 1354.35 | 378.027 | 512 | 224 | 17.06 |
ese_vovnet99b | 1351.66 | 757.57 | 1024 | 224 | 63.2 |
xception41 | 1337.66 | 382.745 | 512 | 299 | 26.97 |
legacy_seresnet152 | 1335.99 | 766.462 | 1024 | 224 | 66.82 |
seresnet152 | 1317.5 | 777.213 | 1024 | 224 | 66.82 |
dpn92 | 1303.11 | 785.8 | 1024 | 224 | 37.67 |
efficientnet_lite4 | 1287.19 | 298.314 | 384 | 380 | 13.01 |
tresnet_m | 1283.27 | 797.947 | 1024 | 224 | 31.39 |
inception_v4 | 1282.29 | 798.555 | 1024 | 299 | 42.68 |
densenet161 | 1276.9 | 801.927 | 1024 | 224 | 28.68 |
xcit_tiny_12_p8_224_dist | 1263.32 | 810.55 | 1024 | 224 | 6.71 |
xcit_tiny_12_p8_224 | 1260.86 | 812.129 | 1024 | 224 | 6.71 |
regnetx_080 | 1259.62 | 812.931 | 1024 | 224 | 39.57 |
skresnext50_32x4d | 1255.24 | 815.767 | 1024 | 224 | 27.48 |
vit_small_resnet50d_s16_224 | 1252.87 | 817.305 | 1024 | 224 | 57.53 |
twins_svt_base | 1249.6 | 819.445 | 1024 | 224 | 56.07 |
poolformer_s36 | 1245.02 | 822.461 | 1024 | 224 | 30.86 |
repvgg_b2 | 1243.81 | 823.263 | 1024 | 224 | 89.02 |
volo_d1_224 | 1232.57 | 830.769 | 1024 | 224 | 26.63 |
hrnet_w30 | 1221.32 | 838.421 | 1024 | 224 | 37.71 |
crossvit_18_240 | 1205.55 | 849.387 | 1024 | 240 | 43.27 |
resnest50d | 1199.06 | 853.99 | 1024 | 224 | 27.48 |
tf_efficientnet_lite4 | 1182.46 | 324.733 | 384 | 380 | 13.01 |
xcit_small_24_p16_224_dist | 1182.35 | 866.056 | 1024 | 224 | 47.67 |
xcit_small_24_p16_224 | 1181.92 | 866.371 | 1024 | 224 | 47.67 |
crossvit_18_dagger_240 | 1172.17 | 873.578 | 1024 | 240 | 44.27 |
regnetx_064 | 1166.56 | 438.885 | 512 | 224 | 26.21 |
vgg19_bn | 1163.98 | 439.857 | 512 | 224 | 143.68 |
nf_regnet_b4 | 1158.13 | 884.17 | 1024 | 384 | 30.21 |
efficientnetv2_s | 1149.66 | 890.683 | 1024 | 384 | 21.46 |
regnetz_d8 | 1143.01 | 895.867 | 1024 | 320 | 23.37 |
resnet50_gn | 1132.8 | 903.934 | 1024 | 224 | 25.56 |
dla169 | 1130.6 | 905.699 | 1024 | 224 | 53.39 |
wide_resnet101_2 | 1125.72 | 909.622 | 1024 | 224 | 126.89 |
swin_small_patch4_window7_224 | 1123.67 | 911.288 | 1024 | 224 | 49.61 |
tf_efficientnetv2_s | 1123.66 | 911.292 | 1024 | 384 | 21.46 |
tf_efficientnetv2_s_in21ft1k | 1121.7 | 912.889 | 1024 | 384 | 21.46 |
gluon_resnext101_64x4d | 1118.73 | 915.313 | 1024 | 224 | 83.46 |
mixnet_l | 1117.6 | 458.111 | 512 | 224 | 7.33 |
xception65p | 1115.45 | 458.995 | 512 | 299 | 39.82 |
vit_base_patch16_224_miil | 1108.89 | 923.433 | 1024 | 224 | 86.54 |
nfnet_l0 | 1101.58 | 929.561 | 1024 | 288 | 35.07 |
eca_nfnet_l0 | 1100.75 | 930.261 | 1024 | 288 | 24.14 |
tf_mixnet_l | 1100.74 | 465.128 | 512 | 224 | 7.33 |
dpn98 | 1097.38 | 933.115 | 1024 | 224 | 61.57 |
resnet200 | 1096.34 | 934.004 | 1024 | 224 | 64.67 |
resnetrs101 | 1095.82 | 934.443 | 1024 | 288 | 63.62 |
cait_xxs36_224 | 1095.14 | 935.023 | 1024 | 224 | 17.3 |
efficientnetv2_rw_s | 1089.64 | 939.747 | 1024 | 384 | 23.94 |
vit_base_patch16_224_sam | 1073.62 | 953.767 | 1024 | 224 | 86.57 |
vit_base_patch16_224 | 1073.46 | 953.912 | 1024 | 224 | 86.57 |
deit_base_patch16_224 | 1071.76 | 955.424 | 1024 | 224 | 86.57 |
inception_resnet_v2 | 1061.78 | 964.405 | 1024 | 299 | 55.84 |
ens_adv_inception_resnet_v2 | 1058.32 | 967.554 | 1024 | 299 | 55.84 |
deit_base_distilled_patch16_224 | 1057.89 | 967.952 | 1024 | 224 | 87.34 |
tnt_s_patch16_224 | 1053.73 | 971.773 | 1024 | 224 | 23.76 |
dla102x2 | 1044.22 | 490.307 | 512 | 224 | 41.28 |
regnetz_040 | 1039.59 | 369.364 | 384 | 320 | 27.12 |
gluon_seresnext101_64x4d | 1039.37 | 985.196 | 1024 | 224 | 88.23 |
regnetz_040h | 1034.17 | 371.302 | 384 | 320 | 28.94 |
resnext101_32x8d | 1033.81 | 990.5 | 1024 | 224 | 88.79 |
ssl_resnext101_32x8d | 1033.7 | 990.597 | 1024 | 224 | 88.79 |
swsl_resnext101_32x8d | 1033.38 | 990.91 | 1024 | 224 | 88.79 |
ig_resnext101_32x8d | 1028.15 | 995.947 | 1024 | 224 | 88.79 |
regnetz_d32 | 1009.91 | 1013.934 | 1024 | 320 | 27.58 |
resnest50d_4s2x40d | 1008.21 | 1015.647 | 1024 | 224 | 30.42 |
repvgg_b3 | 1001.81 | 1022.132 | 1024 | 224 | 123.09 |
twins_pcpvt_large | 999.56 | 1024.437 | 1024 | 224 | 60.99 |
resnet101d | 999.12 | 1024.886 | 1024 | 320 | 44.57 |
beit_base_patch16_224 | 993.76 | 1030.414 | 1024 | 224 | 86.53 |
convnext_base | 982.94 | 1041.763 | 1024 | 224 | 88.59 |
convnext_base_in22ft1k | 982.23 | 1042.511 | 1024 | 224 | 88.59 |
hrnet_w40 | 980.59 | 1044.254 | 1024 | 224 | 57.56 |
coat_tiny | 977.86 | 1047.174 | 1024 | 224 | 5.5 |
efficientnet_b4 | 974.19 | 394.16 | 384 | 384 | 19.34 |
gluon_xception65 | 972.42 | 526.509 | 512 | 299 | 39.92 |
xception65 | 965.78 | 530.126 | 512 | 299 | 39.92 |
pit_b_224 | 946.3 | 541.042 | 512 | 224 | 73.76 |
regnetz_b16_evos | 945.35 | 541.586 | 512 | 288 | 9.74 |
pit_b_distilled_224 | 942.16 | 543.418 | 512 | 224 | 74.79 |
tf_efficientnet_b4 | 925.87 | 414.732 | 384 | 380 | 19.34 |
tf_efficientnet_b4_ap | 925.37 | 414.955 | 384 | 380 | 19.34 |
tf_efficientnet_b4_ns | 925.29 | 414.99 | 384 | 380 | 19.34 |
vit_small_patch16_36x1_224 | 920.52 | 1112.401 | 1024 | 224 | 64.67 |
swin_v2_cr_small_224 | 915.78 | 1118.157 | 1024 | 224 | 49.7 |
vit_small_patch16_18x2_224 | 899.5 | 1138.389 | 1024 | 224 | 64.67 |
xcit_tiny_24_p16_384_dist | 885.13 | 1156.874 | 1024 | 384 | 12.12 |
twins_svt_large | 884.59 | 1157.58 | 1024 | 224 | 99.27 |
nest_small | 880.02 | 581.79 | 512 | 224 | 38.35 |
hrnet_w48 | 878.91 | 1165.063 | 1024 | 224 | 77.47 |
cait_s24_224 | 871.81 | 1174.556 | 1024 | 224 | 46.92 |
jx_nest_small | 870.35 | 588.255 | 512 | 224 | 38.35 |
poolformer_m36 | 860.43 | 1190.082 | 1024 | 224 | 56.17 |
regnety_040 | 849.33 | 602.817 | 512 | 288 | 20.65 |
regnetv_040 | 849.16 | 602.939 | 512 | 288 | 20.64 |
nfnet_f0 | 843.53 | 1213.933 | 1024 | 256 | 71.49 |
resnetv2_50d_evos | 834.99 | 1226.346 | 1024 | 288 | 25.59 |
swin_s3_small_224 | 821.03 | 623.593 | 512 | 224 | 49.74 |
repvgg_b2g4 | 812.87 | 1259.724 | 1024 | 224 | 61.76 |
xcit_medium_24_p16_224_dist | 811.19 | 1262.323 | 1024 | 224 | 84.4 |
xcit_medium_24_p16_224 | 810.62 | 1263.211 | 1024 | 224 | 84.4 |
dpn131 | 808.5 | 1266.522 | 1024 | 224 | 79.25 |
swin_base_patch4_window7_224 | 797.2 | 1284.488 | 1024 | 224 | 87.77 |
hrnet_w44 | 791.54 | 1293.66 | 1024 | 224 | 67.06 |
coat_mini | 786.27 | 1302.337 | 1024 | 224 | 10.34 |
regnetx_120 | 777.95 | 658.124 | 512 | 224 | 46.11 |
gmlp_b16_224 | 772.78 | 1325.073 | 1024 | 224 | 73.08 |
dm_nfnet_f0 | 761.49 | 1344.713 | 1024 | 256 | 71.49 |
regnety_120 | 754.35 | 678.713 | 512 | 224 | 51.82 |
densenet264 | 750.52 | 1364.368 | 1024 | 224 | 72.69 |
mixnet_xl | 748.42 | 684.091 | 512 | 224 | 11.9 |
crossvit_base_240 | 747.2 | 685.212 | 512 | 240 | 105.03 |
xcit_small_12_p16_384_dist | 744.87 | 1374.713 | 1024 | 384 | 26.25 |
resnetv2_50d_gn | 742.22 | 689.806 | 512 | 288 | 25.57 |
xception71 | 741.19 | 690.762 | 512 | 299 | 42.34 |
hrnet_w64 | 723.1 | 1416.105 | 1024 | 224 | 128.06 |
vit_large_r50_s32_224 | 721.71 | 1418.838 | 1024 | 224 | 328.99 |
regnety_040s_gn | 714.09 | 716.982 | 512 | 224 | 20.65 |
seresnet200d | 712.88 | 1436.411 | 1024 | 256 | 71.86 |
resnet152d | 711.54 | 1439.114 | 1024 | 320 | 60.21 |
ecaresnet200d | 707.4 | 1447.533 | 1024 | 256 | 64.69 |
dpn107 | 701.19 | 1460.351 | 1024 | 224 | 86.92 |
cspresnext50_iabn | 693.03 | 1477.558 | 1024 | 256 | 20.57 |
senet154 | 692.07 | 1479.599 | 1024 | 224 | 115.09 |
legacy_senet154 | 691.5 | 1480.826 | 1024 | 224 | 115.09 |
gluon_senet154 | 689.56 | 1484.981 | 1024 | 224 | 115.09 |
convit_base | 687.54 | 1489.363 | 1024 | 224 | 86.54 |
vit_small_patch16_384 | 683.58 | 748.981 | 512 | 384 | 22.2 |
volo_d2_224 | 677.6 | 1511.204 | 1024 | 224 | 58.68 |
tnt_b_patch16_224 | 675.63 | 1515.603 | 1024 | 224 | 65.41 |
xcit_nano_12_p8_384_dist | 672.93 | 1521.688 | 1024 | 384 | 3.05 |
resnext101_64x4d | 667.5 | 767.03 | 512 | 288 | 83.46 |
xcit_tiny_24_p8_224 | 665.57 | 1538.51 | 1024 | 224 | 12.11 |
swin_s3_base_224 | 665.44 | 1538.819 | 1024 | 224 | 71.13 |
xcit_tiny_24_p8_224_dist | 665.24 | 1539.279 | 1024 | 224 | 12.11 |
swin_v2_cr_base_224 | 655.51 | 1562.118 | 1024 | 224 | 87.88 |
poolformer_m48 | 648.5 | 1579.004 | 1024 | 224 | 73.47 |
repvgg_b3g4 | 644.06 | 1589.905 | 1024 | 224 | 83.83 |
tresnet_l | 638.84 | 1602.889 | 1024 | 224 | 55.99 |
resnetrs152 | 628.07 | 1630.372 | 1024 | 320 | 86.62 |
nest_base | 626.36 | 817.402 | 512 | 224 | 67.72 |
seresnet152d | 626.17 | 1635.31 | 1024 | 320 | 66.84 |
regnetx_160 | 623.38 | 821.322 | 512 | 224 | 54.28 |
jx_nest_base | 620.6 | 824.996 | 512 | 224 | 67.72 |
regnetz_e8 | 607.41 | 842.906 | 512 | 320 | 57.7 |
ese_vovnet99b_iabn | 606.83 | 1687.442 | 1024 | 224 | 63.2 |
regnetz_c16_evos | 598.38 | 855.63 | 512 | 320 | 13.49 |
vit_base_r50_s16_224 | 595.98 | 1718.162 | 1024 | 224 | 98.66 |
resnest101e | 584.85 | 875.416 | 512 | 256 | 48.28 |
vit_small_r26_s32_384 | 582.99 | 878.207 | 512 | 384 | 36.47 |
convmixer_768_32 | 574.69 | 1781.818 | 1024 | 224 | 21.11 |
seresnext101_32x8d | 574.1 | 891.822 | 512 | 288 | 93.57 |
cspdarknet53_iabn | 571.87 | 1790.614 | 1024 | 256 | 27.64 |
xcit_small_12_p8_224 | 568.57 | 1800.991 | 1024 | 224 | 26.21 |
xcit_small_12_p8_224_dist | 567.71 | 1803.708 | 1024 | 224 | 26.21 |
seresnet269d | 558.78 | 1832.551 | 1024 | 256 | 113.67 |
convnext_large_in22ft1k | 544.26 | 940.706 | 512 | 224 | 197.77 |
convnext_large | 544.24 | 940.754 | 512 | 224 | 197.77 |
regnety_080 | 536.38 | 954.53 | 512 | 288 | 39.18 |
resnet200d | 524.48 | 1952.377 | 1024 | 320 | 64.69 |
mixnet_xxl | 489.07 | 785.144 | 384 | 224 | 23.96 |
halonet_h1 | 488.76 | 523.759 | 256 | 256 | 8.1 |
eca_nfnet_l1 | 486.84 | 2103.345 | 1024 | 320 | 41.41 |
mixer_l16_224 | 485.71 | 2108.232 | 1024 | 224 | 208.2 |
efficientnetv2_m | 483.16 | 2119.353 | 1024 | 416 | 54.14 |
vit_large_patch32_384 | 479.45 | 2135.754 | 1024 | 384 | 306.63 |
volo_d3_224 | 473.36 | 2163.252 | 1024 | 224 | 86.33 |
tresnet_xl | 471.89 | 2169.959 | 1024 | 224 | 78.44 |
regnety_064 | 471.86 | 1085.046 | 512 | 288 | 30.58 |
regnetv_064 | 468.27 | 1093.376 | 512 | 288 | 30.58 |
efficientnet_b5 | 467.72 | 547.327 | 256 | 456 | 30.39 |
xcit_large_24_p16_224_dist | 464.03 | 2206.748 | 1024 | 224 | 189.1 |
xcit_large_24_p16_224 | 463.92 | 2207.253 | 1024 | 224 | 189.1 |
efficientnet_b3_gn | 459.87 | 417.496 | 192 | 320 | 11.73 |
swin_large_patch4_window7_224 | 457.64 | 1118.756 | 512 | 224 | 196.53 |
resnetrs200 | 456.26 | 2244.305 | 1024 | 320 | 93.21 |
tf_efficientnet_b5_ap | 447.29 | 572.321 | 256 | 456 | 30.39 |
tf_efficientnet_b5 | 447.21 | 572.425 | 256 | 456 | 30.39 |
tf_efficientnet_b5_ns | 446.89 | 572.83 | 256 | 456 | 30.39 |
xcit_tiny_12_p8_384_dist | 429.76 | 2382.721 | 1024 | 384 | 6.71 |
regnety_320 | 415.34 | 1232.707 | 512 | 224 | 145.05 |
regnety_160 | 414.45 | 926.515 | 384 | 288 | 83.59 |
xcit_small_24_p16_384_dist | 397.04 | 2579.039 | 1024 | 384 | 47.67 |
efficientnetv2_rw_m | 393.18 | 1302.2 | 512 | 416 | 53.24 |
regnetz_d8_evos | 387.65 | 1320.76 | 512 | 320 | 23.46 |
swin_v2_cr_large_224 | 386.59 | 1324.379 | 512 | 224 | 196.68 |
efficientnet_b3_g8_gn | 385.43 | 498.136 | 192 | 320 | 14.25 |
swin_v2_cr_tiny_384 | 366.25 | 698.968 | 256 | 384 | 28.33 |
convnext_xlarge_in22ft1k | 359.4 | 1424.579 | 512 | 224 | 350.2 |
tf_efficientnetv2_m | 359.31 | 1424.935 | 512 | 480 | 54.14 |
tf_efficientnetv2_m_in21ft1k | 358.34 | 1428.804 | 512 | 480 | 54.14 |
vit_large_patch16_224 | 354.58 | 2887.929 | 1024 | 224 | 304.33 |
crossvit_15_dagger_408 | 354.15 | 722.849 | 256 | 408 | 28.5 |
ssl_resnext101_32x16d | 347.17 | 1474.787 | 512 | 224 | 194.03 |
swsl_resnext101_32x16d | 346.95 | 1475.72 | 512 | 224 | 194.03 |
vit_base_patch16_18x2_224 | 346.41 | 2956.033 | 1024 | 224 | 256.73 |
ig_resnext101_32x16d | 345.97 | 1479.87 | 512 | 224 | 194.03 |
convnext_base_384_in22ft1k | 335.81 | 1143.488 | 384 | 384 | 88.59 |
beit_large_patch16_224 | 328.45 | 3117.61 | 1024 | 224 | 304.43 |
tresnet_m_448 | 321.84 | 3181.675 | 1024 | 448 | 31.39 |
volo_d1_384 | 310.06 | 1651.255 | 512 | 384 | 26.78 |
volo_d4_224 | 303.03 | 3379.23 | 1024 | 224 | 192.96 |
pnasnet5large | 299.35 | 1282.762 | 384 | 331 | 86.06 |
xcit_small_24_p8_224 | 297.54 | 3441.571 | 1024 | 224 | 47.63 |
xcit_small_24_p8_224_dist | 297.52 | 3441.791 | 1024 | 224 | 47.63 |
ecaresnet269d | 293.49 | 3489.006 | 1024 | 352 | 102.09 |
nasnetalarge | 291.8 | 1315.945 | 384 | 331 | 88.75 |
resnetrs270 | 287.51 | 3561.559 | 1024 | 352 | 129.86 |
nfnet_f1 | 286.44 | 3574.909 | 1024 | 320 | 132.63 |
resnetv2_152x2_bit_teacher | 280.03 | 1828.366 | 512 | 224 | 236.34 |
xcit_medium_24_p16_384_dist | 278.67 | 1837.25 | 512 | 384 | 84.4 |
vit_base_patch16_384 | 277.57 | 1383.439 | 384 | 384 | 86.86 |
deit_base_patch16_384 | 277.28 | 1384.877 | 384 | 384 | 86.86 |
deit_base_distilled_patch16_384 | 273.16 | 1405.736 | 384 | 384 | 87.63 |
cait_xxs24_384 | 268.69 | 3811.003 | 1024 | 384 | 12.03 |
efficientnet_b6 | 268.02 | 477.57 | 128 | 528 | 43.04 |
regnetx_320 | 262.23 | 1464.357 | 384 | 224 | 107.81 |
dm_nfnet_f1 | 261.81 | 3911.156 | 1024 | 320 | 132.63 |
vit_large_patch14_224 | 261.02 | 3923.008 | 1024 | 224 | 304.2 |
crossvit_18_dagger_408 | 259.11 | 740.985 | 192 | 408 | 44.61 |
tf_efficientnet_b6_ns | 257.39 | 497.28 | 128 | 528 | 43.04 |
tf_efficientnet_b6_ap | 257.15 | 497.757 | 128 | 528 | 43.04 |
tf_efficientnet_b6 | 257.08 | 497.876 | 128 | 528 | 43.04 |
beit_base_patch16_384 | 239.23 | 1605.166 | 384 | 384 | 86.74 |
vit_large_r50_s32_384 | 236.31 | 1624.94 | 384 | 384 | 329.09 |
eca_nfnet_l2 | 232.83 | 2198.978 | 512 | 384 | 56.72 |
xcit_tiny_24_p8_384_dist | 226.12 | 4528.604 | 1024 | 384 | 12.11 |
swin_v2_cr_small_384 | 224.11 | 1142.266 | 256 | 384 | 49.7 |
swin_base_patch4_window12_384 | 212.75 | 902.462 | 192 | 384 | 87.9 |
resmlp_big_24_distilled_224 | 209.1 | 4897.073 | 1024 | 224 | 129.14 |
resmlp_big_24_224 | 208.19 | 4918.549 | 1024 | 224 | 129.14 |
resmlp_big_24_224_in22ft1k | 208.06 | 4921.598 | 1024 | 224 | 129.14 |
xcit_medium_24_p8_224 | 208.01 | 4922.91 | 1024 | 224 | 84.32 |
xcit_medium_24_p8_224_dist | 207.93 | 4924.607 | 1024 | 224 | 84.32 |
resnest200e | 201.92 | 2535.671 | 512 | 320 | 70.2 |
volo_d5_224 | 199.55 | 5131.435 | 1024 | 224 | 295.46 |
xcit_small_12_p8_384_dist | 193.71 | 2643.156 | 512 | 384 | 26.21 |
resnetrs350 | 188.78 | 2712.164 | 512 | 384 | 163.96 |
cait_xs24_384 | 188.52 | 2715.867 | 512 | 384 | 26.67 |
efficientnetv2_l | 186.87 | 2739.852 | 512 | 480 | 118.52 |
convnext_large_384_in22ft1k | 186.32 | 1373.958 | 256 | 384 | 197.77 |
tf_efficientnetv2_l | 185.75 | 2756.36 | 512 | 480 | 118.52 |
tf_efficientnetv2_l_in21ft1k | 185.69 | 2757.265 | 512 | 480 | 118.52 |
vit_base_patch8_224 | 182.98 | 1399.048 | 256 | 224 | 86.58 |
cait_xxs36_384 | 179.96 | 5689.985 | 1024 | 384 | 17.37 |
volo_d2_384 | 173.85 | 1472.545 | 256 | 384 | 58.87 |
vit_base_r50_s16_384 | 171.75 | 2235.786 | 384 | 384 | 98.95 |
vit_base_resnet50_384 | 171.74 | 2235.946 | 384 | 384 | 98.95 |
swin_v2_cr_huge_224 | 170.46 | 2252.707 | 384 | 224 | 657.83 |
densenet264d_iabn | 163.84 | 6249.837 | 1024 | 224 | 72.74 |
efficientnet_b7 | 161.28 | 595.212 | 96 | 600 | 66.35 |
nfnet_f2 | 161.05 | 6358.083 | 1024 | 352 | 193.78 |
swin_v2_cr_base_384 | 160.58 | 1195.67 | 192 | 384 | 87.88 |
xcit_large_24_p16_384_dist | 158.84 | 3223.264 | 512 | 384 | 189.1 |
tf_efficientnet_b7 | 155.96 | 615.536 | 96 | 600 | 66.35 |
tf_efficientnet_b7_ap | 155.94 | 615.594 | 96 | 600 | 66.35 |
tf_efficientnet_b7_ns | 155.94 | 615.59 | 96 | 600 | 66.35 |
tresnet_l_448 | 152.84 | 6699.593 | 1024 | 448 | 55.99 |
dm_nfnet_f2 | 147.62 | 3468.342 | 512 | 352 | 193.78 |
cait_s24_384 | 145.6 | 3516.436 | 512 | 384 | 47.06 |
efficientnetv2_xl | 141.55 | 2712.868 | 384 | 512 | 208.12 |
vit_huge_patch14_224 | 141.3 | 7246.972 | 1024 | 224 | 632.05 |
tf_efficientnetv2_xl_in21ft1k | 141.27 | 2718.106 | 384 | 512 | 208.12 |
resnetrs420 | 134.22 | 3814.641 | 512 | 416 | 191.89 |
swin_large_patch4_window12_384 | 125.78 | 1017.629 | 128 | 384 | 196.74 |
eca_nfnet_l3 | 122.95 | 4164.413 | 512 | 448 | 72.04 |
convnext_xlarge_384_in22ft1k | 122.83 | 1563.128 | 192 | 384 | 350.2 |
xcit_large_24_p8_224 | 118.58 | 4317.779 | 512 | 224 | 188.93 |
xcit_large_24_p8_224_dist | 118.55 | 4318.826 | 512 | 224 | 188.93 |
tresnet_xl_448 | 113.53 | 9019.968 | 1024 | 448 | 78.44 |
efficientnet_cc_b0_8e | 109.15 | 9.151 | 1 | 224 | 24.01 |
efficientnet_cc_b0_4e | 106.25 | 9.403 | 1 | 224 | 13.31 |
tf_efficientnet_cc_b0_4e | 105.28 | 9.489 | 1 | 224 | 13.31 |
tf_efficientnet_cc_b0_8e | 105.02 | 9.512 | 1 | 224 | 24.01 |
xcit_small_24_p8_384_dist | 101.44 | 5047.074 | 512 | 384 | 47.63 |
efficientnet_b8 | 98.72 | 972.467 | 96 | 672 | 87.41 |
swin_v2_cr_large_384 | 98.1 | 1304.769 | 128 | 384 | 196.68 |
cait_s36_384 | 97.37 | 5258.401 | 512 | 384 | 68.37 |
resnetv2_152x2_bit_teacher_384 | 96.99 | 2639.495 | 256 | 384 | 236.34 |
tf_efficientnet_b8 | 96.21 | 997.82 | 96 | 672 | 87.41 |
tf_efficientnet_b8_ap | 96.12 | 998.706 | 96 | 672 | 87.41 |
resnest269e | 94.82 | 4049.739 | 384 | 416 | 110.93 |
vit_large_patch16_384 | 94.39 | 2712.048 | 256 | 384 | 304.72 |
resnetv2_50x3_bitm | 92.92 | 1377.53 | 128 | 448 | 217.32 |
vit_giant_patch14_224 | 92.83 | 5515.228 | 512 | 224 | 1012.61 |
nfnet_f3 | 83.35 | 6142.681 | 512 | 416 | 254.92 |
convmixer_1024_20_ks9_p14 | 82.56 | 12403.804 | 1024 | 224 | 24.38 |
beit_large_patch16_384 | 82.25 | 3112.33 | 256 | 384 | 305.0 |
efficientnet_cc_b1_8e | 77.14 | 12.953 | 1 | 240 | 39.72 |
dm_nfnet_f3 | 76.92 | 6655.946 | 512 | 416 | 254.92 |
volo_d3_448 | 75.82 | 2532.146 | 192 | 448 | 86.63 |
tf_efficientnet_cc_b1_8e | 73.25 | 13.64 | 1 | 240 | 39.72 |
xcit_medium_24_p8_384_dist | 70.98 | 3606.847 | 256 | 384 | 84.32 |
resnetv2_152x2_bitm | 70.34 | 2729.533 | 192 | 448 | 236.34 |
resnetv2_101x3_bitm | 57.82 | 2213.862 | 128 | 448 | 387.93 |
vit_gigantic_patch14_224 | 56.06 | 9133.289 | 512 | 224 | 1844.44 |
volo_d4_448 | 55.8 | 3441.115 | 192 | 448 | 193.41 |
swin_v2_cr_giant_224 | 49.27 | 2597.97 | 128 | 224 | 2598.76 |
nfnet_f4 | 44.93 | 8547.007 | 384 | 512 | 316.07 |
swin_v2_cr_huge_384 | 43.72 | 1463.762 | 64 | 384 | 657.94 |
dm_nfnet_f4 | 41.24 | 9312.061 | 384 | 512 | 316.07 |
xcit_large_24_p8_384_dist | 40.33 | 4760.775 | 192 | 384 | 188.93 |
volo_d5_448 | 38.49 | 3325.731 | 128 | 448 | 295.91 |
beit_large_patch16_512 | 33.13 | 2897.67 | 96 | 512 | 305.67 |
nfnet_f5 | 33.1 | 11599.778 | 384 | 544 | 377.21 |
cait_m36_384 | 31.8 | 8050.244 | 256 | 384 | 271.22 |
dm_nfnet_f5 | 31.5 | 8127.503 | 256 | 544 | 377.21 |
volo_d5_512 | 26.9 | 4758.532 | 128 | 512 | 296.09 |
nfnet_f6 | 25.41 | 10073.116 | 256 | 576 | 438.36 |
dm_nfnet_f6 | 23.41 | 10936.755 | 256 | 576 | 438.36 |
nfnet_f7 | 20.63 | 9307.125 | 192 | 608 | 499.5 |
resnetv2_152x4_bitm | 18.31 | 3496.111 | 64 | 480 | 936.53 |
swin_v2_cr_giant_384 | 13.76 | 2325.078 | 32 | 384 | 2598.76 |
cait_m48_448 | 13.51 | 9473.095 | 128 | 448 | 356.46 |
convmixer_1536_20 | 13.51 | 75823.541 | 1024 | 224 | 51.63 |