74 KiB
74 KiB
1 | model | infer_img_size | infer_samples_per_sec | infer_step_time | infer_batch_size | param_count | infer_gmacs | infer_macts |
---|---|---|---|---|---|---|---|---|
2 | test_vit | 160 | 707.29 | 1.405 | 1 | 0.37 | 0.04 | 0.48 |
3 | test_byobnet | 160 | 682.63 | 1.456 | 1 | 0.46 | 0.03 | 0.43 |
4 | test_efficientnet | 160 | 642.73 | 1.547 | 1 | 0.36 | 0.06 | 0.55 |
5 | lcnet_035 | 224 | 382.51 | 2.604 | 1 | 1.64 | 0.03 | 1.04 |
6 | resnet10t | 176 | 353.93 | 2.811 | 1 | 5.44 | 0.7 | 1.51 |
7 | tf_mobilenetv3_small_minimal_100 | 224 | 353.74 | 2.817 | 1 | 2.04 | 0.06 | 1.41 |
8 | lcnet_050 | 224 | 342.17 | 2.912 | 1 | 1.88 | 0.05 | 1.26 |
9 | mobilenetv3_small_050 | 224 | 310.68 | 3.207 | 1 | 1.59 | 0.03 | 0.92 |
10 | tinynet_e | 106 | 298.2 | 3.341 | 1 | 2.04 | 0.03 | 0.69 |
11 | lcnet_075 | 224 | 288.24 | 3.457 | 1 | 2.36 | 0.1 | 1.99 |
12 | lcnet_150 | 224 | 281.14 | 3.544 | 1 | 4.5 | 0.34 | 3.79 |
13 | lcnet_100 | 224 | 263.86 | 3.777 | 1 | 2.95 | 0.16 | 2.52 |
14 | mobilenetv2_035 | 224 | 263.63 | 3.783 | 1 | 1.68 | 0.07 | 2.86 |
15 | mobilenetv3_small_075 | 224 | 253.25 | 3.937 | 1 | 2.04 | 0.05 | 1.3 |
16 | levit_128s | 224 | 252.75 | 3.943 | 1 | 7.78 | 0.31 | 1.88 |
17 | mobilenetv3_small_100 | 224 | 249.8 | 3.991 | 1 | 2.54 | 0.06 | 1.42 |
18 | mobilenetv1_100 | 224 | 248.33 | 4.013 | 1 | 4.23 | 0.58 | 5.04 |
19 | mobilenetv4_conv_small | 224 | 246.85 | 4.038 | 1 | 3.77 | 0.19 | 1.97 |
20 | regnetx_002 | 224 | 246.41 | 4.047 | 1 | 2.68 | 0.2 | 2.16 |
21 | tf_mobilenetv3_small_100 | 224 | 242.79 | 4.106 | 1 | 2.54 | 0.06 | 1.42 |
22 | tf_mobilenetv3_small_075 | 224 | 239.83 | 4.157 | 1 | 2.04 | 0.05 | 1.3 |
23 | mobilenetv2_050 | 224 | 237.22 | 4.205 | 1 | 1.97 | 0.1 | 3.64 |
24 | mobilenetv1_125 | 224 | 236.41 | 4.215 | 1 | 6.27 | 0.89 | 6.3 |
25 | mobilenetv1_100h | 224 | 232.23 | 4.292 | 1 | 5.28 | 0.63 | 5.09 |
26 | mnasnet_050 | 224 | 220.94 | 4.515 | 1 | 2.22 | 0.11 | 3.07 |
27 | resnet18 | 160 | 218.15 | 4.568 | 1 | 11.69 | 0.93 | 1.27 |
28 | ese_vovnet19b_slim | 224 | 217.47 | 4.584 | 1 | 3.17 | 1.69 | 3.52 |
29 | mobilenetv4_conv_small | 256 | 215.85 | 4.62 | 1 | 3.77 | 0.25 | 2.57 |
30 | efficientvit_b0 | 224 | 210.08 | 4.748 | 1 | 3.41 | 0.1 | 2.87 |
31 | mobilenetv1_125 | 256 | 206.54 | 4.827 | 1 | 6.27 | 1.16 | 8.23 |
32 | mnasnet_small | 224 | 204.46 | 4.879 | 1 | 2.03 | 0.07 | 2.16 |
33 | tinynet_d | 152 | 200.46 | 4.976 | 1 | 2.34 | 0.05 | 1.42 |
34 | mobilenetv2_075 | 224 | 198.9 | 5.015 | 1 | 2.64 | 0.22 | 5.86 |
35 | mobilenetv1_100h | 256 | 196.41 | 5.077 | 1 | 5.28 | 0.82 | 6.65 |
36 | mnasnet_075 | 224 | 196.4 | 5.078 | 1 | 3.17 | 0.23 | 4.77 |
37 | levit_conv_128s | 224 | 195.14 | 5.111 | 1 | 7.78 | 0.31 | 1.88 |
38 | mobilenetv1_100 | 256 | 193.77 | 5.146 | 1 | 4.23 | 0.76 | 6.59 |
39 | hardcorenas_a | 224 | 192.83 | 5.172 | 1 | 5.26 | 0.23 | 4.38 |
40 | mobilenetv3_large_075 | 224 | 190.56 | 5.234 | 1 | 3.99 | 0.16 | 4.0 |
41 | levit_192 | 224 | 190.44 | 5.237 | 1 | 10.95 | 0.66 | 3.2 |
42 | ese_vovnet19b_slim_dw | 224 | 190.32 | 5.24 | 1 | 1.9 | 0.4 | 5.28 |
43 | levit_128 | 224 | 188.71 | 5.285 | 1 | 9.21 | 0.41 | 2.71 |
44 | mobilenetv2_100 | 224 | 188.22 | 5.299 | 1 | 3.5 | 0.31 | 6.68 |
45 | mnasnet_100 | 224 | 184.21 | 5.415 | 1 | 4.38 | 0.33 | 5.46 |
46 | pit_ti_distilled_224 | 224 | 182.36 | 5.47 | 1 | 5.1 | 0.71 | 6.23 |
47 | deit_tiny_patch16_224 | 224 | 181.9 | 5.484 | 1 | 5.72 | 1.26 | 5.97 |
48 | vit_tiny_patch16_224 | 224 | 181.68 | 5.49 | 1 | 5.72 | 1.26 | 5.97 |
49 | semnasnet_050 | 224 | 181.4 | 5.5 | 1 | 2.08 | 0.11 | 3.44 |
50 | efficientnet_lite0 | 224 | 181.39 | 5.499 | 1 | 4.65 | 0.4 | 6.74 |
51 | gernet_s | 224 | 180.68 | 5.52 | 1 | 8.17 | 0.75 | 2.65 |
52 | vit_tiny_r_s16_p8_224 | 224 | 180.34 | 5.53 | 1 | 6.34 | 0.44 | 2.06 |
53 | resnet10t | 224 | 179.52 | 5.555 | 1 | 5.44 | 1.1 | 2.43 |
54 | deit_tiny_distilled_patch16_224 | 224 | 178.78 | 5.579 | 1 | 5.91 | 1.27 | 6.01 |
55 | hgnetv2_b0 | 224 | 178.19 | 5.598 | 1 | 6.0 | 0.33 | 2.12 |
56 | mobilenet_edgetpu_v2_xs | 224 | 176.26 | 5.66 | 1 | 4.46 | 0.7 | 4.8 |
57 | mobilenetv3_large_100 | 224 | 176.25 | 5.659 | 1 | 5.48 | 0.23 | 4.41 |
58 | mobilenetv3_rw | 224 | 175.76 | 5.676 | 1 | 5.48 | 0.23 | 4.41 |
59 | tf_mobilenetv3_large_minimal_100 | 224 | 174.07 | 5.73 | 1 | 3.92 | 0.22 | 4.4 |
60 | mixer_s32_224 | 224 | 170.9 | 5.836 | 1 | 19.1 | 1.0 | 2.28 |
61 | cs3darknet_focus_s | 256 | 167.84 | 5.944 | 1 | 3.27 | 0.69 | 2.7 |
62 | pit_ti_224 | 224 | 167.47 | 5.957 | 1 | 4.85 | 0.7 | 6.19 |
63 | mobilenetv2_140 | 224 | 163.23 | 6.112 | 1 | 6.11 | 0.6 | 9.57 |
64 | mobilenet_edgetpu_100 | 224 | 160.55 | 6.215 | 1 | 4.09 | 1.0 | 5.75 |
65 | tf_mobilenetv3_large_075 | 224 | 159.49 | 6.256 | 1 | 3.99 | 0.16 | 4.0 |
66 | cs3darknet_s | 256 | 158.87 | 6.28 | 1 | 3.28 | 0.72 | 2.97 |
67 | hardcorenas_b | 224 | 158.23 | 6.306 | 1 | 5.18 | 0.26 | 5.09 |
68 | vit_small_patch32_224 | 224 | 158.12 | 6.31 | 1 | 22.88 | 1.15 | 2.5 |
69 | ese_vovnet19b_dw | 224 | 157.95 | 6.316 | 1 | 6.54 | 1.34 | 8.25 |
70 | regnety_002 | 224 | 157.24 | 6.345 | 1 | 3.16 | 0.2 | 2.17 |
71 | edgenext_xx_small | 256 | 156.86 | 6.364 | 1 | 1.33 | 0.26 | 3.33 |
72 | dla46_c | 224 | 155.31 | 6.425 | 1 | 1.3 | 0.58 | 4.5 |
73 | resnet14t | 176 | 155.29 | 6.425 | 1 | 10.08 | 1.07 | 3.61 |
74 | hardcorenas_c | 224 | 153.28 | 6.51 | 1 | 5.52 | 0.28 | 5.01 |
75 | regnetx_004_tv | 224 | 150.43 | 6.634 | 1 | 5.5 | 0.42 | 3.17 |
76 | dla46x_c | 224 | 150.23 | 6.643 | 1 | 1.07 | 0.54 | 5.66 |
77 | spnasnet_100 | 224 | 150.13 | 6.647 | 1 | 4.42 | 0.35 | 6.03 |
78 | tf_mobilenetv3_large_100 | 224 | 149.59 | 6.67 | 1 | 5.48 | 0.23 | 4.41 |
79 | mobilenet_edgetpu_v2_s | 224 | 147.34 | 6.773 | 1 | 5.99 | 1.21 | 6.6 |
80 | fbnetc_100 | 224 | 147.19 | 6.78 | 1 | 5.57 | 0.4 | 6.51 |
81 | semnasnet_075 | 224 | 147.11 | 6.784 | 1 | 2.91 | 0.23 | 5.54 |
82 | mnasnet_140 | 224 | 146.87 | 6.794 | 1 | 7.12 | 0.6 | 7.71 |
83 | semnasnet_100 | 224 | 146.31 | 6.821 | 1 | 3.89 | 0.32 | 6.23 |
84 | gmixer_12_224 | 224 | 146.18 | 6.826 | 1 | 12.7 | 2.67 | 7.26 |
85 | gmlp_ti16_224 | 224 | 146.06 | 6.832 | 1 | 5.87 | 1.34 | 7.55 |
86 | efficientvit_m1 | 224 | 144.48 | 6.91 | 1 | 2.98 | 0.17 | 1.33 |
87 | tf_efficientnet_lite0 | 224 | 143.01 | 6.978 | 1 | 4.65 | 0.4 | 6.74 |
88 | efficientnet_es | 224 | 143.0 | 6.979 | 1 | 5.44 | 1.81 | 8.73 |
89 | pit_xs_224 | 224 | 141.88 | 7.033 | 1 | 10.62 | 1.4 | 7.71 |
90 | tf_efficientnet_es | 224 | 141.88 | 7.034 | 1 | 5.44 | 1.81 | 8.73 |
91 | efficientnet_es_pruned | 224 | 141.73 | 7.041 | 1 | 5.44 | 1.81 | 8.73 |
92 | resnet14t | 224 | 141.53 | 7.051 | 1 | 10.08 | 1.69 | 5.8 |
93 | mobilenetv2_110d | 224 | 141.41 | 7.057 | 1 | 4.52 | 0.45 | 8.71 |
94 | levit_conv_128 | 224 | 141.12 | 7.072 | 1 | 9.21 | 0.41 | 2.71 |
95 | pit_xs_distilled_224 | 224 | 141.01 | 7.077 | 1 | 11.0 | 1.41 | 7.76 |
96 | mobilevitv2_050 | 256 | 140.89 | 7.084 | 1 | 1.37 | 0.48 | 8.04 |
97 | efficientnet_lite1 | 240 | 140.13 | 7.122 | 1 | 5.42 | 0.62 | 10.14 |
98 | regnetx_004 | 224 | 139.23 | 7.169 | 1 | 5.16 | 0.4 | 3.14 |
99 | levit_conv_192 | 224 | 138.83 | 7.189 | 1 | 10.95 | 0.66 | 3.2 |
100 | levit_256 | 224 | 137.56 | 7.255 | 1 | 18.89 | 1.13 | 4.23 |
101 | efficientvit_m2 | 224 | 137.23 | 7.274 | 1 | 4.19 | 0.2 | 1.47 |
102 | regnetx_006 | 224 | 135.97 | 7.341 | 1 | 6.2 | 0.61 | 3.98 |
103 | repghostnet_058 | 224 | 135.13 | 7.387 | 1 | 2.55 | 0.07 | 2.59 |
104 | efficientvit_m0 | 224 | 135.04 | 7.393 | 1 | 2.35 | 0.08 | 0.91 |
105 | semnasnet_140 | 224 | 134.8 | 7.404 | 1 | 6.11 | 0.6 | 8.87 |
106 | ghostnet_050 | 224 | 134.36 | 7.43 | 1 | 2.59 | 0.05 | 1.77 |
107 | regnetx_008 | 224 | 133.61 | 7.47 | 1 | 7.26 | 0.81 | 5.15 |
108 | tinynet_c | 184 | 131.97 | 7.564 | 1 | 2.46 | 0.11 | 2.87 |
109 | ese_vovnet19b_dw | 288 | 131.11 | 7.612 | 1 | 6.54 | 2.22 | 13.63 |
110 | hgnetv2_b1 | 224 | 130.75 | 7.633 | 1 | 6.34 | 0.49 | 2.73 |
111 | edgenext_xx_small | 288 | 130.47 | 7.652 | 1 | 1.33 | 0.33 | 4.21 |
112 | repghostnet_050 | 224 | 130.45 | 7.653 | 1 | 2.31 | 0.05 | 2.02 |
113 | mobilenet_edgetpu_v2_m | 224 | 129.27 | 7.721 | 1 | 8.46 | 1.85 | 8.15 |
114 | convnext_atto | 224 | 129.03 | 7.736 | 1 | 3.7 | 0.55 | 3.81 |
115 | repghostnet_080 | 224 | 128.98 | 7.74 | 1 | 3.28 | 0.1 | 3.22 |
116 | mobileone_s1 | 224 | 128.61 | 7.761 | 1 | 4.83 | 0.86 | 9.67 |
117 | edgenext_x_small | 256 | 126.77 | 7.875 | 1 | 2.34 | 0.54 | 5.93 |
118 | resnet18 | 224 | 126.23 | 7.907 | 1 | 11.69 | 1.82 | 2.48 |
119 | resnext26ts | 256 | 126.06 | 7.918 | 1 | 10.3 | 2.43 | 10.52 |
120 | dla60x_c | 224 | 123.16 | 8.107 | 1 | 1.32 | 0.59 | 6.01 |
121 | ghostnet_100 | 224 | 122.98 | 8.117 | 1 | 5.18 | 0.15 | 3.55 |
122 | convnextv2_atto | 224 | 122.08 | 8.178 | 1 | 3.71 | 0.55 | 3.81 |
123 | repghostnet_100 | 224 | 122.06 | 8.18 | 1 | 4.07 | 0.15 | 3.98 |
124 | hgnetv2_b0 | 288 | 121.94 | 8.186 | 1 | 6.0 | 0.54 | 3.51 |
125 | efficientnet_lite2 | 260 | 120.94 | 8.254 | 1 | 6.09 | 0.89 | 12.9 |
126 | resnet34 | 160 | 120.62 | 8.275 | 1 | 21.8 | 1.87 | 1.91 |
127 | hardcorenas_f | 224 | 120.04 | 8.317 | 1 | 8.2 | 0.35 | 5.57 |
128 | convnext_atto_ols | 224 | 119.07 | 8.384 | 1 | 3.7 | 0.58 | 4.11 |
129 | convnext_femto_ols | 224 | 118.75 | 8.407 | 1 | 5.23 | 0.82 | 4.87 |
130 | resnet18d | 224 | 118.43 | 8.429 | 1 | 11.71 | 2.06 | 3.29 |
131 | edgenext_x_small | 288 | 118.24 | 8.444 | 1 | 2.34 | 0.68 | 7.5 |
132 | repghostnet_111 | 224 | 118.2 | 8.447 | 1 | 4.54 | 0.18 | 4.38 |
133 | resnetblur18 | 224 | 117.55 | 8.492 | 1 | 11.69 | 2.34 | 3.39 |
134 | mobilenet_edgetpu_v2_m | 256 | 117.43 | 8.501 | 1 | 8.46 | 2.42 | 10.65 |
135 | hardcorenas_e | 224 | 117.2 | 8.518 | 1 | 8.07 | 0.35 | 5.65 |
136 | vit_xsmall_patch16_clip_224 | 224 | 116.75 | 8.551 | 1 | 8.28 | 1.79 | 6.65 |
137 | eca_resnext26ts | 256 | 115.44 | 8.647 | 1 | 10.3 | 2.43 | 10.52 |
138 | mobilenet_edgetpu_v2_l | 224 | 115.23 | 8.663 | 1 | 10.92 | 2.55 | 9.05 |
139 | regnety_008 | 224 | 115.15 | 8.67 | 1 | 6.26 | 0.81 | 5.25 |
140 | mobilenetv2_120d | 224 | 115.14 | 8.67 | 1 | 5.83 | 0.69 | 11.97 |
141 | mobilenetv4_conv_medium | 224 | 115.13 | 8.671 | 1 | 9.72 | 0.84 | 5.8 |
142 | visformer_tiny | 224 | 115.0 | 8.681 | 1 | 10.32 | 1.27 | 5.72 |
143 | efficientvit_m3 | 224 | 114.86 | 8.693 | 1 | 6.9 | 0.27 | 1.62 |
144 | mobileone_s2 | 224 | 113.76 | 8.776 | 1 | 7.88 | 1.34 | 11.55 |
145 | tf_efficientnet_lite1 | 240 | 112.67 | 8.86 | 1 | 5.42 | 0.62 | 10.14 |
146 | convnext_femto | 224 | 112.57 | 8.869 | 1 | 5.22 | 0.79 | 4.57 |
147 | mobilevitv2_075 | 256 | 112.53 | 8.872 | 1 | 2.87 | 1.05 | 12.06 |
148 | ecaresnext50t_32x4d | 224 | 112.38 | 8.883 | 1 | 15.41 | 2.7 | 10.09 |
149 | resmlp_12_224 | 224 | 112.17 | 8.9 | 1 | 15.35 | 3.01 | 5.5 |
150 | repghostnet_130 | 224 | 111.65 | 8.942 | 1 | 5.48 | 0.25 | 5.24 |
151 | lambda_resnet26t | 256 | 111.48 | 8.955 | 1 | 10.96 | 3.02 | 11.87 |
152 | ecaresnext26t_32x4d | 224 | 111.45 | 8.957 | 1 | 15.41 | 2.7 | 10.09 |
153 | regnety_008_tv | 224 | 111.42 | 8.961 | 1 | 6.43 | 0.84 | 5.42 |
154 | resnext26ts | 288 | 111.36 | 8.965 | 1 | 10.3 | 3.07 | 13.31 |
155 | resnet18 | 288 | 111.26 | 8.973 | 1 | 11.69 | 3.01 | 4.11 |
156 | rexnetr_100 | 224 | 110.23 | 9.058 | 1 | 4.88 | 0.43 | 7.72 |
157 | poolformerv2_s12 | 224 | 110.08 | 9.069 | 1 | 11.89 | 1.83 | 5.53 |
158 | hardcorenas_d | 224 | 109.61 | 9.11 | 1 | 7.5 | 0.3 | 4.93 |
159 | mobilenetv4_conv_medium | 256 | 109.52 | 9.116 | 1 | 9.72 | 1.1 | 7.58 |
160 | edgenext_small | 256 | 109.41 | 9.125 | 1 | 5.59 | 1.26 | 9.07 |
161 | levit_conv_256 | 224 | 109.21 | 9.143 | 1 | 18.89 | 1.13 | 4.23 |
162 | seresnet18 | 224 | 109.21 | 9.142 | 1 | 11.78 | 1.82 | 2.49 |
163 | tinynet_b | 188 | 108.98 | 9.162 | 1 | 3.73 | 0.21 | 4.44 |
164 | regnety_004 | 224 | 108.81 | 9.177 | 1 | 4.34 | 0.41 | 3.89 |
165 | seresnext26ts | 256 | 108.64 | 9.19 | 1 | 10.39 | 2.43 | 10.52 |
166 | poolformer_s12 | 224 | 108.39 | 9.211 | 1 | 11.92 | 1.82 | 5.53 |
167 | rexnet_100 | 224 | 108.28 | 9.221 | 1 | 4.8 | 0.41 | 7.44 |
168 | resnest14d | 224 | 107.97 | 9.247 | 1 | 10.61 | 2.76 | 7.33 |
169 | botnet26t_256 | 256 | 107.88 | 9.254 | 1 | 12.49 | 3.32 | 11.98 |
170 | legacy_seresnet18 | 224 | 107.78 | 9.264 | 1 | 11.78 | 1.82 | 2.49 |
171 | ghostnet_130 | 224 | 107.61 | 9.278 | 1 | 7.36 | 0.24 | 4.6 |
172 | eva02_tiny_patch14_224 | 224 | 107.45 | 9.293 | 1 | 5.5 | 1.7 | 9.14 |
173 | legacy_seresnext26_32x4d | 224 | 107.29 | 9.305 | 1 | 16.79 | 2.49 | 9.39 |
174 | gernet_m | 224 | 106.38 | 9.385 | 1 | 21.14 | 3.02 | 5.24 |
175 | efficientvit_b1 | 256 | 106.12 | 9.409 | 1 | 9.1 | 0.69 | 9.46 |
176 | convnext_atto | 288 | 106.05 | 9.416 | 1 | 3.7 | 0.91 | 6.3 |
177 | eca_botnext26ts_256 | 256 | 105.99 | 9.42 | 1 | 10.59 | 2.46 | 11.6 |
178 | efficientvit_m4 | 224 | 105.66 | 9.45 | 1 | 8.8 | 0.3 | 1.7 |
179 | rexnetr_130 | 224 | 105.52 | 9.462 | 1 | 7.61 | 0.68 | 9.81 |
180 | hgnetv2_b2 | 224 | 105.37 | 9.475 | 1 | 11.22 | 1.15 | 4.12 |
181 | efficientvit_b1 | 224 | 104.82 | 9.526 | 1 | 9.1 | 0.53 | 7.25 |
182 | repghostnet_150 | 224 | 104.8 | 9.528 | 1 | 6.58 | 0.32 | 6.0 |
183 | mixer_s16_224 | 224 | 104.38 | 9.565 | 1 | 18.53 | 3.79 | 5.97 |
184 | fastvit_t8 | 256 | 104.04 | 9.598 | 1 | 4.03 | 0.7 | 8.63 |
185 | resnet18d | 288 | 104.01 | 9.6 | 1 | 11.71 | 3.41 | 5.43 |
186 | efficientformer_l1 | 224 | 103.55 | 9.642 | 1 | 12.29 | 1.3 | 5.53 |
187 | mobileone_s3 | 224 | 103.38 | 9.659 | 1 | 10.17 | 1.94 | 13.85 |
188 | regnetx_016 | 224 | 103.31 | 9.664 | 1 | 9.19 | 1.62 | 7.93 |
189 | mobilenetv4_conv_aa_medium | 256 | 102.95 | 9.698 | 1 | 9.72 | 1.58 | 10.3 |
190 | regnety_006 | 224 | 102.78 | 9.716 | 1 | 6.06 | 0.61 | 4.33 |
191 | seresnext26d_32x4d | 224 | 102.22 | 9.767 | 1 | 16.81 | 2.73 | 10.19 |
192 | mobilenetv4_conv_blur_medium | 224 | 101.88 | 9.801 | 1 | 9.72 | 1.22 | 8.58 |
193 | eca_resnext26ts | 288 | 101.54 | 9.834 | 1 | 10.3 | 3.07 | 13.32 |
194 | efficientnet_b0 | 256 | 101.51 | 9.837 | 1 | 5.29 | 0.52 | 8.81 |
195 | hgnet_tiny | 224 | 101.32 | 9.854 | 1 | 14.74 | 4.54 | 6.36 |
196 | seresnext26t_32x4d | 224 | 100.84 | 9.901 | 1 | 16.81 | 2.7 | 10.09 |
197 | pit_s_224 | 224 | 100.54 | 9.931 | 1 | 23.46 | 2.88 | 11.56 |
198 | resnet26 | 224 | 100.47 | 9.938 | 1 | 16.0 | 2.36 | 7.35 |
199 | tf_efficientnet_lite2 | 260 | 100.42 | 9.943 | 1 | 6.09 | 0.89 | 12.9 |
200 | efficientnet_b0 | 224 | 100.41 | 9.945 | 1 | 5.29 | 0.4 | 6.75 |
201 | halonet26t | 256 | 100.03 | 9.982 | 1 | 12.48 | 3.19 | 11.69 |
202 | resnetblur18 | 288 | 99.96 | 9.989 | 1 | 11.69 | 3.87 | 5.6 |
203 | repvgg_a0 | 224 | 99.9 | 9.995 | 1 | 9.11 | 1.52 | 3.59 |
204 | vit_medium_patch32_clip_224 | 224 | 99.8 | 10.005 | 1 | 39.69 | 2.0 | 3.34 |
205 | mobilevit_xxs | 256 | 99.69 | 10.017 | 1 | 1.27 | 0.42 | 8.34 |
206 | convnext_femto | 288 | 99.64 | 10.021 | 1 | 5.22 | 1.3 | 7.56 |
207 | convnext_femto_ols | 288 | 99.29 | 10.057 | 1 | 5.23 | 1.35 | 8.06 |
208 | efficientnet_em | 240 | 99.13 | 10.073 | 1 | 6.9 | 3.04 | 14.34 |
209 | rexnetr_150 | 224 | 98.92 | 10.095 | 1 | 9.78 | 0.89 | 11.13 |
210 | mobilenetv4_conv_medium | 320 | 98.53 | 10.135 | 1 | 9.72 | 1.71 | 11.84 |
211 | seresnet18 | 288 | 98.53 | 10.135 | 1 | 11.78 | 3.01 | 4.11 |
212 | hgnetv2_b1 | 288 | 98.34 | 10.154 | 1 | 6.34 | 0.82 | 4.51 |
213 | edgenext_small_rw | 256 | 98.33 | 10.155 | 1 | 7.83 | 1.58 | 9.51 |
214 | eca_halonext26ts | 256 | 98.17 | 10.172 | 1 | 10.76 | 2.44 | 11.46 |
215 | tf_efficientnetv2_b0 | 192 | 97.93 | 10.197 | 1 | 7.14 | 0.54 | 3.51 |
216 | rexnet_130 | 224 | 97.92 | 10.198 | 1 | 7.56 | 0.68 | 9.71 |
217 | lambda_resnet26rpt_256 | 256 | 97.62 | 10.229 | 1 | 10.99 | 3.16 | 11.87 |
218 | levit_256d | 224 | 97.59 | 10.232 | 1 | 26.21 | 1.4 | 4.93 |
219 | tf_efficientnet_em | 240 | 97.41 | 10.252 | 1 | 6.9 | 3.04 | 14.34 |
220 | vit_tiny_r_s16_p8_384 | 384 | 96.81 | 10.314 | 1 | 6.36 | 1.34 | 6.49 |
221 | efficientvit_b1 | 288 | 96.74 | 10.323 | 1 | 9.1 | 0.87 | 11.96 |
222 | rexnet_150 | 224 | 96.5 | 10.348 | 1 | 9.73 | 0.9 | 11.21 |
223 | gcresnext26ts | 256 | 96.09 | 10.392 | 1 | 10.48 | 2.43 | 10.53 |
224 | resnet26d | 224 | 96.02 | 10.399 | 1 | 16.01 | 2.6 | 8.15 |
225 | convnext_pico | 224 | 95.9 | 10.413 | 1 | 9.05 | 1.37 | 6.1 |
226 | mobilenetv4_conv_blur_medium | 256 | 95.82 | 10.421 | 1 | 9.72 | 1.59 | 11.2 |
227 | repghostnet_200 | 224 | 95.57 | 10.449 | 1 | 9.8 | 0.54 | 7.96 |
228 | vit_wee_patch16_reg1_gap_256 | 256 | 95.45 | 10.462 | 1 | 13.42 | 3.83 | 13.9 |
229 | convit_tiny | 224 | 95.05 | 10.506 | 1 | 5.71 | 1.26 | 7.94 |
230 | xcit_nano_12_p16_224 | 224 | 94.66 | 10.551 | 1 | 3.05 | 0.56 | 4.17 |
231 | seresnext26ts | 288 | 94.65 | 10.55 | 1 | 10.39 | 3.07 | 13.32 |
232 | tinynet_a | 192 | 94.03 | 10.62 | 1 | 6.19 | 0.35 | 5.41 |
233 | mobilevitv2_100 | 256 | 93.64 | 10.665 | 1 | 4.9 | 1.84 | 16.08 |
234 | pit_s_distilled_224 | 224 | 93.54 | 10.676 | 1 | 24.04 | 2.9 | 11.64 |
235 | pvt_v2_b0 | 224 | 93.24 | 10.71 | 1 | 3.67 | 0.57 | 7.99 |
236 | mobilenetv3_large_150d | 224 | 92.84 | 10.756 | 1 | 14.62 | ||
237 | convnextv2_atto | 288 | 92.51 | 10.795 | 1 | 3.71 | 0.91 | 6.3 |
238 | efficientnet_lite3 | 300 | 92.29 | 10.82 | 1 | 8.2 | 1.65 | 21.85 |
239 | convnext_pico_ols | 224 | 91.85 | 10.873 | 1 | 9.06 | 1.43 | 6.5 |
240 | efficientnet_b0_g16_evos | 224 | 91.32 | 10.937 | 1 | 8.11 | 1.01 | 7.42 |
241 | cs3darknet_focus_m | 288 | 90.7 | 11.01 | 1 | 9.3 | 2.51 | 6.19 |
242 | resnext50_32x4d | 160 | 90.34 | 11.055 | 1 | 25.03 | 2.17 | 7.35 |
243 | convnext_atto_ols | 288 | 89.86 | 11.114 | 1 | 3.7 | 0.96 | 6.8 |
244 | cs3darknet_m | 256 | 89.72 | 11.13 | 1 | 9.31 | 2.08 | 5.28 |
245 | levit_384 | 224 | 89.69 | 11.134 | 1 | 39.13 | 2.36 | 6.26 |
246 | mobilenetv4_hybrid_medium_075 | 224 | 89.67 | 11.138 | 1 | 7.31 | 0.66 | 5.65 |
247 | cs3darknet_focus_m | 256 | 89.19 | 11.197 | 1 | 9.3 | 1.98 | 4.89 |
248 | efficientformerv2_s0 | 224 | 89.05 | 11.216 | 1 | 3.6 | 0.41 | 5.3 |
249 | convnextv2_femto | 224 | 88.91 | 11.232 | 1 | 5.23 | 0.79 | 4.57 |
250 | resnext50_32x4d | 176 | 88.9 | 11.233 | 1 | 25.03 | 2.71 | 8.97 |
251 | tf_efficientnetv2_b0 | 224 | 88.9 | 11.234 | 1 | 7.14 | 0.73 | 4.77 |
252 | efficientnet_cc_b0_4e | 224 | 88.85 | 11.24 | 1 | 13.31 | 0.41 | 9.42 |
253 | resnet26t | 256 | 88.38 | 11.3 | 1 | 16.01 | 3.35 | 10.52 |
254 | tf_efficientnet_b0 | 224 | 88.14 | 11.33 | 1 | 5.29 | 0.4 | 6.75 |
255 | fastvit_t12 | 256 | 88.12 | 11.333 | 1 | 7.55 | 1.42 | 12.42 |
256 | edgenext_small | 320 | 88.04 | 11.343 | 1 | 5.59 | 1.97 | 14.16 |
257 | dla34 | 224 | 87.87 | 11.366 | 1 | 15.74 | 3.07 | 5.02 |
258 | cs3darknet_m | 288 | 87.77 | 11.378 | 1 | 9.31 | 2.63 | 6.69 |
259 | resnet26 | 288 | 87.72 | 11.384 | 1 | 16.0 | 3.9 | 12.15 |
260 | efficientvit_m5 | 224 | 87.3 | 11.441 | 1 | 12.47 | 0.53 | 2.41 |
261 | vit_tiny_patch16_384 | 384 | 87.07 | 11.47 | 1 | 5.79 | 4.7 | 25.39 |
262 | skresnet18 | 224 | 87.06 | 11.471 | 1 | 11.96 | 1.82 | 3.24 |
263 | gcresnext26ts | 288 | 86.9 | 11.493 | 1 | 10.48 | 3.07 | 13.33 |
264 | hgnetv2_b2 | 288 | 86.5 | 11.546 | 1 | 11.22 | 1.89 | 6.8 |
265 | mobilevitv2_125 | 256 | 85.3 | 11.709 | 1 | 7.48 | 2.86 | 20.1 |
266 | repvgg_a1 | 224 | 85.15 | 11.728 | 1 | 14.09 | 2.64 | 4.74 |
267 | rexnetr_200 | 224 | 84.71 | 11.79 | 1 | 16.52 | 1.59 | 15.11 |
268 | hgnetv2_b3 | 224 | 84.48 | 11.822 | 1 | 16.29 | 1.78 | 5.07 |
269 | darknet17 | 256 | 84.06 | 11.881 | 1 | 14.3 | 3.26 | 7.18 |
270 | vit_betwixt_patch32_clip_224 | 224 | 83.79 | 11.919 | 1 | 61.41 | 3.09 | 4.17 |
271 | efficientnet_blur_b0 | 224 | 83.71 | 11.932 | 1 | 5.29 | 0.43 | 8.72 |
272 | resnet33ts | 256 | 83.15 | 12.01 | 1 | 19.68 | 4.76 | 11.66 |
273 | resnet26d | 288 | 82.94 | 12.042 | 1 | 16.01 | 4.29 | 13.48 |
274 | efficientnet_cc_b0_8e | 224 | 82.88 | 12.051 | 1 | 24.01 | 0.42 | 9.42 |
275 | rexnet_200 | 224 | 82.7 | 12.077 | 1 | 16.37 | 1.56 | 14.91 |
276 | crossvit_tiny_240 | 240 | 82.5 | 12.107 | 1 | 7.01 | 1.57 | 9.08 |
277 | seresnext26t_32x4d | 288 | 82.5 | 12.105 | 1 | 16.81 | 4.46 | 16.68 |
278 | vit_pwee_patch16_reg1_gap_256 | 256 | 82.09 | 12.167 | 1 | 15.25 | 4.37 | 15.87 |
279 | fastvit_s12 | 256 | 81.63 | 12.236 | 1 | 9.47 | 1.82 | 13.67 |
280 | vit_small_patch32_384 | 384 | 81.63 | 12.236 | 1 | 22.92 | 3.45 | 8.25 |
281 | edgenext_small_rw | 320 | 81.46 | 12.261 | 1 | 7.83 | 2.46 | 14.85 |
282 | ecaresnet26t | 256 | 81.44 | 12.263 | 1 | 16.01 | 3.35 | 10.53 |
283 | crossvit_9_240 | 240 | 81.43 | 12.267 | 1 | 8.55 | 1.85 | 9.52 |
284 | mobilevit_xs | 256 | 80.96 | 12.337 | 1 | 2.32 | 1.05 | 16.33 |
285 | mobilenetv4_hybrid_medium | 224 | 80.75 | 12.369 | 1 | 11.07 | 0.98 | 6.84 |
286 | resnet34 | 224 | 80.61 | 12.391 | 1 | 21.8 | 3.67 | 3.74 |
287 | regnetx_032 | 224 | 80.6 | 12.392 | 1 | 15.3 | 3.2 | 11.37 |
288 | xcit_tiny_12_p16_224 | 224 | 80.35 | 12.432 | 1 | 6.72 | 1.24 | 6.29 |
289 | mobilenetv4_hybrid_medium | 256 | 79.87 | 12.506 | 1 | 11.07 | 1.29 | 9.01 |
290 | tf_efficientnetv2_b2 | 208 | 79.66 | 12.539 | 1 | 10.1 | 1.06 | 6.0 |
291 | tf_efficientnet_cc_b0_4e | 224 | 79.65 | 12.541 | 1 | 13.31 | 0.41 | 9.42 |
292 | gmixer_24_224 | 224 | 79.39 | 12.581 | 1 | 24.72 | 5.28 | 14.45 |
293 | eca_resnet33ts | 256 | 79.24 | 12.604 | 1 | 19.68 | 4.76 | 11.66 |
294 | xcit_nano_12_p16_384 | 384 | 79.2 | 12.612 | 1 | 3.05 | 1.64 | 12.15 |
295 | mobileone_s4 | 224 | 79.16 | 12.618 | 1 | 14.95 | 3.04 | 17.74 |
296 | levit_conv_256d | 224 | 79.12 | 12.625 | 1 | 26.21 | 1.4 | 4.93 |
297 | dla60x | 224 | 78.71 | 12.691 | 1 | 17.35 | 3.54 | 13.8 |
298 | resnet32ts | 288 | 78.66 | 12.697 | 1 | 17.96 | 5.86 | 14.65 |
299 | fastvit_sa12 | 256 | 78.18 | 12.776 | 1 | 11.58 | 1.96 | 14.03 |
300 | resnet34d | 224 | 78.17 | 12.777 | 1 | 21.82 | 3.91 | 4.54 |
301 | regnetz_005 | 224 | 78.07 | 12.795 | 1 | 7.12 | 0.52 | 5.86 |
302 | tf_efficientnetv2_b1 | 192 | 77.79 | 12.842 | 1 | 8.14 | 0.76 | 4.59 |
303 | crossvit_9_dagger_240 | 240 | 77.65 | 12.864 | 1 | 8.78 | 1.99 | 9.97 |
304 | resnest26d | 224 | 77.61 | 12.869 | 1 | 17.07 | 3.64 | 9.97 |
305 | vit_srelpos_small_patch16_224 | 224 | 77.26 | 12.928 | 1 | 21.97 | 4.59 | 12.16 |
306 | resnet50 | 160 | 77.2 | 12.938 | 1 | 25.56 | 2.1 | 5.67 |
307 | seresnext26d_32x4d | 288 | 77.0 | 12.973 | 1 | 16.81 | 4.51 | 16.85 |
308 | resnext50_32x4d | 224 | 76.91 | 12.987 | 1 | 25.03 | 4.26 | 14.4 |
309 | ecaresnet50d_pruned | 224 | 76.62 | 13.036 | 1 | 19.94 | 2.53 | 6.43 |
310 | vit_small_patch16_224 | 224 | 76.49 | 13.058 | 1 | 22.05 | 4.61 | 11.95 |
311 | deit3_small_patch16_224 | 224 | 76.48 | 13.06 | 1 | 22.06 | 4.61 | 11.95 |
312 | deit_small_patch16_224 | 224 | 76.41 | 13.072 | 1 | 22.05 | 4.61 | 11.95 |
313 | tf_efficientnetv2_b1 | 240 | 76.41 | 13.073 | 1 | 8.14 | 1.21 | 7.34 |
314 | deit_small_distilled_patch16_224 | 224 | 76.14 | 13.119 | 1 | 22.44 | 4.63 | 12.02 |
315 | convnextv2_pico | 224 | 76.02 | 13.14 | 1 | 9.07 | 1.37 | 6.1 |
316 | resnet26t | 320 | 75.79 | 13.179 | 1 | 16.01 | 5.24 | 16.44 |
317 | coat_lite_mini | 224 | 75.62 | 13.208 | 1 | 11.01 | 2.0 | 12.25 |
318 | nf_regnet_b0 | 192 | 75.34 | 13.258 | 1 | 8.76 | 0.37 | 3.15 |
319 | resnetaa34d | 224 | 75.18 | 13.287 | 1 | 21.82 | 4.43 | 5.07 |
320 | xcit_nano_12_p8_224 | 224 | 75.15 | 13.293 | 1 | 3.05 | 2.16 | 15.71 |
321 | resnet50d | 160 | 75.14 | 13.293 | 1 | 25.58 | 2.22 | 6.08 |
322 | tf_efficientnet_cc_b0_8e | 224 | 74.92 | 13.333 | 1 | 24.01 | 0.42 | 9.42 |
323 | resnext50d_32x4d | 224 | 74.78 | 13.358 | 1 | 25.05 | 4.5 | 15.2 |
324 | resnet50 | 176 | 74.75 | 13.362 | 1 | 25.56 | 2.62 | 6.92 |
325 | fbnetv3_b | 224 | 74.72 | 13.368 | 1 | 8.6 | 0.42 | 6.97 |
326 | resnet33ts | 288 | 74.42 | 13.421 | 1 | 19.68 | 6.02 | 14.75 |
327 | tiny_vit_5m_224 | 224 | 74.28 | 13.448 | 1 | 12.08 | 1.28 | 11.25 |
328 | mixer_b32_224 | 224 | 74.14 | 13.472 | 1 | 60.29 | 3.24 | 6.29 |
329 | vit_little_patch16_reg1_gap_256 | 256 | 74.1 | 13.481 | 1 | 22.52 | 6.27 | 18.06 |
330 | gernet_l | 256 | 74.0 | 13.498 | 1 | 31.08 | 4.57 | 8.0 |
331 | dpn48b | 224 | 73.68 | 13.557 | 1 | 9.13 | 1.69 | 8.92 |
332 | hgnet_tiny | 288 | 73.65 | 13.563 | 1 | 14.74 | 7.51 | 10.51 |
333 | efficientnet_b1_pruned | 240 | 73.55 | 13.583 | 1 | 6.33 | 0.4 | 6.21 |
334 | vit_little_patch16_reg4_gap_256 | 256 | 73.51 | 13.589 | 1 | 22.52 | 6.35 | 18.33 |
335 | efficientnet_b1 | 240 | 73.32 | 13.625 | 1 | 7.79 | 0.71 | 10.88 |
336 | cspresnext50 | 256 | 73.13 | 13.66 | 1 | 20.57 | 4.05 | 15.86 |
337 | vovnet39a | 224 | 73.1 | 13.665 | 1 | 22.6 | 7.09 | 6.73 |
338 | gmlp_s16_224 | 224 | 73.08 | 13.668 | 1 | 19.42 | 4.42 | 15.1 |
339 | mobilevitv2_150 | 256 | 72.89 | 13.705 | 1 | 10.59 | 4.09 | 24.11 |
340 | regnetz_b16 | 224 | 72.69 | 13.743 | 1 | 9.72 | 1.45 | 9.95 |
341 | edgenext_base | 256 | 72.61 | 13.756 | 1 | 18.51 | 3.85 | 15.58 |
342 | resnet32ts | 256 | 72.54 | 13.77 | 1 | 17.96 | 4.63 | 11.58 |
343 | coat_lite_tiny | 224 | 72.5 | 13.777 | 1 | 5.72 | 1.6 | 11.65 |
344 | regnetz_005 | 288 | 72.4 | 13.799 | 1 | 7.12 | 0.86 | 9.68 |
345 | repvgg_b0 | 224 | 72.16 | 13.843 | 1 | 15.82 | 3.41 | 6.15 |
346 | hgnetv2_b4 | 224 | 71.76 | 13.92 | 1 | 19.8 | 2.75 | 6.7 |
347 | dla60 | 224 | 71.69 | 13.933 | 1 | 22.04 | 4.26 | 10.16 |
348 | efficientnet_b1 | 224 | 71.49 | 13.974 | 1 | 7.79 | 0.59 | 9.36 |
349 | levit_conv_384 | 224 | 70.82 | 14.105 | 1 | 39.13 | 2.36 | 6.26 |
350 | efficientnet_b1 | 256 | 70.76 | 14.119 | 1 | 7.79 | 0.77 | 12.22 |
351 | regnetx_040 | 224 | 70.59 | 14.151 | 1 | 22.12 | 3.99 | 12.2 |
352 | tf_efficientnet_lite3 | 300 | 70.56 | 14.156 | 1 | 8.2 | 1.65 | 21.85 |
353 | eca_vovnet39b | 224 | 70.47 | 14.174 | 1 | 22.6 | 7.09 | 6.74 |
354 | efficientnet_b2_pruned | 260 | 70.35 | 14.199 | 1 | 8.31 | 0.73 | 9.13 |
355 | tf_efficientnetv2_b2 | 260 | 70.25 | 14.221 | 1 | 10.1 | 1.72 | 9.84 |
356 | hgnetv2_b3 | 288 | 70.06 | 14.259 | 1 | 16.29 | 2.94 | 8.38 |
357 | fbnetv3_d | 224 | 70.0 | 14.271 | 1 | 10.31 | 0.52 | 8.5 |
358 | convnext_nano_ols | 224 | 69.98 | 14.274 | 1 | 15.65 | 2.65 | 9.38 |
359 | fbnetv3_b | 256 | 69.83 | 14.307 | 1 | 8.6 | 0.55 | 9.1 |
360 | repvit_m0_9 | 224 | 69.8 | 14.313 | 1 | 5.49 | 0.83 | 7.45 |
361 | efficientformerv2_s1 | 224 | 69.57 | 14.36 | 1 | 6.19 | 0.67 | 7.66 |
362 | darknet21 | 256 | 69.5 | 14.374 | 1 | 20.86 | 3.93 | 7.47 |
363 | ese_vovnet39b | 224 | 69.4 | 14.394 | 1 | 24.57 | 7.09 | 6.74 |
364 | eca_resnet33ts | 288 | 69.39 | 14.395 | 1 | 19.68 | 6.02 | 14.76 |
365 | nf_regnet_b0 | 256 | 69.34 | 14.407 | 1 | 8.76 | 0.64 | 5.58 |
366 | ecaresnet50t | 160 | 69.28 | 14.419 | 1 | 25.57 | 2.21 | 6.04 |
367 | repvit_m1 | 224 | 69.18 | 14.442 | 1 | 5.49 | 0.83 | 7.45 |
368 | rexnetr_200 | 288 | 69.08 | 14.46 | 1 | 16.52 | 2.62 | 24.96 |
369 | res2net50_48w_2s | 224 | 69.0 | 14.478 | 1 | 25.29 | 4.18 | 11.72 |
370 | resnet34 | 288 | 68.86 | 14.507 | 1 | 21.8 | 6.07 | 6.18 |
371 | flexivit_small | 240 | 68.81 | 14.517 | 1 | 22.06 | 5.35 | 14.18 |
372 | legacy_seresnet34 | 224 | 68.78 | 14.524 | 1 | 21.96 | 3.67 | 3.74 |
373 | convnext_tiny | 224 | 68.68 | 14.544 | 1 | 28.59 | 4.47 | 13.44 |
374 | ecaresnet26t | 320 | 68.52 | 14.579 | 1 | 16.01 | 5.24 | 16.44 |
375 | regnetz_b16_evos | 224 | 68.42 | 14.6 | 1 | 9.74 | 1.43 | 9.95 |
376 | repvit_m1_1 | 224 | 68.38 | 14.61 | 1 | 8.8 | 1.36 | 9.43 |
377 | efficientnet_b2 | 256 | 68.17 | 14.655 | 1 | 9.11 | 0.89 | 12.81 |
378 | efficientvit_b2 | 224 | 68.17 | 14.655 | 1 | 24.33 | 1.6 | 14.62 |
379 | repvit_m2 | 224 | 67.69 | 14.76 | 1 | 8.8 | 1.36 | 9.43 |
380 | seresnet34 | 224 | 67.32 | 14.839 | 1 | 21.96 | 3.67 | 3.74 |
381 | resnet50 | 224 | 67.2 | 14.865 | 1 | 25.56 | 4.11 | 11.11 |
382 | vit_relpos_small_patch16_rpn_224 | 224 | 67.18 | 14.869 | 1 | 21.97 | 4.59 | 13.05 |
383 | convnextv2_femto | 288 | 66.86 | 14.941 | 1 | 5.23 | 1.3 | 7.56 |
384 | resnet34d | 288 | 66.79 | 14.958 | 1 | 21.82 | 6.47 | 7.51 |
385 | gcresnet33ts | 256 | 66.39 | 15.047 | 1 | 19.88 | 4.76 | 11.68 |
386 | tf_efficientnet_b1 | 240 | 66.1 | 15.114 | 1 | 7.79 | 0.71 | 10.88 |
387 | fbnetv3_d | 256 | 66.05 | 15.125 | 1 | 10.31 | 0.68 | 11.1 |
388 | xcit_tiny_12_p16_384 | 384 | 65.58 | 15.233 | 1 | 6.72 | 3.64 | 18.26 |
389 | vit_relpos_small_patch16_224 | 224 | 65.51 | 15.25 | 1 | 21.98 | 4.59 | 13.05 |
390 | resnet50c | 224 | 65.48 | 15.257 | 1 | 25.58 | 4.35 | 11.92 |
391 | dpn68 | 224 | 65.46 | 15.261 | 1 | 12.61 | 2.35 | 10.47 |
392 | ecaresnet50d_pruned | 288 | 65.44 | 15.265 | 1 | 19.94 | 4.19 | 10.61 |
393 | efficientnet_b1 | 288 | 65.21 | 15.322 | 1 | 7.79 | 0.97 | 15.46 |
394 | repvit_m1_0 | 224 | 65.07 | 15.356 | 1 | 7.3 | 1.13 | 8.69 |
395 | twins_pcpvt_small | 224 | 65.06 | 15.355 | 1 | 24.11 | 3.83 | 18.08 |
396 | mobilenetv4_hybrid_medium | 320 | 65.04 | 15.36 | 1 | 11.07 | 2.05 | 14.36 |
397 | sedarknet21 | 256 | 64.98 | 15.373 | 1 | 20.95 | 3.93 | 7.47 |
398 | resnet50d | 224 | 64.83 | 15.41 | 1 | 25.58 | 4.35 | 11.92 |
399 | resnetaa34d | 288 | 64.72 | 15.435 | 1 | 21.82 | 7.33 | 8.38 |
400 | hiera_tiny_224 | 224 | 64.52 | 15.483 | 1 | 27.91 | 4.91 | 17.13 |
401 | poolformerv2_s24 | 224 | 64.33 | 15.529 | 1 | 21.34 | 3.42 | 10.68 |
402 | dpn68b | 224 | 64.26 | 15.545 | 1 | 12.61 | 2.35 | 10.47 |
403 | ghostnetv2_100 | 224 | 64.11 | 15.585 | 1 | 6.16 | 0.18 | 4.55 |
404 | resnet50t | 224 | 63.72 | 15.678 | 1 | 25.57 | 4.32 | 11.82 |
405 | resnetv2_50 | 224 | 63.72 | 15.68 | 1 | 25.55 | 4.11 | 11.11 |
406 | ghostnetv2_130 | 224 | 63.65 | 15.697 | 1 | 8.96 | 0.28 | 5.9 |
407 | resnetaa50 | 224 | 63.65 | 15.694 | 1 | 25.56 | 5.15 | 11.64 |
408 | seresnet50 | 160 | 63.58 | 15.713 | 1 | 28.09 | 2.1 | 5.69 |
409 | regnetz_b16 | 288 | 63.55 | 15.72 | 1 | 9.72 | 2.39 | 16.43 |
410 | convmixer_1024_20_ks9_p14 | 224 | 63.5 | 15.734 | 1 | 24.38 | 5.55 | 5.51 |
411 | efficientnet_b2 | 288 | 63.48 | 15.739 | 1 | 9.11 | 1.12 | 16.2 |
412 | resnext50_32x4d | 288 | 63.36 | 15.767 | 1 | 25.03 | 7.04 | 23.81 |
413 | coatnet_pico_rw_224 | 224 | 63.31 | 15.781 | 1 | 10.85 | 2.05 | 14.62 |
414 | regnetx_064 | 224 | 63.21 | 15.805 | 1 | 26.21 | 6.49 | 16.37 |
415 | regnety_016 | 224 | 62.98 | 15.864 | 1 | 11.2 | 1.63 | 8.04 |
416 | poolformer_s24 | 224 | 62.88 | 15.889 | 1 | 21.39 | 3.41 | 10.68 |
417 | rexnetr_300 | 224 | 62.86 | 15.891 | 1 | 34.81 | 3.39 | 22.16 |
418 | nf_resnet26 | 224 | 62.76 | 15.919 | 1 | 16.0 | 2.41 | 7.35 |
419 | sam2_hiera_tiny | 224 | 62.71 | 15.931 | 1 | 26.85 | 4.91 | 17.12 |
420 | hgnet_small | 224 | 62.6 | 15.958 | 1 | 24.36 | 8.53 | 8.79 |
421 | mobilevitv2_175 | 256 | 62.59 | 15.963 | 1 | 14.25 | 5.54 | 28.13 |
422 | efficientvit_b2 | 288 | 62.24 | 16.05 | 1 | 24.33 | 2.64 | 24.03 |
423 | seresnext50_32x4d | 224 | 62.23 | 16.053 | 1 | 27.56 | 4.26 | 14.42 |
424 | resnext50d_32x4d | 288 | 62.18 | 16.068 | 1 | 25.05 | 7.44 | 25.13 |
425 | convnext_nano | 224 | 62.15 | 16.076 | 1 | 15.59 | 2.46 | 8.37 |
426 | regnety_032 | 224 | 61.92 | 16.135 | 1 | 19.44 | 3.2 | 11.26 |
427 | resnet50_clip_gap | 224 | 61.9 | 16.138 | 1 | 23.53 | 5.39 | 12.44 |
428 | resnetaa50d | 224 | 61.9 | 16.139 | 1 | 25.58 | 5.39 | 12.44 |
429 | resnetv2_50d | 224 | 61.83 | 16.157 | 1 | 25.57 | 4.35 | 11.92 |
430 | resnetblur50 | 224 | 61.61 | 16.216 | 1 | 25.56 | 5.16 | 12.02 |
431 | tiny_vit_11m_224 | 224 | 61.55 | 16.233 | 1 | 20.35 | 2.04 | 13.49 |
432 | resnet50s | 224 | 61.42 | 16.265 | 1 | 25.68 | 5.47 | 13.52 |
433 | visformer_small | 224 | 61.4 | 16.271 | 1 | 40.22 | 4.88 | 11.43 |
434 | gcresnet33ts | 288 | 61.33 | 16.29 | 1 | 19.88 | 6.02 | 14.78 |
435 | convnextv2_tiny | 224 | 61.3 | 16.298 | 1 | 28.64 | 4.47 | 13.44 |
436 | regnetz_c16 | 256 | 61.07 | 16.36 | 1 | 13.46 | 2.51 | 16.57 |
437 | cs3darknet_l | 256 | 61.04 | 16.366 | 1 | 21.16 | 4.86 | 8.55 |
438 | tf_efficientnetv2_b3 | 240 | 61.03 | 16.372 | 1 | 14.36 | 1.93 | 9.95 |
439 | resnet51q | 256 | 61.0 | 16.378 | 1 | 35.7 | 6.38 | 16.55 |
440 | legacy_seresnext50_32x4d | 224 | 60.86 | 16.415 | 1 | 27.56 | 4.26 | 14.42 |
441 | vit_base_patch32_224 | 224 | 60.58 | 16.492 | 1 | 88.22 | 4.41 | 5.01 |
442 | resnetv2_50t | 224 | 60.55 | 16.501 | 1 | 25.57 | 4.32 | 11.82 |
443 | mobilevit_s | 256 | 60.52 | 16.509 | 1 | 5.58 | 2.03 | 19.94 |
444 | xcit_tiny_12_p8_224 | 224 | 60.28 | 16.576 | 1 | 6.71 | 4.81 | 23.6 |
445 | efficientvit_b2 | 256 | 60.14 | 16.612 | 1 | 24.33 | 2.09 | 19.03 |
446 | resnetrs50 | 160 | 60.13 | 16.615 | 1 | 35.69 | 2.29 | 6.2 |
447 | tf_efficientnet_b2 | 260 | 60.06 | 16.636 | 1 | 9.11 | 1.02 | 13.83 |
448 | hgnetv2_b4 | 288 | 59.96 | 16.662 | 1 | 19.8 | 4.54 | 11.08 |
449 | twins_svt_small | 224 | 59.94 | 16.668 | 1 | 24.06 | 2.94 | 13.75 |
450 | efficientnet_el_pruned | 300 | 59.77 | 16.716 | 1 | 10.59 | 8.0 | 30.7 |
451 | seresnet34 | 288 | 59.66 | 16.747 | 1 | 21.96 | 6.07 | 6.18 |
452 | vit_base_patch32_clip_quickgelu_224 | 224 | 59.58 | 16.77 | 1 | 87.85 | 4.41 | 5.01 |
453 | efficientnet_cc_b1_8e | 240 | 59.51 | 16.79 | 1 | 39.72 | 0.75 | 15.44 |
454 | hrnet_w18_small | 224 | 59.47 | 16.799 | 1 | 13.19 | 1.61 | 5.72 |
455 | efficientformer_l3 | 224 | 59.4 | 16.82 | 1 | 31.41 | 3.93 | 12.01 |
456 | tf_mixnet_s | 224 | 59.38 | 16.826 | 1 | 4.13 | 0.25 | 6.25 |
457 | efficientnet_el | 300 | 59.35 | 16.834 | 1 | 10.59 | 8.0 | 30.7 |
458 | ecaresnetlight | 224 | 59.32 | 16.843 | 1 | 30.16 | 4.11 | 8.42 |
459 | rexnet_300 | 224 | 59.29 | 16.85 | 1 | 34.71 | 3.44 | 22.4 |
460 | volo_d1_224 | 224 | 59.28 | 16.853 | 1 | 26.63 | 6.94 | 24.43 |
461 | resnetblur50d | 224 | 59.19 | 16.88 | 1 | 25.58 | 5.4 | 12.82 |
462 | vit_base_patch32_clip_224 | 224 | 59.16 | 16.887 | 1 | 88.22 | 4.41 | 5.01 |
463 | tf_efficientnet_el | 300 | 59.06 | 16.916 | 1 | 10.59 | 8.0 | 30.7 |
464 | seresnet33ts | 256 | 59.02 | 16.928 | 1 | 19.78 | 4.76 | 11.66 |
465 | efficientnet_lite4 | 380 | 59.0 | 16.933 | 1 | 13.01 | 4.04 | 45.66 |
466 | ecaresnet50t | 224 | 58.9 | 16.963 | 1 | 25.57 | 4.32 | 11.83 |
467 | resmlp_24_224 | 224 | 58.64 | 17.039 | 1 | 30.02 | 5.96 | 10.91 |
468 | ghostnetv2_160 | 224 | 58.59 | 17.053 | 1 | 12.39 | 0.42 | 7.23 |
469 | nf_ecaresnet26 | 224 | 58.55 | 17.063 | 1 | 16.0 | 2.41 | 7.36 |
470 | ecaresnet50d | 224 | 58.5 | 17.08 | 1 | 25.58 | 4.35 | 11.93 |
471 | mobilenetv4_conv_large | 256 | 58.28 | 17.144 | 1 | 32.59 | 2.86 | 12.14 |
472 | mixnet_s | 224 | 58.26 | 17.15 | 1 | 4.13 | 0.25 | 6.25 |
473 | mobilenetv4_hybrid_medium | 384 | 57.89 | 17.259 | 1 | 11.07 | 3.01 | 21.18 |
474 | maxvit_pico_rw_256 | 256 | 57.53 | 17.368 | 1 | 7.46 | 1.83 | 22.3 |
475 | eva02_tiny_patch14_336 | 336 | 57.45 | 17.391 | 1 | 5.76 | 4.68 | 27.16 |
476 | resnetv2_50d_frn | 224 | 57.35 | 17.421 | 1 | 25.59 | 4.33 | 11.92 |
477 | cs3darknet_focus_l | 256 | 57.29 | 17.438 | 1 | 21.15 | 4.66 | 8.03 |
478 | repvgg_a2 | 224 | 57.04 | 17.514 | 1 | 28.21 | 5.7 | 6.26 |
479 | regnety_040 | 224 | 56.92 | 17.552 | 1 | 20.65 | 4.0 | 12.29 |
480 | edgenext_base | 320 | 56.81 | 17.588 | 1 | 18.51 | 6.01 | 24.32 |
481 | convit_small | 224 | 56.77 | 17.601 | 1 | 27.78 | 5.76 | 17.87 |
482 | crossvit_15_240 | 240 | 56.47 | 17.694 | 1 | 27.53 | 5.81 | 19.77 |
483 | gcresnext50ts | 256 | 56.33 | 17.737 | 1 | 15.67 | 3.75 | 15.46 |
484 | nf_seresnet26 | 224 | 56.21 | 17.774 | 1 | 17.4 | 2.41 | 7.36 |
485 | nf_regnet_b1 | 256 | 56.15 | 17.796 | 1 | 10.22 | 0.82 | 7.27 |
486 | legacy_seresnet50 | 224 | 55.97 | 17.851 | 1 | 28.09 | 3.88 | 10.6 |
487 | dpn68b | 288 | 55.95 | 17.857 | 1 | 12.61 | 3.89 | 17.3 |
488 | inception_next_tiny | 224 | 55.95 | 17.858 | 1 | 28.06 | 4.19 | 11.98 |
489 | resnet50 | 288 | 55.91 | 17.869 | 1 | 25.56 | 6.8 | 18.37 |
490 | efficientnet_b3_pruned | 300 | 55.81 | 17.904 | 1 | 9.86 | 1.04 | 11.86 |
491 | cait_xxs24_224 | 224 | 55.71 | 17.936 | 1 | 11.96 | 2.53 | 20.29 |
492 | hiera_small_224 | 224 | 55.7 | 17.938 | 1 | 35.01 | 6.42 | 20.75 |
493 | lambda_resnet50ts | 256 | 55.57 | 17.981 | 1 | 21.54 | 5.07 | 17.48 |
494 | tf_efficientnet_lite4 | 380 | 55.5 | 18.002 | 1 | 13.01 | 4.04 | 45.66 |
495 | resnet50d | 288 | 55.43 | 18.027 | 1 | 25.58 | 7.19 | 19.7 |
496 | haloregnetz_b | 224 | 55.38 | 18.043 | 1 | 11.68 | 1.97 | 11.94 |
497 | resnet50_mlp | 256 | 55.38 | 18.042 | 1 | 26.65 | 7.05 | 16.25 |
498 | fbnetv3_g | 240 | 55.16 | 18.115 | 1 | 16.62 | 1.28 | 14.87 |
499 | vit_base_patch32_clip_256 | 256 | 54.94 | 18.186 | 1 | 87.86 | 5.76 | 6.65 |
500 | seresnet33ts | 288 | 54.78 | 18.24 | 1 | 19.78 | 6.02 | 14.76 |
501 | resnet50t | 288 | 54.68 | 18.272 | 1 | 25.57 | 7.14 | 19.53 |
502 | resnet51q | 288 | 54.6 | 18.301 | 1 | 35.7 | 8.07 | 20.94 |
503 | sehalonet33ts | 256 | 54.54 | 18.322 | 1 | 13.69 | 3.55 | 14.7 |
504 | caformer_s18 | 224 | 54.34 | 18.388 | 1 | 26.34 | 4.13 | 19.39 |
505 | ecaresnet50t | 256 | 54.3 | 18.402 | 1 | 25.57 | 5.64 | 15.45 |
506 | regnetv_040 | 224 | 54.21 | 18.43 | 1 | 20.64 | 4.0 | 12.29 |
507 | seresnet50 | 224 | 54.16 | 18.45 | 1 | 28.09 | 4.11 | 11.13 |
508 | swin_s3_tiny_224 | 224 | 54.08 | 18.477 | 1 | 28.33 | 4.64 | 19.13 |
509 | tnt_s_patch16_224 | 224 | 53.96 | 18.516 | 1 | 23.76 | 5.24 | 24.37 |
510 | nf_regnet_b1 | 288 | 53.92 | 18.531 | 1 | 10.22 | 1.02 | 9.2 |
511 | tf_efficientnet_cc_b1_8e | 240 | 53.91 | 18.536 | 1 | 39.72 | 0.75 | 15.44 |
512 | efficientnetv2_rw_t | 224 | 53.9 | 18.539 | 1 | 13.65 | 1.93 | 9.94 |
513 | vit_srelpos_medium_patch16_224 | 224 | 53.78 | 18.578 | 1 | 38.74 | 7.96 | 16.21 |
514 | deit3_medium_patch16_224 | 224 | 53.65 | 18.623 | 1 | 38.85 | 8.0 | 15.93 |
515 | vit_small_resnet26d_224 | 224 | 53.52 | 18.668 | 1 | 63.61 | 5.07 | 11.12 |
516 | nest_tiny | 224 | 53.5 | 18.675 | 1 | 17.06 | 5.83 | 25.48 |
517 | xcit_small_12_p16_224 | 224 | 53.49 | 18.68 | 1 | 26.25 | 4.82 | 12.58 |
518 | cs3darknet_l | 288 | 53.41 | 18.707 | 1 | 21.16 | 6.16 | 10.83 |
519 | crossvit_15_dagger_240 | 240 | 53.29 | 18.75 | 1 | 28.21 | 6.13 | 20.43 |
520 | seresnet50t | 224 | 53.29 | 18.749 | 1 | 28.1 | 4.32 | 11.83 |
521 | regnetz_b16_evos | 288 | 53.13 | 18.805 | 1 | 9.74 | 2.36 | 16.43 |
522 | mobilenetv4_conv_large | 320 | 52.96 | 18.867 | 1 | 32.59 | 4.47 | 18.97 |
523 | pvt_v2_b2_li | 224 | 52.85 | 18.908 | 1 | 22.55 | 3.91 | 27.6 |
524 | skresnet50 | 224 | 52.83 | 18.915 | 1 | 25.8 | 4.11 | 12.5 |
525 | mobilevitv2_200 | 256 | 52.49 | 19.037 | 1 | 18.45 | 7.22 | 32.15 |
526 | resnetaa50 | 288 | 52.3 | 19.104 | 1 | 25.56 | 8.52 | 19.24 |
527 | ese_vovnet39b | 288 | 52.13 | 19.169 | 1 | 24.57 | 11.71 | 11.13 |
528 | efficientnet_b3 | 288 | 51.98 | 19.224 | 1 | 12.23 | 1.63 | 21.49 |
529 | resnet50_clip | 224 | 51.98 | 19.223 | 1 | 38.32 | 6.14 | 12.98 |
530 | tf_efficientnetv2_b3 | 300 | 51.94 | 19.237 | 1 | 14.36 | 3.04 | 15.74 |
531 | resnet61q | 256 | 51.91 | 19.248 | 1 | 36.85 | 7.8 | 17.01 |
532 | coatnet_bn_0_rw_224 | 224 | 51.84 | 19.274 | 1 | 27.44 | 4.67 | 22.04 |
533 | crossvit_small_240 | 240 | 51.78 | 19.299 | 1 | 26.86 | 5.63 | 18.17 |
534 | cs3darknet_focus_l | 288 | 51.73 | 19.315 | 1 | 21.15 | 5.9 | 10.16 |
535 | regnety_032 | 288 | 51.72 | 19.319 | 1 | 19.44 | 5.29 | 18.61 |
536 | skresnet50d | 224 | 51.66 | 19.343 | 1 | 25.82 | 4.36 | 13.31 |
537 | resnetrs50 | 224 | 51.65 | 19.346 | 1 | 35.69 | 4.48 | 12.14 |
538 | nest_tiny_jx | 224 | 51.64 | 19.349 | 1 | 17.06 | 5.83 | 25.48 |
539 | regnetz_c16 | 320 | 51.62 | 19.359 | 1 | 13.46 | 3.92 | 25.88 |
540 | mobilenetv4_hybrid_medium | 448 | 51.57 | 19.376 | 1 | 11.07 | 4.2 | 29.64 |
541 | vovnet57a | 224 | 51.53 | 19.39 | 1 | 36.64 | 8.95 | 7.52 |
542 | seresnetaa50d | 224 | 51.35 | 19.459 | 1 | 28.11 | 5.4 | 12.46 |
543 | gcresnext50ts | 288 | 51.14 | 19.538 | 1 | 15.67 | 4.75 | 19.57 |
544 | resnetblur50 | 288 | 51.1 | 19.555 | 1 | 25.56 | 8.52 | 19.87 |
545 | convnext_pico | 288 | 51.06 | 19.57 | 1 | 9.05 | 2.27 | 10.08 |
546 | regnetz_c16_evos | 256 | 51.06 | 19.57 | 1 | 13.49 | 2.48 | 16.57 |
547 | res2net50_26w_4s | 224 | 50.93 | 19.621 | 1 | 25.7 | 4.28 | 12.61 |
548 | dla102x | 224 | 50.88 | 19.637 | 1 | 26.31 | 5.89 | 19.42 |
549 | nf_regnet_b2 | 240 | 50.85 | 19.653 | 1 | 14.31 | 0.97 | 7.23 |
550 | convnextv2_nano | 224 | 50.84 | 19.655 | 1 | 15.62 | 2.46 | 8.37 |
551 | tiny_vit_21m_224 | 224 | 50.8 | 19.67 | 1 | 33.22 | 4.29 | 20.08 |
552 | resnetaa50d | 288 | 50.77 | 19.683 | 1 | 25.58 | 8.92 | 20.57 |
553 | nf_regnet_b2 | 272 | 50.75 | 19.691 | 1 | 14.31 | 1.22 | 9.27 |
554 | skresnet34 | 224 | 50.69 | 19.712 | 1 | 22.28 | 3.67 | 5.13 |
555 | eva02_small_patch14_224 | 224 | 50.62 | 19.74 | 1 | 21.62 | 6.14 | 18.28 |
556 | pvt_v2_b1 | 224 | 50.59 | 19.752 | 1 | 14.01 | 2.12 | 15.39 |
557 | mobilenetv4_hybrid_large_075 | 256 | 50.54 | 19.772 | 1 | 22.75 | 2.06 | 11.64 |
558 | vit_relpos_base_patch32_plus_rpn_256 | 256 | 50.44 | 19.809 | 1 | 119.42 | 7.68 | 8.01 |
559 | fbnetv3_g | 288 | 50.35 | 19.845 | 1 | 16.62 | 1.77 | 21.09 |
560 | dla60_res2next | 224 | 50.32 | 19.857 | 1 | 17.03 | 3.49 | 13.17 |
561 | convnext_pico_ols | 288 | 50.27 | 19.879 | 1 | 9.06 | 2.37 | 10.74 |
562 | sebotnet33ts_256 | 256 | 50.06 | 19.961 | 1 | 13.7 | 3.89 | 17.46 |
563 | res2net50d | 224 | 50.05 | 19.963 | 1 | 25.72 | 4.52 | 13.41 |
564 | ese_vovnet57b | 224 | 49.97 | 19.996 | 1 | 38.61 | 8.95 | 7.52 |
565 | ecaresnetlight | 288 | 49.96 | 20.0 | 1 | 30.16 | 6.79 | 13.91 |
566 | fastvit_mci0 | 256 | 49.92 | 20.017 | 1 | 11.41 | 2.42 | 18.29 |
567 | vit_relpos_medium_patch16_rpn_224 | 224 | 49.84 | 20.05 | 1 | 38.73 | 7.97 | 17.02 |
568 | regnetx_080 | 224 | 49.83 | 20.051 | 1 | 39.57 | 8.02 | 14.06 |
569 | maxvit_rmlp_pico_rw_256 | 256 | 49.77 | 20.08 | 1 | 7.52 | 1.85 | 24.86 |
570 | seresnext50_32x4d | 288 | 49.63 | 20.133 | 1 | 27.56 | 7.04 | 23.82 |
571 | resnest50d | 224 | 49.59 | 20.15 | 1 | 27.48 | 5.4 | 14.36 |
572 | dla60_res2net | 224 | 49.54 | 20.171 | 1 | 20.85 | 4.15 | 12.34 |
573 | skresnext50_32x4d | 224 | 49.52 | 20.179 | 1 | 27.48 | 4.5 | 17.18 |
574 | regnety_040 | 288 | 49.44 | 20.21 | 1 | 20.65 | 6.61 | 20.3 |
575 | convnext_tiny | 288 | 49.43 | 20.215 | 1 | 28.59 | 7.39 | 22.21 |
576 | nextvit_small | 224 | 49.39 | 20.232 | 1 | 31.76 | 5.81 | 18.44 |
577 | repvit_m3 | 224 | 49.37 | 20.243 | 1 | 10.68 | 1.89 | 13.94 |
578 | vit_medium_patch16_gap_240 | 240 | 49.3 | 20.268 | 1 | 44.4 | 9.22 | 18.81 |
579 | coatnet_nano_cc_224 | 224 | 49.22 | 20.303 | 1 | 13.76 | 2.24 | 15.02 |
580 | res2next50 | 224 | 49.07 | 20.363 | 1 | 24.67 | 4.2 | 13.71 |
581 | vit_base_patch32_plus_256 | 256 | 49.04 | 20.376 | 1 | 119.48 | 7.79 | 7.76 |
582 | mobilenetv4_conv_large | 384 | 48.88 | 20.443 | 1 | 32.59 | 6.43 | 27.31 |
583 | resnetblur50d | 288 | 48.87 | 20.447 | 1 | 25.58 | 8.92 | 21.19 |
584 | ecaresnet50d | 288 | 48.86 | 20.451 | 1 | 25.58 | 7.19 | 19.72 |
585 | resnest50d_1s4x24d | 224 | 48.8 | 20.474 | 1 | 25.68 | 4.43 | 13.57 |
586 | poolformerv2_s36 | 224 | 48.68 | 20.527 | 1 | 30.79 | 5.01 | 15.82 |
587 | vit_medium_patch16_clip_224 | 224 | 48.65 | 20.539 | 1 | 38.59 | 8.0 | 15.93 |
588 | vit_relpos_medium_patch16_224 | 224 | 48.6 | 20.561 | 1 | 38.75 | 7.97 | 17.02 |
589 | rexnetr_300 | 288 | 48.34 | 20.671 | 1 | 34.81 | 5.59 | 36.61 |
590 | cs3sedarknet_l | 256 | 48.22 | 20.723 | 1 | 21.91 | 4.86 | 8.56 |
591 | gcvit_xxtiny | 224 | 48.16 | 20.748 | 1 | 12.0 | 2.14 | 15.36 |
592 | davit_tiny | 224 | 48.09 | 20.778 | 1 | 28.36 | 4.54 | 18.89 |
593 | lamhalobotnet50ts_256 | 256 | 48.01 | 20.812 | 1 | 22.57 | 5.02 | 18.44 |
594 | convnext_nano_ols | 288 | 47.75 | 20.929 | 1 | 15.65 | 4.38 | 15.5 |
595 | convnextv2_pico | 288 | 47.57 | 21.008 | 1 | 9.07 | 2.27 | 10.08 |
596 | gc_efficientnetv2_rw_t | 224 | 47.43 | 21.07 | 1 | 13.68 | 1.94 | 9.97 |
597 | coatnet_0_rw_224 | 224 | 47.41 | 21.079 | 1 | 27.44 | 4.43 | 18.73 |
598 | hgnet_small | 288 | 47.4 | 21.08 | 1 | 24.36 | 14.09 | 14.53 |
599 | regnety_040_sgn | 224 | 47.27 | 21.142 | 1 | 20.65 | 4.03 | 12.29 |
600 | coatnet_0_224 | 224 | 47.25 | 21.147 | 1 | 25.04 | 4.58 | 24.01 |
601 | efficientnet_b3 | 320 | 47.25 | 21.147 | 1 | 12.23 | 2.01 | 26.52 |
602 | regnetv_040 | 288 | 47.25 | 21.15 | 1 | 20.64 | 6.6 | 20.3 |
603 | swinv2_cr_tiny_ns_224 | 224 | 47.24 | 21.152 | 1 | 28.33 | 4.66 | 28.45 |
604 | resnest50d_4s2x40d | 224 | 47.16 | 21.189 | 1 | 30.42 | 4.4 | 17.94 |
605 | maxvit_nano_rw_256 | 256 | 47.1 | 21.214 | 1 | 15.45 | 4.46 | 30.28 |
606 | resnetv2_50 | 288 | 47.07 | 21.228 | 1 | 25.55 | 6.79 | 18.37 |
607 | cspresnet50d | 256 | 46.79 | 21.355 | 1 | 21.64 | 4.86 | 12.55 |
608 | resnet61q | 288 | 46.75 | 21.373 | 1 | 36.85 | 9.87 | 21.52 |
609 | swinv2_cr_tiny_224 | 224 | 46.75 | 21.377 | 1 | 28.33 | 4.66 | 28.45 |
610 | coatnet_nano_rw_224 | 224 | 46.73 | 21.383 | 1 | 15.14 | 2.41 | 15.41 |
611 | regnety_080_tv | 224 | 46.7 | 21.397 | 1 | 39.38 | 8.51 | 19.73 |
612 | cspresnet50 | 256 | 46.68 | 21.408 | 1 | 21.62 | 4.54 | 11.5 |
613 | regnety_080 | 224 | 46.66 | 21.415 | 1 | 39.18 | 8.0 | 17.97 |
614 | crossvit_18_240 | 240 | 46.59 | 21.449 | 1 | 43.27 | 9.05 | 26.26 |
615 | efficientnetv2_rw_t | 288 | 46.49 | 21.496 | 1 | 13.65 | 3.19 | 16.42 |
616 | ecaresnet50t | 288 | 46.37 | 21.552 | 1 | 25.57 | 7.14 | 19.55 |
617 | resnet101 | 160 | 46.35 | 21.558 | 1 | 44.55 | 4.0 | 8.28 |
618 | tf_efficientnet_b3 | 300 | 46.18 | 21.641 | 1 | 12.23 | 1.87 | 23.83 |
619 | legacy_xception | 299 | 46.16 | 21.647 | 1 | 22.86 | 8.4 | 35.83 |
620 | mobilenetv4_conv_aa_large | 384 | 46.14 | 21.66 | 1 | 32.59 | 7.07 | 32.29 |
621 | swin_tiny_patch4_window7_224 | 224 | 46.12 | 21.667 | 1 | 28.29 | 4.51 | 17.06 |
622 | coatnet_rmlp_nano_rw_224 | 224 | 45.97 | 21.738 | 1 | 15.15 | 2.62 | 20.34 |
623 | vit_medium_patch16_gap_256 | 256 | 45.76 | 21.84 | 1 | 38.86 | 10.59 | 22.15 |
624 | seresnet50 | 288 | 45.63 | 21.898 | 1 | 28.09 | 6.8 | 18.39 |
625 | regnety_064 | 224 | 45.62 | 21.905 | 1 | 30.58 | 6.39 | 16.41 |
626 | fastvit_sa24 | 256 | 45.57 | 21.931 | 1 | 21.55 | 3.8 | 24.32 |
627 | mobileone_s0 | 224 | 45.48 | 21.974 | 1 | 5.29 | 1.09 | 15.48 |
628 | seresnet50t | 288 | 45.48 | 21.971 | 1 | 28.1 | 7.14 | 19.55 |
629 | efficientvit_l1 | 224 | 45.46 | 21.98 | 1 | 52.65 | 5.27 | 15.85 |
630 | dla102 | 224 | 45.32 | 22.05 | 1 | 33.27 | 7.19 | 14.18 |
631 | mixer_b16_224 | 224 | 44.95 | 22.231 | 1 | 59.88 | 12.62 | 14.53 |
632 | tresnet_m | 224 | 44.93 | 22.24 | 1 | 31.39 | 5.75 | 7.31 |
633 | convnext_nano | 288 | 44.91 | 22.252 | 1 | 15.59 | 4.06 | 13.84 |
634 | levit_512d | 224 | 44.82 | 22.297 | 1 | 92.5 | 5.85 | 11.3 |
635 | tf_mixnet_m | 224 | 44.67 | 22.372 | 1 | 5.01 | 0.36 | 8.19 |
636 | poolformer_s36 | 224 | 44.56 | 22.427 | 1 | 30.86 | 5.0 | 15.82 |
637 | resnet101 | 176 | 44.51 | 22.453 | 1 | 44.55 | 4.92 | 10.08 |
638 | hiera_small_abswin_256 | 256 | 44.37 | 22.521 | 1 | 34.36 | 8.29 | 26.38 |
639 | efficientformerv2_s2 | 224 | 44.2 | 22.612 | 1 | 12.71 | 1.27 | 11.77 |
640 | levit_512 | 224 | 44.15 | 22.633 | 1 | 95.17 | 5.64 | 10.22 |
641 | ecaresnet50t | 320 | 44.14 | 22.639 | 1 | 25.57 | 8.82 | 24.13 |
642 | coatnet_rmlp_0_rw_224 | 224 | 44.13 | 22.643 | 1 | 27.45 | 4.72 | 24.89 |
643 | regnetv_064 | 224 | 44.1 | 22.658 | 1 | 30.58 | 6.39 | 16.41 |
644 | nf_regnet_b3 | 288 | 44.02 | 22.703 | 1 | 18.59 | 1.67 | 11.84 |
645 | ese_vovnet39b_evos | 224 | 43.96 | 22.734 | 1 | 24.58 | 7.07 | 6.74 |
646 | regnetz_d8 | 256 | 43.94 | 22.743 | 1 | 23.37 | 3.97 | 23.74 |
647 | mixnet_m | 224 | 43.88 | 22.776 | 1 | 5.01 | 0.36 | 8.19 |
648 | maxxvitv2_nano_rw_256 | 256 | 43.77 | 22.829 | 1 | 23.7 | 6.26 | 23.05 |
649 | xcit_tiny_24_p16_224 | 224 | 43.51 | 22.97 | 1 | 12.12 | 2.34 | 11.82 |
650 | inception_v3 | 299 | 43.48 | 22.986 | 1 | 23.83 | 5.73 | 8.97 |
651 | mobilenetv4_conv_large | 448 | 43.42 | 23.016 | 1 | 32.59 | 8.75 | 37.17 |
652 | cs3sedarknet_l | 288 | 43.36 | 23.047 | 1 | 21.91 | 6.16 | 10.83 |
653 | mvitv2_tiny | 224 | 43.15 | 23.162 | 1 | 24.17 | 4.7 | 21.16 |
654 | mobilevitv2_150 | 384 | 43.14 | 23.163 | 1 | 10.59 | 9.2 | 54.25 |
655 | gcresnet50t | 256 | 43.13 | 23.17 | 1 | 25.9 | 5.42 | 14.67 |
656 | halonet50ts | 256 | 43.09 | 23.191 | 1 | 22.73 | 5.3 | 19.2 |
657 | convnextv2_tiny | 288 | 42.95 | 23.27 | 1 | 28.64 | 7.39 | 22.21 |
658 | hieradet_small | 256 | 42.83 | 23.331 | 1 | 34.72 | 8.51 | 27.76 |
659 | resnext101_32x4d | 224 | 42.71 | 23.4 | 1 | 44.18 | 8.01 | 21.23 |
660 | darknetaa53 | 256 | 42.69 | 23.407 | 1 | 36.02 | 7.97 | 12.39 |
661 | regnetx_120 | 224 | 42.68 | 23.416 | 1 | 46.11 | 12.13 | 21.37 |
662 | xception41p | 299 | 42.58 | 23.471 | 1 | 26.91 | 9.25 | 39.86 |
663 | crossvit_18_dagger_240 | 240 | 42.54 | 23.491 | 1 | 44.27 | 9.5 | 27.03 |
664 | densenetblur121d | 224 | 42.38 | 23.584 | 1 | 8.0 | 3.11 | 7.9 |
665 | cs3sedarknet_xdw | 256 | 42.26 | 23.645 | 1 | 21.6 | 5.97 | 17.18 |
666 | regnetz_c16_evos | 320 | 41.93 | 23.833 | 1 | 13.49 | 3.86 | 25.88 |
667 | maxxvit_rmlp_nano_rw_256 | 256 | 41.91 | 23.848 | 1 | 16.78 | 4.37 | 26.05 |
668 | vit_small_r26_s32_224 | 224 | 41.84 | 23.884 | 1 | 36.43 | 3.56 | 9.85 |
669 | nf_regnet_b3 | 320 | 41.83 | 23.893 | 1 | 18.59 | 2.05 | 14.61 |
670 | tf_mixnet_l | 224 | 41.77 | 23.924 | 1 | 7.33 | 0.58 | 10.84 |
671 | xcit_nano_12_p8_384 | 384 | 41.57 | 24.039 | 1 | 3.05 | 6.34 | 46.08 |
672 | densenet121 | 224 | 41.48 | 24.095 | 1 | 7.98 | 2.87 | 6.9 |
673 | gc_efficientnetv2_rw_t | 288 | 41.42 | 24.127 | 1 | 13.68 | 3.2 | 16.45 |
674 | dpn92 | 224 | 41.37 | 24.158 | 1 | 37.67 | 6.54 | 18.21 |
675 | coat_lite_small | 224 | 41.08 | 24.326 | 1 | 19.84 | 3.96 | 22.09 |
676 | efficientnetv2_s | 288 | 41.07 | 24.333 | 1 | 21.46 | 4.75 | 20.13 |
677 | mobilenetv4_conv_aa_large | 448 | 40.96 | 24.396 | 1 | 32.59 | 9.63 | 43.94 |
678 | regnetz_040 | 256 | 40.92 | 24.423 | 1 | 27.12 | 4.06 | 24.19 |
679 | ecaresnet101d_pruned | 224 | 40.84 | 24.468 | 1 | 24.88 | 3.48 | 7.69 |
680 | maxvit_rmlp_nano_rw_256 | 256 | 40.78 | 24.507 | 1 | 15.5 | 4.47 | 31.92 |
681 | regnetz_d8_evos | 256 | 40.78 | 24.507 | 1 | 23.46 | 4.5 | 24.92 |
682 | efficientnet_b0_gn | 224 | 40.77 | 24.511 | 1 | 5.29 | 0.42 | 6.75 |
683 | botnet50ts_256 | 256 | 40.7 | 24.554 | 1 | 22.74 | 5.54 | 22.23 |
684 | seresnetaa50d | 288 | 40.59 | 24.622 | 1 | 28.11 | 8.92 | 20.59 |
685 | regnetz_040_h | 256 | 40.56 | 24.64 | 1 | 28.94 | 4.12 | 24.29 |
686 | convformer_s18 | 224 | 40.53 | 24.655 | 1 | 26.77 | 3.96 | 15.82 |
687 | cspresnet50w | 256 | 40.48 | 24.69 | 1 | 28.12 | 5.04 | 12.19 |
688 | convnext_tiny_hnf | 224 | 40.44 | 24.711 | 1 | 28.59 | 4.47 | 13.44 |
689 | xception41 | 299 | 40.35 | 24.765 | 1 | 26.97 | 9.28 | 39.86 |
690 | gcresnet50t | 288 | 40.34 | 24.775 | 1 | 25.9 | 6.86 | 18.57 |
691 | focalnet_tiny_srf | 224 | 40.29 | 24.806 | 1 | 28.43 | 4.42 | 16.32 |
692 | coatnext_nano_rw_224 | 224 | 40.21 | 24.856 | 1 | 14.7 | 2.47 | 12.8 |
693 | gcvit_xtiny | 224 | 40.09 | 24.927 | 1 | 19.98 | 2.93 | 20.26 |
694 | efficientnet_b3_gn | 288 | 39.94 | 25.025 | 1 | 11.73 | 1.74 | 23.35 |
695 | mixnet_l | 224 | 39.77 | 25.13 | 1 | 7.33 | 0.58 | 10.84 |
696 | twins_pcpvt_base | 224 | 39.74 | 25.15 | 1 | 43.83 | 6.68 | 25.25 |
697 | cs3darknet_x | 256 | 39.65 | 25.205 | 1 | 35.05 | 8.38 | 11.35 |
698 | darknetaa53 | 288 | 39.58 | 25.247 | 1 | 36.02 | 10.08 | 15.68 |
699 | resmlp_36_224 | 224 | 39.56 | 25.262 | 1 | 44.69 | 8.91 | 16.33 |
700 | efficientnet_b0_g8_gn | 224 | 39.45 | 25.332 | 1 | 6.56 | 0.66 | 6.75 |
701 | res2net50_14w_8s | 224 | 39.38 | 25.381 | 1 | 25.06 | 4.21 | 13.28 |
702 | cs3darknet_focus_x | 256 | 39.3 | 25.428 | 1 | 35.02 | 8.03 | 10.69 |
703 | vit_base_resnet26d_224 | 224 | 39.28 | 25.441 | 1 | 101.4 | 6.97 | 13.16 |
704 | tf_efficientnetv2_s | 300 | 39.24 | 25.472 | 1 | 21.46 | 5.35 | 22.73 |
705 | resnet50_gn | 224 | 39.23 | 25.474 | 1 | 25.56 | 4.14 | 11.11 |
706 | levit_conv_512 | 224 | 39.13 | 25.542 | 1 | 95.17 | 5.64 | 10.22 |
707 | hrnet_w18_small_v2 | 224 | 39.05 | 25.592 | 1 | 15.6 | 2.62 | 9.65 |
708 | hiera_base_224 | 224 | 38.8 | 25.755 | 1 | 51.52 | 9.4 | 30.42 |
709 | regnetz_d32 | 256 | 38.77 | 25.776 | 1 | 27.58 | 5.98 | 23.74 |
710 | repvit_m1_5 | 224 | 38.77 | 25.781 | 1 | 14.64 | 2.31 | 15.7 |
711 | ecaresnet101d_pruned | 288 | 38.73 | 25.803 | 1 | 24.88 | 5.75 | 12.71 |
712 | efficientnetv2_rw_s | 288 | 38.61 | 25.887 | 1 | 23.94 | 4.91 | 21.41 |
713 | eca_nfnet_l0 | 224 | 38.59 | 25.896 | 1 | 24.14 | 4.35 | 10.47 |
714 | regnety_040_sgn | 288 | 38.56 | 25.92 | 1 | 20.65 | 6.67 | 20.3 |
715 | convnext_tiny | 384 | 38.48 | 25.972 | 1 | 28.59 | 13.14 | 39.48 |
716 | darknet53 | 256 | 38.45 | 25.996 | 1 | 41.61 | 9.31 | 12.39 |
717 | resnet101c | 224 | 38.43 | 26.009 | 1 | 44.57 | 8.08 | 17.04 |
718 | resnet101d | 224 | 38.39 | 26.031 | 1 | 44.57 | 8.08 | 17.04 |
719 | levit_conv_512d | 224 | 38.29 | 26.101 | 1 | 92.5 | 5.85 | 11.3 |
720 | efficientnet_b4 | 320 | 38.25 | 26.128 | 1 | 19.34 | 3.13 | 34.76 |
721 | vit_medium_patch16_reg1_gap_256 | 256 | 38.21 | 26.156 | 1 | 38.88 | 10.63 | 22.26 |
722 | cait_xxs36_224 | 224 | 38.09 | 26.236 | 1 | 17.3 | 3.77 | 30.34 |
723 | resnetv2_101 | 224 | 37.98 | 26.313 | 1 | 44.54 | 7.83 | 16.23 |
724 | resnet101 | 224 | 37.96 | 26.325 | 1 | 44.55 | 7.83 | 16.23 |
725 | vit_medium_patch16_reg4_gap_256 | 256 | 37.91 | 26.362 | 1 | 38.88 | 10.76 | 22.6 |
726 | mobilenetv4_conv_aa_large | 480 | 37.86 | 26.401 | 1 | 32.59 | 11.05 | 50.45 |
727 | vit_base_patch32_384 | 384 | 37.85 | 26.406 | 1 | 88.3 | 13.06 | 16.5 |
728 | resnetv2_50d_gn | 224 | 37.84 | 26.412 | 1 | 25.57 | 4.38 | 11.92 |
729 | dla102x2 | 224 | 37.76 | 26.469 | 1 | 41.28 | 9.34 | 29.91 |
730 | nf_ecaresnet50 | 224 | 37.64 | 26.55 | 1 | 25.56 | 4.21 | 11.13 |
731 | resnetv2_101d | 224 | 37.5 | 26.654 | 1 | 44.56 | 8.07 | 17.04 |
732 | regnety_080 | 288 | 37.29 | 26.802 | 1 | 39.18 | 13.22 | 29.69 |
733 | vit_betwixt_patch16_reg4_gap_256 | 256 | 37.28 | 26.811 | 1 | 60.4 | 16.52 | 28.24 |
734 | xcit_tiny_24_p16_384 | 384 | 37.27 | 26.819 | 1 | 12.12 | 6.87 | 34.29 |
735 | resnet101s | 224 | 37.22 | 26.85 | 1 | 44.67 | 9.19 | 18.64 |
736 | resnet101_clip_gap | 224 | 37.2 | 26.866 | 1 | 42.52 | 9.11 | 17.56 |
737 | vit_betwixt_patch16_reg1_gap_256 | 256 | 37.17 | 26.887 | 1 | 60.4 | 16.32 | 27.83 |
738 | regnety_120 | 224 | 37.07 | 26.958 | 1 | 51.82 | 12.14 | 21.38 |
739 | resnetaa101d | 224 | 37.03 | 26.988 | 1 | 44.57 | 9.12 | 17.56 |
740 | vit_base_patch32_clip_384 | 384 | 36.96 | 27.038 | 1 | 88.3 | 13.06 | 16.5 |
741 | focalnet_tiny_lrf | 224 | 36.82 | 27.146 | 1 | 28.65 | 4.49 | 17.76 |
742 | regnety_064 | 288 | 36.7 | 27.234 | 1 | 30.58 | 10.56 | 27.11 |
743 | resnetblur101d | 224 | 36.7 | 27.233 | 1 | 44.57 | 9.12 | 17.94 |
744 | swinv2_tiny_window8_256 | 256 | 36.67 | 27.255 | 1 | 28.35 | 5.96 | 24.57 |
745 | efficientvit_b3 | 256 | 36.65 | 27.272 | 1 | 48.65 | 5.2 | 35.01 |
746 | vit_small_resnet50d_s16_224 | 224 | 36.62 | 27.293 | 1 | 57.53 | 13.48 | 24.82 |
747 | convnextv2_nano | 288 | 36.54 | 27.35 | 1 | 15.62 | 4.06 | 13.84 |
748 | hgnetv2_b5 | 224 | 36.31 | 27.528 | 1 | 39.57 | 6.56 | 11.19 |
749 | nfnet_l0 | 224 | 36.3 | 27.529 | 1 | 35.07 | 4.36 | 10.47 |
750 | efficientnet_b3_g8_gn | 288 | 36.2 | 27.606 | 1 | 14.25 | 2.59 | 23.35 |
751 | res2net50_26w_6s | 224 | 36.18 | 27.623 | 1 | 37.05 | 6.33 | 15.28 |
752 | efficientvit_b3 | 224 | 36.11 | 27.679 | 1 | 48.65 | 3.99 | 26.9 |
753 | resnet50_gn | 288 | 36.07 | 27.705 | 1 | 25.56 | 6.85 | 18.37 |
754 | mobilevitv2_175 | 384 | 36.06 | 27.718 | 1 | 14.25 | 12.47 | 63.29 |
755 | resnetv2_50d_evos | 224 | 36.01 | 27.757 | 1 | 25.59 | 4.33 | 11.92 |
756 | vit_medium_patch16_rope_reg1_gap_256 | 256 | 35.85 | 27.875 | 1 | 38.74 | 10.63 | 22.26 |
757 | selecsls60 | 224 | 35.65 | 28.033 | 1 | 30.67 | 3.59 | 5.52 |
758 | darknet53 | 288 | 35.59 | 28.085 | 1 | 41.61 | 11.78 | 15.68 |
759 | vit_betwixt_patch16_rope_reg4_gap_256 | 256 | 35.51 | 28.145 | 1 | 60.23 | 16.52 | 28.24 |
760 | nf_seresnet50 | 224 | 35.24 | 28.358 | 1 | 28.09 | 4.21 | 11.13 |
761 | resnet101d | 256 | 35.24 | 28.36 | 1 | 44.57 | 10.55 | 22.25 |
762 | regnetx_160 | 224 | 35.17 | 28.416 | 1 | 54.28 | 15.99 | 25.52 |
763 | efficientnet_b3_gn | 320 | 35.01 | 28.544 | 1 | 11.73 | 2.14 | 28.83 |
764 | vit_base_patch16_xp_224 | 224 | 34.85 | 28.679 | 1 | 86.51 | 17.56 | 23.9 |
765 | cs3darknet_x | 288 | 34.83 | 28.698 | 1 | 35.05 | 10.6 | 14.36 |
766 | efficientvit_l2 | 224 | 34.79 | 28.728 | 1 | 63.71 | 6.97 | 19.58 |
767 | resnext101_32x4d | 288 | 34.76 | 28.749 | 1 | 44.18 | 13.24 | 35.09 |
768 | efficientvit_l2 | 256 | 34.74 | 28.768 | 1 | 63.71 | 9.09 | 25.49 |
769 | convnext_small | 224 | 34.73 | 28.78 | 1 | 50.22 | 8.71 | 21.56 |
770 | ecaresnet101d | 224 | 34.73 | 28.782 | 1 | 44.57 | 8.08 | 17.07 |
771 | nextvit_base | 224 | 34.7 | 28.806 | 1 | 44.82 | 8.29 | 23.71 |
772 | densenet121 | 288 | 34.67 | 28.829 | 1 | 7.98 | 4.74 | 11.41 |
773 | regnetv_064 | 288 | 34.58 | 28.905 | 1 | 30.58 | 10.55 | 27.11 |
774 | seresnext101_32x4d | 224 | 34.52 | 28.956 | 1 | 48.96 | 8.02 | 21.26 |
775 | nf_resnet50 | 256 | 34.49 | 28.98 | 1 | 25.56 | 5.46 | 14.52 |
776 | resnetrs101 | 192 | 34.47 | 28.999 | 1 | 63.62 | 6.04 | 12.7 |
777 | legacy_seresnext101_32x4d | 224 | 34.44 | 29.022 | 1 | 48.96 | 8.02 | 21.26 |
778 | maxvit_tiny_rw_224 | 224 | 34.35 | 29.1 | 1 | 29.06 | 5.11 | 33.11 |
779 | repvgg_b1g4 | 224 | 34.32 | 29.124 | 1 | 39.97 | 8.15 | 10.64 |
780 | vit_base_patch16_gap_224 | 224 | 34.16 | 29.258 | 1 | 86.57 | 17.49 | 25.59 |
781 | efficientvit_b3 | 288 | 34.1 | 29.309 | 1 | 48.65 | 6.58 | 44.2 |
782 | halo2botnet50ts_256 | 256 | 34.05 | 29.351 | 1 | 22.64 | 5.02 | 21.78 |
783 | selecsls42 | 224 | 33.89 | 29.496 | 1 | 30.35 | 2.94 | 4.62 |
784 | eca_nfnet_l0 | 288 | 33.8 | 29.569 | 1 | 24.14 | 7.12 | 17.29 |
785 | vit_base_patch16_siglip_gap_224 | 224 | 33.75 | 29.618 | 1 | 85.8 | 17.49 | 23.75 |
786 | resnet101_clip | 224 | 33.7 | 29.656 | 1 | 56.26 | 9.81 | 18.08 |
787 | resnet152 | 160 | 33.49 | 29.847 | 1 | 60.19 | 5.9 | 11.51 |
788 | deit3_small_patch16_384 | 384 | 33.42 | 29.906 | 1 | 22.21 | 15.52 | 50.78 |
789 | mobilenetv4_hybrid_large | 384 | 33.38 | 29.94 | 1 | 37.76 | 7.77 | 34.52 |
790 | regnetz_040_h | 320 | 33.3 | 30.017 | 1 | 28.94 | 6.43 | 37.94 |
791 | xcit_tiny_24_p8_224 | 224 | 33.26 | 30.048 | 1 | 12.11 | 9.21 | 45.39 |
792 | densenetblur121d | 288 | 33.25 | 30.063 | 1 | 8.0 | 5.14 | 13.06 |
793 | densenet169 | 224 | 33.23 | 30.075 | 1 | 14.15 | 3.4 | 7.3 |
794 | resnet101 | 288 | 33.13 | 30.169 | 1 | 44.55 | 12.95 | 26.83 |
795 | twins_svt_base | 224 | 33.13 | 30.173 | 1 | 56.07 | 8.59 | 26.33 |
796 | deit3_base_patch16_224 | 224 | 33.11 | 30.189 | 1 | 86.59 | 17.58 | 23.9 |
797 | legacy_seresnet101 | 224 | 33.08 | 30.217 | 1 | 49.33 | 7.61 | 15.74 |
798 | regnetz_040 | 320 | 32.88 | 30.4 | 1 | 27.12 | 6.35 | 37.78 |
799 | resnetv2_50x1_bit | 224 | 32.87 | 30.406 | 1 | 25.55 | 4.23 | 11.11 |
800 | vit_base_resnet50d_224 | 224 | 32.87 | 30.408 | 1 | 110.97 | 8.73 | 16.92 |
801 | vit_base_patch16_rpn_224 | 224 | 32.84 | 30.438 | 1 | 86.54 | 17.49 | 23.75 |
802 | poolformerv2_m36 | 224 | 32.8 | 30.47 | 1 | 56.08 | 8.81 | 22.02 |
803 | tf_efficientnetv2_s | 384 | 32.72 | 30.552 | 1 | 21.46 | 8.44 | 35.77 |
804 | mobilenetv4_conv_aa_large | 544 | 32.67 | 30.598 | 1 | 32.59 | 14.19 | 64.79 |
805 | vit_base_patch16_siglip_224 | 224 | 32.65 | 30.616 | 1 | 92.88 | 17.73 | 24.06 |
806 | mixnet_xl | 224 | 32.6 | 30.656 | 1 | 11.9 | 0.93 | 14.57 |
807 | selecsls60b | 224 | 32.6 | 30.659 | 1 | 32.77 | 3.63 | 5.52 |
808 | mvitv2_small | 224 | 32.58 | 30.68 | 1 | 34.87 | 7.0 | 28.08 |
809 | vit_small_patch16_384 | 384 | 32.55 | 30.711 | 1 | 22.2 | 15.52 | 50.78 |
810 | caformer_s36 | 224 | 32.53 | 30.726 | 1 | 39.3 | 8.0 | 37.53 |
811 | tnt_b_patch16_224 | 224 | 32.53 | 30.728 | 1 | 65.41 | 14.09 | 39.01 |
812 | vitamin_small_224 | 224 | 32.51 | 30.744 | 1 | 22.03 | 5.92 | 26.38 |
813 | nf_resnet50 | 288 | 32.5 | 30.752 | 1 | 25.56 | 6.88 | 18.37 |
814 | hgnetv2_b5 | 288 | 32.49 | 30.76 | 1 | 39.57 | 10.84 | 18.5 |
815 | deit_base_distilled_patch16_224 | 224 | 32.46 | 30.788 | 1 | 87.34 | 17.68 | 24.05 |
816 | vit_base_patch16_clip_quickgelu_224 | 224 | 32.46 | 30.79 | 1 | 86.19 | 17.58 | 23.9 |
817 | vit_base_patch16_224 | 224 | 32.37 | 30.879 | 1 | 86.57 | 17.58 | 23.9 |
818 | convnextv2_tiny | 384 | 32.27 | 30.975 | 1 | 28.64 | 13.14 | 39.48 |
819 | cs3sedarknet_x | 256 | 32.26 | 30.981 | 1 | 35.4 | 8.38 | 11.35 |
820 | hiera_base_plus_224 | 224 | 32.24 | 31.003 | 1 | 69.9 | 12.67 | 37.98 |
821 | seresnet101 | 224 | 32.23 | 31.014 | 1 | 49.33 | 7.84 | 16.27 |
822 | poolformer_m36 | 224 | 32.19 | 31.046 | 1 | 56.17 | 8.8 | 22.02 |
823 | nest_small | 224 | 32.07 | 31.17 | 1 | 38.35 | 10.35 | 40.04 |
824 | vit_base_patch16_clip_224 | 224 | 32.07 | 31.165 | 1 | 86.57 | 17.58 | 23.9 |
825 | convnextv2_small | 224 | 32.06 | 31.176 | 1 | 50.32 | 8.71 | 21.56 |
826 | efficientnetv2_s | 384 | 32.05 | 31.19 | 1 | 21.46 | 8.44 | 35.77 |
827 | beitv2_base_patch16_224 | 224 | 31.94 | 31.292 | 1 | 86.53 | 17.58 | 23.9 |
828 | pit_b_224 | 224 | 31.91 | 31.326 | 1 | 73.76 | 12.42 | 32.94 |
829 | resnet152 | 176 | 31.85 | 31.385 | 1 | 60.19 | 7.22 | 13.99 |
830 | deit_base_patch16_224 | 224 | 31.84 | 31.396 | 1 | 86.57 | 17.58 | 23.9 |
831 | xcit_small_12_p16_384 | 384 | 31.81 | 31.426 | 1 | 26.25 | 14.14 | 36.51 |
832 | vit_base_patch16_224_miil | 224 | 31.79 | 31.443 | 1 | 94.4 | 17.59 | 23.91 |
833 | efficientvit_l2 | 288 | 31.76 | 31.475 | 1 | 63.71 | 11.51 | 32.19 |
834 | cspdarknet53 | 256 | 31.74 | 31.496 | 1 | 27.64 | 6.57 | 16.81 |
835 | fastvit_sa36 | 256 | 31.72 | 31.513 | 1 | 31.53 | 5.64 | 34.61 |
836 | efficientformerv2_l | 224 | 31.66 | 31.575 | 1 | 26.32 | 2.59 | 18.54 |
837 | cs3edgenet_x | 256 | 31.65 | 31.583 | 1 | 47.82 | 11.53 | 12.92 |
838 | vit_base_mci_224 | 224 | 31.6 | 31.632 | 1 | 86.35 | 17.73 | 24.65 |
839 | efficientnet_b4 | 384 | 31.56 | 31.668 | 1 | 19.34 | 4.51 | 50.04 |
840 | nest_small_jx | 224 | 31.45 | 31.779 | 1 | 38.35 | 10.35 | 40.04 |
841 | vit_base_patch32_clip_448 | 448 | 31.42 | 31.814 | 1 | 88.34 | 17.93 | 23.9 |
842 | beit_base_patch16_224 | 224 | 31.4 | 31.831 | 1 | 86.53 | 17.58 | 23.9 |
843 | nf_regnet_b4 | 320 | 31.39 | 31.841 | 1 | 30.21 | 3.29 | 19.88 |
844 | efficientnet_b3_g8_gn | 320 | 31.38 | 31.853 | 1 | 14.25 | 3.2 | 28.83 |
845 | dpn98 | 224 | 31.36 | 31.872 | 1 | 61.57 | 11.73 | 25.2 |
846 | nfnet_l0 | 288 | 31.34 | 31.893 | 1 | 35.07 | 7.13 | 17.29 |
847 | selecsls42b | 224 | 31.3 | 31.933 | 1 | 32.46 | 2.98 | 4.62 |
848 | vit_relpos_base_patch16_224 | 224 | 31.26 | 31.976 | 1 | 86.43 | 17.51 | 24.97 |
849 | efficientformer_l7 | 224 | 31.23 | 32.009 | 1 | 82.23 | 10.17 | 24.45 |
850 | vit_relpos_base_patch16_rpn_224 | 224 | 31.19 | 32.049 | 1 | 86.41 | 17.51 | 24.97 |
851 | efficientnetv2_rw_s | 384 | 31.17 | 32.062 | 1 | 23.94 | 8.72 | 38.03 |
852 | regnetz_d8 | 320 | 31.14 | 32.1 | 1 | 23.37 | 6.19 | 37.08 |
853 | resnetaa101d | 288 | 31.04 | 32.202 | 1 | 44.57 | 15.07 | 29.03 |
854 | repvit_m2_3 | 224 | 30.84 | 32.413 | 1 | 23.69 | 4.57 | 26.21 |
855 | hiera_base_abswin_256 | 256 | 30.8 | 32.449 | 1 | 51.27 | 12.46 | 40.7 |
856 | pit_b_distilled_224 | 224 | 30.65 | 32.611 | 1 | 74.79 | 12.5 | 33.07 |
857 | regnetz_d8_evos | 320 | 30.64 | 32.621 | 1 | 23.46 | 7.03 | 38.92 |
858 | resnetv2_50d_gn | 288 | 30.59 | 32.672 | 1 | 25.57 | 7.24 | 19.7 |
859 | tf_efficientnet_b4 | 380 | 30.51 | 32.765 | 1 | 19.34 | 4.49 | 49.49 |
860 | inception_next_small | 224 | 30.42 | 32.862 | 1 | 49.37 | 8.36 | 19.27 |
861 | pvt_v2_b2 | 224 | 30.36 | 32.925 | 1 | 25.36 | 4.05 | 27.53 |
862 | eva02_small_patch14_336 | 336 | 30.29 | 33.0 | 1 | 22.13 | 15.48 | 54.33 |
863 | resnetblur101d | 288 | 30.04 | 33.271 | 1 | 44.57 | 15.07 | 29.65 |
864 | vit_base_r26_s32_224 | 224 | 30.0 | 33.321 | 1 | 101.38 | 6.81 | 12.36 |
865 | resnext101_32x8d | 176 | 29.83 | 33.513 | 1 | 88.79 | 10.33 | 19.37 |
866 | repvgg_b1 | 224 | 29.67 | 33.688 | 1 | 57.42 | 13.16 | 10.64 |
867 | resnetv2_50d_evos | 288 | 29.65 | 33.713 | 1 | 25.59 | 7.15 | 19.7 |
868 | tresnet_v2_l | 224 | 29.6 | 33.773 | 1 | 46.17 | 8.85 | 16.34 |
869 | gcvit_tiny | 224 | 29.49 | 33.891 | 1 | 28.22 | 4.79 | 29.82 |
870 | resnet101d | 320 | 29.39 | 34.011 | 1 | 44.57 | 16.48 | 34.77 |
871 | flexivit_base | 240 | 29.33 | 34.08 | 1 | 86.59 | 20.29 | 28.36 |
872 | regnetz_d32 | 320 | 29.32 | 34.088 | 1 | 27.58 | 9.33 | 37.08 |
873 | resnetv2_101 | 288 | 29.31 | 34.106 | 1 | 44.54 | 12.94 | 26.83 |
874 | mobilenetv4_hybrid_large | 448 | 29.27 | 34.151 | 1 | 37.76 | 10.74 | 48.61 |
875 | ecaresnet101d | 288 | 29.15 | 34.285 | 1 | 44.57 | 13.35 | 28.19 |
876 | samvit_base_patch16_224 | 224 | 29.14 | 34.296 | 1 | 86.46 | 17.54 | 24.54 |
877 | res2net50_26w_8s | 224 | 29.07 | 34.384 | 1 | 48.4 | 8.37 | 17.95 |
878 | seresnext101_32x4d | 288 | 29.02 | 34.449 | 1 | 48.96 | 13.25 | 35.12 |
879 | resnet152c | 224 | 29.01 | 34.452 | 1 | 60.21 | 11.8 | 23.36 |
880 | coatnet_1_rw_224 | 224 | 28.9 | 34.585 | 1 | 41.72 | 8.04 | 34.6 |
881 | fastvit_ma36 | 256 | 28.73 | 34.79 | 1 | 44.07 | 7.88 | 41.09 |
882 | res2net101_26w_4s | 224 | 28.72 | 34.8 | 1 | 45.21 | 8.1 | 18.45 |
883 | xcit_small_24_p16_224 | 224 | 28.72 | 34.804 | 1 | 47.67 | 9.1 | 23.64 |
884 | tresnet_l | 224 | 28.63 | 34.917 | 1 | 55.99 | 10.9 | 11.9 |
885 | fastvit_mci1 | 256 | 28.61 | 34.943 | 1 | 21.54 | 4.72 | 32.84 |
886 | nf_regnet_b4 | 384 | 28.57 | 34.992 | 1 | 30.21 | 4.7 | 28.61 |
887 | mvitv2_small_cls | 224 | 28.51 | 35.066 | 1 | 34.87 | 7.04 | 28.17 |
888 | dla169 | 224 | 28.48 | 35.101 | 1 | 53.39 | 11.6 | 20.2 |
889 | ese_vovnet99b | 224 | 28.47 | 35.103 | 1 | 63.2 | 16.51 | 11.27 |
890 | cs3sedarknet_x | 288 | 28.29 | 35.337 | 1 | 35.4 | 10.6 | 14.37 |
891 | xception65p | 299 | 28.23 | 35.414 | 1 | 39.82 | 13.91 | 52.48 |
892 | cs3edgenet_x | 288 | 28.14 | 35.519 | 1 | 47.82 | 14.59 | 16.36 |
893 | res2net101d | 224 | 28.14 | 35.527 | 1 | 45.23 | 8.35 | 19.25 |
894 | xception65 | 299 | 28.1 | 35.573 | 1 | 39.92 | 13.96 | 52.48 |
895 | twins_pcpvt_large | 224 | 28.07 | 35.609 | 1 | 60.99 | 9.84 | 35.82 |
896 | resnet152 | 224 | 27.96 | 35.749 | 1 | 60.19 | 11.56 | 22.56 |
897 | vit_base_patch16_siglip_gap_256 | 256 | 27.94 | 35.78 | 1 | 85.84 | 23.13 | 33.23 |
898 | regnety_120 | 288 | 27.92 | 35.806 | 1 | 51.82 | 20.06 | 35.34 |
899 | volo_d2_224 | 224 | 27.78 | 35.98 | 1 | 58.68 | 14.34 | 41.34 |
900 | cait_s24_224 | 224 | 27.64 | 36.167 | 1 | 46.92 | 9.35 | 40.58 |
901 | regnetz_e8 | 256 | 27.54 | 36.301 | 1 | 57.7 | 9.91 | 40.94 |
902 | coatnet_rmlp_1_rw_224 | 224 | 27.53 | 36.312 | 1 | 41.69 | 7.85 | 35.47 |
903 | resnet152d | 224 | 27.31 | 36.603 | 1 | 60.21 | 11.8 | 23.36 |
904 | resnetv2_152 | 224 | 27.25 | 36.685 | 1 | 60.19 | 11.55 | 22.56 |
905 | cs3se_edgenet_x | 256 | 27.22 | 36.716 | 1 | 50.72 | 11.53 | 12.94 |
906 | regnety_160 | 224 | 27.12 | 36.857 | 1 | 83.59 | 15.96 | 23.04 |
907 | resnet152d | 256 | 27.11 | 36.874 | 1 | 60.21 | 15.41 | 30.51 |
908 | seresnet101 | 288 | 27.02 | 36.999 | 1 | 49.33 | 12.95 | 26.87 |
909 | resnet152s | 224 | 26.88 | 37.185 | 1 | 60.32 | 12.92 | 24.96 |
910 | vit_small_patch16_36x1_224 | 224 | 26.68 | 37.464 | 1 | 64.67 | 13.71 | 35.69 |
911 | resnetv2_152d | 224 | 26.66 | 37.494 | 1 | 60.2 | 11.8 | 23.36 |
912 | resnest101e | 256 | 26.65 | 37.508 | 1 | 48.28 | 13.38 | 28.66 |
913 | vit_base_patch16_siglip_256 | 256 | 26.57 | 37.619 | 1 | 92.93 | 23.44 | 33.63 |
914 | coatnet_rmlp_1_rw2_224 | 224 | 26.54 | 37.661 | 1 | 41.72 | 8.11 | 40.13 |
915 | resnext101_64x4d | 224 | 26.53 | 37.681 | 1 | 83.46 | 15.52 | 31.21 |
916 | davit_small | 224 | 26.46 | 37.776 | 1 | 49.75 | 8.8 | 30.49 |
917 | eva02_base_patch16_clip_224 | 224 | 26.43 | 37.819 | 1 | 86.26 | 17.62 | 26.32 |
918 | convnext_tiny_hnf | 288 | 26.37 | 37.908 | 1 | 28.59 | 7.39 | 22.21 |
919 | vit_small_patch16_18x2_224 | 224 | 26.34 | 37.946 | 1 | 64.67 | 13.71 | 35.69 |
920 | xcit_tiny_12_p8_384 | 384 | 26.34 | 37.947 | 1 | 6.71 | 14.13 | 69.14 |
921 | swinv2_cr_small_224 | 224 | 26.28 | 38.042 | 1 | 49.7 | 9.07 | 50.27 |
922 | levit_384_s8 | 224 | 26.26 | 38.061 | 1 | 39.12 | 9.98 | 35.86 |
923 | convmixer_768_32 | 224 | 26.25 | 38.075 | 1 | 21.11 | 19.55 | 25.95 |
924 | nextvit_large | 224 | 26.22 | 38.123 | 1 | 57.87 | 10.78 | 28.99 |
925 | coatnet_1_224 | 224 | 26.15 | 38.229 | 1 | 42.23 | 8.7 | 39.0 |
926 | fastvit_mci2 | 256 | 26.12 | 38.263 | 1 | 35.82 | 7.91 | 43.34 |
927 | tresnet_m | 448 | 26.11 | 38.285 | 1 | 31.39 | 22.99 | 29.21 |
928 | resnetrs101 | 288 | 25.92 | 38.57 | 1 | 63.62 | 13.56 | 28.53 |
929 | gmlp_b16_224 | 224 | 25.89 | 38.602 | 1 | 73.08 | 15.78 | 30.21 |
930 | vit_base_patch16_rope_reg1_gap_256 | 256 | 25.73 | 38.851 | 1 | 86.43 | 23.22 | 33.39 |
931 | vit_small_r26_s32_384 | 384 | 25.73 | 38.852 | 1 | 36.47 | 10.43 | 29.85 |
932 | maxxvit_rmlp_tiny_rw_256 | 256 | 25.67 | 38.943 | 1 | 29.64 | 6.66 | 39.76 |
933 | poolformerv2_m48 | 224 | 25.65 | 38.971 | 1 | 73.35 | 11.59 | 29.17 |
934 | swinv2_tiny_window16_256 | 256 | 25.64 | 38.993 | 1 | 28.35 | 6.68 | 39.02 |
935 | mixnet_xxl | 224 | 25.63 | 38.998 | 1 | 23.96 | 2.04 | 23.43 |
936 | vit_base_patch16_reg4_gap_256 | 256 | 25.52 | 39.177 | 1 | 86.62 | 23.5 | 33.89 |
937 | densenet201 | 224 | 25.51 | 39.186 | 1 | 20.01 | 4.34 | 7.85 |
938 | inception_v4 | 299 | 25.47 | 39.242 | 1 | 42.68 | 12.28 | 15.09 |
939 | swinv2_cr_small_ns_224 | 224 | 25.44 | 39.297 | 1 | 49.7 | 9.08 | 50.27 |
940 | xception71 | 299 | 25.35 | 39.425 | 1 | 42.34 | 18.09 | 69.92 |
941 | maxvit_tiny_tf_224 | 224 | 25.19 | 39.689 | 1 | 30.92 | 5.6 | 35.78 |
942 | levit_conv_384_s8 | 224 | 25.15 | 39.74 | 1 | 39.12 | 9.98 | 35.86 |
943 | resnext101_32x8d | 224 | 25.15 | 39.747 | 1 | 88.79 | 16.48 | 31.21 |
944 | nextvit_small | 384 | 25.13 | 39.772 | 1 | 31.76 | 17.26 | 57.14 |
945 | focalnet_small_srf | 224 | 25.12 | 39.79 | 1 | 49.89 | 8.62 | 26.26 |
946 | poolformer_m48 | 224 | 25.05 | 39.907 | 1 | 73.47 | 11.59 | 29.17 |
947 | xcit_small_12_p8_224 | 224 | 24.99 | 40.001 | 1 | 26.21 | 18.69 | 47.21 |
948 | wide_resnet50_2 | 176 | 24.68 | 40.508 | 1 | 68.88 | 7.29 | 8.97 |
949 | rdnet_tiny | 224 | 24.6 | 40.632 | 1 | 23.86 | 5.06 | 15.98 |
950 | swin_small_patch4_window7_224 | 224 | 24.27 | 41.189 | 1 | 49.61 | 8.77 | 27.47 |
951 | convnext_small | 288 | 24.23 | 41.261 | 1 | 50.22 | 14.39 | 35.65 |
952 | gcvit_small | 224 | 24.2 | 41.299 | 1 | 51.09 | 8.57 | 41.61 |
953 | convnext_base | 224 | 24.1 | 41.474 | 1 | 88.59 | 15.38 | 28.75 |
954 | convit_base | 224 | 24.07 | 41.536 | 1 | 86.54 | 17.52 | 31.77 |
955 | hrnet_w18 | 224 | 24.04 | 41.579 | 1 | 21.3 | 4.32 | 16.31 |
956 | hrnet_w18_ssld | 224 | 24.02 | 41.615 | 1 | 21.3 | 4.32 | 16.31 |
957 | densenet161 | 224 | 23.86 | 41.894 | 1 | 28.68 | 7.79 | 11.06 |
958 | crossvit_base_240 | 240 | 23.75 | 42.099 | 1 | 105.03 | 21.22 | 36.33 |
959 | hgnet_base | 224 | 23.7 | 42.176 | 1 | 71.58 | 25.14 | 15.47 |
960 | coat_tiny | 224 | 23.67 | 42.24 | 1 | 5.5 | 4.35 | 27.2 |
961 | resnet200 | 224 | 23.64 | 42.283 | 1 | 64.67 | 15.07 | 32.19 |
962 | resnet50x4_clip_gap | 288 | 23.59 | 42.37 | 1 | 65.62 | 19.57 | 34.11 |
963 | efficientvit_l2 | 384 | 23.51 | 42.516 | 1 | 63.71 | 20.45 | 57.01 |
964 | mobilevitv2_200 | 384 | 23.51 | 42.518 | 1 | 18.45 | 16.24 | 72.34 |
965 | dpn131 | 224 | 23.43 | 42.662 | 1 | 79.25 | 16.09 | 32.97 |
966 | resnet152 | 288 | 23.31 | 42.887 | 1 | 60.19 | 19.11 | 37.28 |
967 | repvgg_b2g4 | 224 | 23.16 | 43.162 | 1 | 61.76 | 12.63 | 12.9 |
968 | legacy_seresnet152 | 224 | 23.14 | 43.193 | 1 | 66.82 | 11.33 | 22.08 |
969 | convnextv2_nano | 384 | 23.13 | 43.219 | 1 | 15.62 | 7.22 | 24.61 |
970 | seresnext101_64x4d | 224 | 23.11 | 43.257 | 1 | 88.23 | 15.53 | 31.25 |
971 | inception_next_base | 224 | 23.05 | 43.362 | 1 | 86.67 | 14.85 | 25.69 |
972 | tresnet_xl | 224 | 23.05 | 43.371 | 1 | 78.44 | 15.2 | 15.34 |
973 | vit_mediumd_patch16_reg4_gap_256 | 256 | 23.05 | 43.371 | 1 | 64.11 | 17.87 | 37.57 |
974 | pvt_v2_b3 | 224 | 22.89 | 43.665 | 1 | 45.24 | 6.92 | 37.7 |
975 | efficientnetv2_m | 320 | 22.82 | 43.798 | 1 | 54.14 | 11.01 | 39.97 |
976 | mixer_l32_224 | 224 | 22.8 | 43.842 | 1 | 206.94 | 11.27 | 19.86 |
977 | mvitv2_base | 224 | 22.79 | 43.856 | 1 | 51.47 | 10.16 | 40.5 |
978 | seresnet152 | 224 | 22.72 | 43.995 | 1 | 66.82 | 11.57 | 22.61 |
979 | vit_mediumd_patch16_rope_reg1_gap_256 | 256 | 22.72 | 43.992 | 1 | 63.95 | 17.65 | 37.02 |
980 | rdnet_small | 224 | 22.58 | 44.268 | 1 | 50.44 | 8.74 | 22.55 |
981 | coat_lite_medium | 224 | 22.54 | 44.36 | 1 | 44.57 | 9.81 | 40.06 |
982 | selecsls84 | 224 | 22.48 | 44.46 | 1 | 50.95 | 5.9 | 7.57 |
983 | maxvit_rmlp_small_rw_224 | 224 | 22.47 | 44.485 | 1 | 64.9 | 10.75 | 49.3 |
984 | vit_small_patch8_224 | 224 | 22.43 | 44.574 | 1 | 21.67 | 22.44 | 80.84 |
985 | nest_base | 224 | 22.41 | 44.608 | 1 | 67.72 | 17.96 | 53.39 |
986 | resnet50x4_clip | 288 | 22.35 | 44.73 | 1 | 87.14 | 21.35 | 35.27 |
987 | hgnetv2_b6 | 224 | 22.21 | 45.009 | 1 | 75.26 | 16.88 | 21.23 |
988 | seresnext101d_32x8d | 224 | 22.21 | 45.016 | 1 | 93.59 | 16.72 | 32.05 |
989 | dm_nfnet_f0 | 192 | 22.11 | 45.211 | 1 | 71.49 | 7.21 | 10.16 |
990 | convformer_s18 | 384 | 22.05 | 45.339 | 1 | 26.77 | 11.63 | 46.49 |
991 | seresnext101_32x8d | 224 | 21.96 | 45.513 | 1 | 93.57 | 16.48 | 31.25 |
992 | nest_base_jx | 224 | 21.93 | 45.587 | 1 | 67.72 | 17.96 | 53.39 |
993 | efficientnetv2_rw_m | 320 | 21.92 | 45.609 | 1 | 53.24 | 12.72 | 47.14 |
994 | volo_d1_384 | 384 | 21.86 | 45.726 | 1 | 26.78 | 22.75 | 108.55 |
995 | nfnet_f0 | 192 | 21.82 | 45.824 | 1 | 71.49 | 7.21 | 10.16 |
996 | convnextv2_base | 224 | 21.75 | 45.952 | 1 | 88.72 | 15.38 | 28.75 |
997 | seresnextaa101d_32x8d | 224 | 21.72 | 46.028 | 1 | 93.59 | 17.25 | 34.16 |
998 | crossvit_15_dagger_408 | 408 | 21.61 | 46.27 | 1 | 28.5 | 21.45 | 95.05 |
999 | cs3se_edgenet_x | 320 | 21.55 | 46.387 | 1 | 50.72 | 18.01 | 20.21 |
1000 | convformer_s36 | 224 | 21.53 | 46.433 | 1 | 40.01 | 7.67 | 30.5 |
1001 | resnet200d | 256 | 21.53 | 46.442 | 1 | 64.69 | 20.0 | 43.09 |
1002 | eva02_base_patch14_224 | 224 | 21.38 | 46.75 | 1 | 85.76 | 23.22 | 36.55 |
1003 | wide_resnet50_2 | 224 | 21.37 | 46.783 | 1 | 68.88 | 11.43 | 14.4 |
1004 | nextvit_base | 384 | 21.3 | 46.935 | 1 | 44.82 | 24.64 | 73.95 |
1005 | vit_medium_patch16_gap_384 | 384 | 21.14 | 47.294 | 1 | 39.03 | 26.08 | 67.54 |
1006 | inception_resnet_v2 | 299 | 21.05 | 47.499 | 1 | 55.84 | 13.18 | 25.06 |
1007 | resnet152d | 320 | 21.02 | 47.565 | 1 | 60.21 | 24.08 | 47.67 |
1008 | coat_mini | 224 | 20.92 | 47.779 | 1 | 10.34 | 6.82 | 33.68 |
1009 | maxvit_small_tf_224 | 224 | 20.92 | 47.786 | 1 | 68.93 | 11.66 | 53.17 |
1010 | dpn107 | 224 | 20.79 | 48.078 | 1 | 86.92 | 18.38 | 33.46 |
1011 | seresnet152d | 256 | 20.73 | 48.221 | 1 | 66.84 | 15.42 | 30.56 |
1012 | nf_resnet101 | 224 | 20.65 | 48.421 | 1 | 44.55 | 8.01 | 16.23 |
1013 | resnext101_64x4d | 288 | 20.65 | 48.413 | 1 | 83.46 | 25.66 | 51.59 |
1014 | efficientnet_b5 | 416 | 20.64 | 48.433 | 1 | 30.39 | 8.27 | 80.68 |
1015 | regnety_160 | 288 | 20.58 | 48.586 | 1 | 83.59 | 26.37 | 38.07 |
1016 | swin_s3_base_224 | 224 | 20.58 | 48.567 | 1 | 71.13 | 13.69 | 48.26 |
1017 | twins_svt_large | 224 | 20.54 | 48.661 | 1 | 99.27 | 15.15 | 35.1 |
1018 | resnetrs152 | 256 | 20.5 | 48.776 | 1 | 86.62 | 15.59 | 30.83 |
1019 | convnext_small | 384 | 20.38 | 49.064 | 1 | 50.22 | 25.58 | 63.37 |
1020 | maxvit_rmlp_small_rw_256 | 256 | 20.27 | 49.32 | 1 | 64.9 | 14.15 | 66.09 |
1021 | caformer_m36 | 224 | 20.18 | 49.536 | 1 | 56.2 | 13.29 | 50.48 |
1022 | convnext_base | 256 | 20.18 | 49.55 | 1 | 88.59 | 20.09 | 37.55 |
1023 | vit_base_patch16_plus_240 | 240 | 20.07 | 49.813 | 1 | 117.56 | 27.41 | 33.08 |
1024 | eca_nfnet_l1 | 256 | 20.0 | 49.994 | 1 | 41.41 | 9.62 | 22.04 |
1025 | swin_s3_small_224 | 224 | 19.89 | 50.262 | 1 | 49.74 | 9.43 | 37.84 |
1026 | nf_ecaresnet101 | 224 | 19.82 | 50.439 | 1 | 44.55 | 8.01 | 16.27 |
1027 | caformer_s18 | 384 | 19.77 | 50.571 | 1 | 26.34 | 13.42 | 77.34 |
1028 | focalnet_small_lrf | 224 | 19.76 | 50.604 | 1 | 50.34 | 8.74 | 28.61 |
1029 | maxxvit_rmlp_small_rw_256 | 256 | 19.75 | 50.614 | 1 | 66.01 | 14.67 | 58.38 |
1030 | xcit_medium_24_p16_224 | 224 | 19.72 | 50.699 | 1 | 84.4 | 16.13 | 31.71 |
1031 | swinv2_cr_small_ns_256 | 256 | 19.71 | 50.722 | 1 | 49.7 | 12.07 | 76.21 |
1032 | mvitv2_base_cls | 224 | 19.64 | 50.895 | 1 | 65.44 | 10.23 | 40.65 |
1033 | hrnet_w30 | 224 | 19.56 | 51.098 | 1 | 37.71 | 8.15 | 21.21 |
1034 | coatnet_2_rw_224 | 224 | 19.47 | 51.344 | 1 | 73.87 | 15.09 | 49.22 |
1035 | hrnet_w18_ssld | 288 | 19.41 | 51.495 | 1 | 21.3 | 7.14 | 26.96 |
1036 | tf_efficientnetv2_m | 384 | 19.31 | 51.774 | 1 | 54.14 | 15.85 | 57.52 |
1037 | regnetz_e8 | 320 | 19.3 | 51.793 | 1 | 57.7 | 15.46 | 63.94 |
1038 | nf_regnet_b5 | 384 | 19.23 | 51.987 | 1 | 49.74 | 7.95 | 42.9 |
1039 | swinv2_base_window12_192 | 192 | 19.21 | 52.03 | 1 | 109.28 | 11.9 | 39.72 |
1040 | nf_seresnet101 | 224 | 19.19 | 52.086 | 1 | 49.33 | 8.02 | 16.27 |
1041 | regnetx_320 | 224 | 19.18 | 52.125 | 1 | 107.81 | 31.81 | 36.3 |
1042 | nfnet_f0 | 256 | 19.11 | 52.324 | 1 | 71.49 | 12.62 | 18.05 |
1043 | seresnet152 | 288 | 19.11 | 52.306 | 1 | 66.82 | 19.11 | 37.34 |
1044 | davit_base | 224 | 19.02 | 52.571 | 1 | 87.95 | 15.51 | 40.66 |
1045 | swinv2_small_window8_256 | 256 | 18.89 | 52.909 | 1 | 49.73 | 11.58 | 40.14 |
1046 | dm_nfnet_f0 | 256 | 18.8 | 53.19 | 1 | 71.49 | 12.62 | 18.05 |
1047 | efficientnet_b5 | 448 | 18.77 | 53.255 | 1 | 30.39 | 9.59 | 93.56 |
1048 | coatnet_rmlp_2_rw_224 | 224 | 18.74 | 53.333 | 1 | 73.88 | 15.18 | 54.78 |
1049 | volo_d3_224 | 224 | 18.72 | 53.399 | 1 | 86.33 | 20.78 | 60.09 |
1050 | resnet200 | 288 | 18.7 | 53.473 | 1 | 64.67 | 24.91 | 53.21 |
1051 | wide_resnet50_2 | 288 | 18.69 | 53.49 | 1 | 68.88 | 18.89 | 23.81 |
1052 | vit_base_r50_s16_224 | 224 | 18.49 | 54.07 | 1 | 97.89 | 21.66 | 35.28 |
1053 | coatnet_2_224 | 224 | 18.28 | 54.691 | 1 | 74.68 | 16.5 | 52.67 |
1054 | hrnet_w32 | 224 | 18.26 | 54.761 | 1 | 41.23 | 8.97 | 22.02 |
1055 | swinv2_cr_base_ns_224 | 224 | 18.25 | 54.78 | 1 | 87.88 | 15.86 | 59.66 |
1056 | vit_relpos_base_patch16_plus_240 | 240 | 18.21 | 54.9 | 1 | 117.38 | 27.3 | 34.33 |
1057 | swinv2_cr_base_224 | 224 | 18.2 | 54.931 | 1 | 87.88 | 15.86 | 59.66 |
1058 | focalnet_base_srf | 224 | 18.18 | 54.982 | 1 | 88.15 | 15.28 | 35.01 |
1059 | ecaresnet200d | 256 | 18.17 | 55.035 | 1 | 64.69 | 20.0 | 43.15 |
1060 | repvgg_b2 | 224 | 18.08 | 55.29 | 1 | 89.02 | 20.45 | 12.9 |
1061 | tiny_vit_21m_384 | 384 | 17.98 | 55.611 | 1 | 21.23 | 13.77 | 77.83 |
1062 | efficientnetv2_m | 416 | 17.86 | 55.989 | 1 | 54.14 | 18.6 | 67.5 |
1063 | hrnet_w40 | 224 | 17.79 | 56.196 | 1 | 57.56 | 12.75 | 25.29 |
1064 | coat_small | 224 | 17.62 | 56.75 | 1 | 21.69 | 12.61 | 44.25 |
1065 | vit_large_patch32_224 | 224 | 17.61 | 56.779 | 1 | 305.51 | 15.39 | 13.3 |
1066 | hgnetv2_b6 | 288 | 17.56 | 56.947 | 1 | 75.26 | 27.9 | 35.09 |
1067 | seresnext101_32x8d | 288 | 17.5 | 57.125 | 1 | 93.57 | 27.24 | 51.63 |
1068 | tf_efficientnet_b5 | 456 | 17.4 | 57.469 | 1 | 30.39 | 10.46 | 98.86 |
1069 | seresnet152d | 320 | 17.32 | 57.723 | 1 | 66.84 | 24.09 | 47.72 |
1070 | vitamin_base_224 | 224 | 17.29 | 57.813 | 1 | 87.72 | 22.68 | 52.77 |
1071 | convformer_m36 | 224 | 17.26 | 57.916 | 1 | 57.05 | 12.89 | 42.05 |
1072 | hgnet_base | 288 | 17.24 | 58.0 | 1 | 71.58 | 41.55 | 25.57 |
1073 | seresnext101d_32x8d | 288 | 17.24 | 57.996 | 1 | 93.59 | 27.64 | 52.95 |
1074 | swin_base_patch4_window7_224 | 224 | 17.24 | 57.978 | 1 | 87.77 | 15.47 | 36.63 |
1075 | resnet200d | 320 | 17.21 | 58.078 | 1 | 64.69 | 31.25 | 67.33 |
1076 | hrnet_w44 | 224 | 17.11 | 58.441 | 1 | 67.06 | 14.94 | 26.92 |
1077 | focalnet_base_lrf | 224 | 17.04 | 58.67 | 1 | 88.75 | 15.43 | 38.13 |
1078 | resnetrs200 | 256 | 16.99 | 58.853 | 1 | 93.21 | 20.18 | 43.42 |
1079 | eca_nfnet_l1 | 320 | 16.96 | 58.934 | 1 | 41.41 | 14.92 | 34.42 |
1080 | hrnet_w48 | 224 | 16.96 | 58.95 | 1 | 77.47 | 17.34 | 28.56 |
1081 | xcit_small_24_p16_384 | 384 | 16.95 | 58.995 | 1 | 47.67 | 26.72 | 68.58 |
1082 | resnetv2_101x1_bit | 224 | 16.93 | 59.048 | 1 | 44.54 | 8.04 | 16.23 |
1083 | resnetrs152 | 320 | 16.89 | 59.196 | 1 | 86.62 | 24.34 | 48.14 |
1084 | efficientnetv2_rw_m | 416 | 16.83 | 59.388 | 1 | 53.24 | 21.49 | 79.62 |
1085 | nf_regnet_b5 | 456 | 16.76 | 59.666 | 1 | 49.74 | 11.7 | 61.95 |
1086 | seresnextaa101d_32x8d | 288 | 16.71 | 59.837 | 1 | 93.59 | 28.51 | 56.44 |
1087 | rdnet_base | 224 | 16.64 | 60.076 | 1 | 87.45 | 15.4 | 31.14 |
1088 | repvgg_b3g4 | 224 | 16.63 | 60.126 | 1 | 83.83 | 17.89 | 15.1 |
1089 | caformer_b36 | 224 | 16.58 | 60.287 | 1 | 98.75 | 23.22 | 67.3 |
1090 | pvt_v2_b5 | 224 | 16.49 | 60.633 | 1 | 81.96 | 11.76 | 50.92 |
1091 | cait_xxs24_384 | 384 | 16.46 | 60.75 | 1 | 12.03 | 9.63 | 122.66 |
1092 | levit_512_s8 | 224 | 16.29 | 61.358 | 1 | 74.05 | 21.82 | 52.28 |
1093 | seresnet200d | 256 | 16.26 | 61.47 | 1 | 71.86 | 20.01 | 43.15 |
1094 | wide_resnet101_2 | 176 | 16.11 | 62.057 | 1 | 126.89 | 14.31 | 13.18 |
1095 | ecaresnet200d | 288 | 16.1 | 62.085 | 1 | 64.69 | 25.31 | 54.59 |
1096 | crossvit_18_dagger_408 | 408 | 16.07 | 62.198 | 1 | 44.61 | 32.47 | 124.87 |
1097 | hrnet_w48_ssld | 224 | 15.98 | 62.552 | 1 | 77.47 | 17.34 | 28.56 |
1098 | levit_conv_512_s8 | 224 | 15.95 | 62.68 | 1 | 74.05 | 21.82 | 52.28 |
1099 | pvt_v2_b4 | 224 | 15.87 | 63.01 | 1 | 62.56 | 10.14 | 53.74 |
1100 | sequencer2d_s | 224 | 15.87 | 63.013 | 1 | 27.65 | 4.96 | 11.31 |
1101 | swinv2_small_window16_256 | 256 | 15.65 | 63.865 | 1 | 49.73 | 12.82 | 66.29 |
1102 | tf_efficientnetv2_m | 480 | 15.22 | 65.703 | 1 | 54.14 | 24.76 | 89.84 |
1103 | vit_so150m_patch16_reg4_gap_256 | 256 | 15.19 | 65.83 | 1 | 134.13 | 36.75 | 53.21 |
1104 | xcit_tiny_24_p8_384 | 384 | 15.06 | 66.387 | 1 | 12.11 | 27.05 | 132.95 |
1105 | gcvit_base | 224 | 15.03 | 66.505 | 1 | 90.32 | 14.87 | 55.48 |
1106 | nextvit_large | 384 | 14.94 | 66.911 | 1 | 57.87 | 32.03 | 90.76 |
1107 | resnetv2_50x1_bit | 448 | 14.94 | 66.918 | 1 | 25.55 | 16.62 | 44.46 |
1108 | convnext_base | 288 | 14.89 | 67.143 | 1 | 88.59 | 25.43 | 47.53 |
1109 | convnext_large | 224 | 14.84 | 67.358 | 1 | 197.77 | 34.4 | 43.13 |
1110 | vit_so150m_patch16_reg4_map_256 | 256 | 14.81 | 67.502 | 1 | 141.48 | 37.18 | 53.68 |
1111 | tresnet_l | 448 | 14.68 | 68.089 | 1 | 55.99 | 43.59 | 47.56 |
1112 | swinv2_base_window8_256 | 256 | 14.67 | 68.146 | 1 | 87.92 | 20.37 | 52.59 |
1113 | seresnet200d | 288 | 14.54 | 68.758 | 1 | 71.86 | 25.32 | 54.6 |
1114 | wide_resnet101_2 | 224 | 14.36 | 69.613 | 1 | 126.89 | 22.8 | 21.23 |
1115 | regnety_160 | 384 | 14.21 | 70.348 | 1 | 83.59 | 46.87 | 67.67 |
1116 | resnetrs200 | 320 | 13.94 | 71.74 | 1 | 93.21 | 31.51 | 67.81 |
1117 | xcit_small_24_p8_224 | 224 | 13.94 | 71.707 | 1 | 47.63 | 35.81 | 90.78 |
1118 | seresnextaa101d_32x8d | 320 | 13.92 | 71.842 | 1 | 93.59 | 35.19 | 69.67 |
1119 | halonet_h1 | 256 | 13.84 | 72.256 | 1 | 8.1 | 3.0 | 51.17 |
1120 | maxxvitv2_rmlp_base_rw_224 | 224 | 13.8 | 72.456 | 1 | 116.09 | 24.2 | 62.77 |
1121 | convnextv2_large | 224 | 13.73 | 72.793 | 1 | 197.96 | 34.4 | 43.13 |
1122 | convmixer_1536_20 | 224 | 13.52 | 73.944 | 1 | 51.63 | 48.68 | 33.03 |
1123 | convnextv2_base | 288 | 13.48 | 74.189 | 1 | 88.72 | 25.43 | 47.53 |
1124 | xcit_large_24_p16_224 | 224 | 13.4 | 74.599 | 1 | 189.1 | 35.86 | 47.27 |
1125 | regnety_320 | 224 | 13.37 | 74.754 | 1 | 145.05 | 32.34 | 30.26 |
1126 | convformer_s36 | 384 | 13.27 | 75.368 | 1 | 40.01 | 22.54 | 89.62 |
1127 | hrnet_w48_ssld | 288 | 13.15 | 76.002 | 1 | 77.47 | 28.66 | 47.21 |
1128 | vit_mediumd_patch16_reg4_gap_384 | 384 | 13.02 | 76.816 | 1 | 64.27 | 43.67 | 113.51 |
1129 | densenet264d | 224 | 12.85 | 77.785 | 1 | 72.74 | 13.57 | 14.0 |
1130 | convformer_b36 | 224 | 12.72 | 78.579 | 1 | 99.88 | 22.69 | 56.06 |
1131 | resnetrs270 | 256 | 12.68 | 78.863 | 1 | 129.86 | 27.06 | 55.84 |
1132 | swinv2_large_window12_192 | 192 | 12.58 | 79.45 | 1 | 228.77 | 26.17 | 56.53 |
1133 | senet154 | 224 | 12.54 | 79.75 | 1 | 115.09 | 20.77 | 38.69 |
1134 | convnext_large_mlp | 256 | 12.5 | 80.005 | 1 | 200.13 | 44.94 | 56.33 |
1135 | legacy_senet154 | 224 | 12.46 | 80.273 | 1 | 115.09 | 20.77 | 38.69 |
1136 | sequencer2d_m | 224 | 12.45 | 80.32 | 1 | 38.31 | 6.55 | 14.26 |
1137 | caformer_s36 | 384 | 12.33 | 81.111 | 1 | 39.3 | 26.08 | 150.33 |
1138 | repvgg_b3 | 224 | 12.3 | 81.31 | 1 | 123.09 | 29.16 | 15.1 |
1139 | convnext_base | 320 | 12.28 | 81.433 | 1 | 88.59 | 31.39 | 58.68 |
1140 | vit_betwixt_patch16_reg4_gap_384 | 384 | 12.26 | 81.549 | 1 | 60.6 | 39.71 | 85.28 |
1141 | resnest200e | 320 | 12.23 | 81.771 | 1 | 70.2 | 35.69 | 82.78 |
1142 | vit_large_r50_s32_224 | 224 | 12.2 | 81.984 | 1 | 328.99 | 19.58 | 24.41 |
1143 | davit_large | 224 | 12.17 | 82.125 | 1 | 196.81 | 34.6 | 60.99 |
1144 | eca_nfnet_l2 | 320 | 12.15 | 82.312 | 1 | 56.72 | 20.95 | 47.43 |
1145 | hiera_large_224 | 224 | 12.15 | 82.309 | 1 | 213.74 | 40.34 | 83.37 |
1146 | inception_next_base | 384 | 12.09 | 82.668 | 1 | 86.67 | 43.64 | 75.48 |
1147 | efficientvit_l3 | 224 | 12.04 | 83.006 | 1 | 246.04 | 27.62 | 39.16 |
1148 | hrnet_w64 | 224 | 11.98 | 83.453 | 1 | 128.06 | 28.97 | 35.09 |
1149 | swinv2_cr_large_224 | 224 | 11.95 | 83.698 | 1 | 196.68 | 35.1 | 78.42 |
1150 | convnext_base | 384 | 11.93 | 83.813 | 1 | 88.59 | 45.21 | 84.49 |
1151 | vit_small_patch14_dinov2 | 518 | 11.91 | 83.943 | 1 | 22.06 | 46.76 | 198.79 |
1152 | seresnet269d | 256 | 11.85 | 84.4 | 1 | 113.67 | 26.59 | 53.6 |
1153 | vit_small_patch14_reg4_dinov2 | 518 | 11.8 | 84.751 | 1 | 22.06 | 46.95 | 199.77 |
1154 | volo_d4_224 | 224 | 11.77 | 84.966 | 1 | 192.96 | 44.34 | 80.22 |
1155 | swin_large_patch4_window7_224 | 224 | 11.62 | 86.078 | 1 | 196.53 | 34.53 | 54.94 |
1156 | dm_nfnet_f1 | 224 | 11.52 | 86.756 | 1 | 132.63 | 17.87 | 22.94 |
1157 | maxvit_rmlp_base_rw_224 | 224 | 11.49 | 87.018 | 1 | 116.14 | 23.15 | 92.64 |
1158 | vit_base_patch16_18x2_224 | 224 | 11.46 | 87.257 | 1 | 256.73 | 52.51 | 71.38 |
1159 | nfnet_f1 | 224 | 11.39 | 87.745 | 1 | 132.63 | 17.87 | 22.94 |
1160 | vit_base_patch16_siglip_gap_384 | 384 | 11.37 | 87.936 | 1 | 86.09 | 55.43 | 101.3 |
1161 | deit_base_distilled_patch16_384 | 384 | 11.35 | 88.072 | 1 | 87.63 | 55.65 | 101.82 |
1162 | swinv2_base_window12to16_192to256 | 256 | 11.33 | 88.242 | 1 | 87.92 | 22.02 | 84.71 |
1163 | tf_efficientnetv2_l | 384 | 11.33 | 88.232 | 1 | 118.52 | 36.1 | 101.16 |
1164 | efficientnetv2_l | 384 | 11.31 | 88.404 | 1 | 118.52 | 36.1 | 101.16 |
1165 | swinv2_base_window16_256 | 256 | 11.31 | 88.41 | 1 | 87.92 | 22.02 | 84.71 |
1166 | cait_xxs36_384 | 384 | 11.29 | 88.568 | 1 | 17.37 | 14.35 | 183.7 |
1167 | efficientvit_l3 | 256 | 11.28 | 88.634 | 1 | 246.04 | 36.06 | 50.98 |
1168 | deit3_base_patch16_384 | 384 | 11.27 | 88.711 | 1 | 86.88 | 55.54 | 101.56 |
1169 | pnasnet5large | 331 | 11.25 | 88.888 | 1 | 86.06 | 25.04 | 92.89 |
1170 | vit_base_patch16_siglip_384 | 384 | 11.24 | 88.971 | 1 | 93.18 | 56.12 | 102.2 |
1171 | swinv2_cr_tiny_384 | 384 | 11.16 | 89.625 | 1 | 28.33 | 15.34 | 161.01 |
1172 | deit_base_patch16_384 | 384 | 11.12 | 89.907 | 1 | 86.86 | 55.54 | 101.56 |
1173 | maxvit_base_tf_224 | 224 | 11.03 | 90.659 | 1 | 119.47 | 24.04 | 95.01 |
1174 | vit_base_patch16_384 | 384 | 11.0 | 90.869 | 1 | 86.86 | 55.54 | 101.56 |
1175 | vit_base_patch16_clip_384 | 384 | 10.99 | 90.939 | 1 | 86.86 | 55.54 | 101.56 |
1176 | ecaresnet269d | 320 | 10.97 | 91.108 | 1 | 102.09 | 41.53 | 83.69 |
1177 | cait_xs24_384 | 384 | 10.89 | 91.815 | 1 | 26.67 | 19.28 | 183.98 |
1178 | seresnet269d | 288 | 10.88 | 91.91 | 1 | 113.67 | 33.65 | 67.81 |
1179 | coat_lite_medium_384 | 384 | 10.81 | 92.453 | 1 | 44.57 | 28.73 | 116.7 |
1180 | convnext_large | 288 | 10.6 | 94.326 | 1 | 197.77 | 56.87 | 71.29 |
1181 | mixer_l16_224 | 224 | 10.5 | 95.198 | 1 | 208.2 | 44.6 | 41.69 |
1182 | maxvit_tiny_tf_384 | 384 | 10.45 | 95.712 | 1 | 30.98 | 17.53 | 123.42 |
1183 | volo_d2_384 | 384 | 10.43 | 95.885 | 1 | 58.87 | 46.17 | 184.51 |
1184 | tresnet_xl | 448 | 10.39 | 96.26 | 1 | 78.44 | 60.77 | 61.31 |
1185 | convnextv2_base | 384 | 10.38 | 96.284 | 1 | 88.72 | 45.21 | 84.49 |
1186 | resnext101_32x16d | 224 | 10.37 | 96.373 | 1 | 194.03 | 36.27 | 51.18 |
1187 | xcit_medium_24_p16_384 | 384 | 10.37 | 96.422 | 1 | 84.4 | 47.39 | 91.64 |
1188 | eca_nfnet_l2 | 384 | 10.31 | 96.967 | 1 | 56.72 | 30.05 | 68.28 |
1189 | xcit_small_12_p8_384 | 384 | 10.12 | 98.757 | 1 | 26.21 | 54.92 | 138.29 |
1190 | tf_efficientnet_b6 | 528 | 10.1 | 99.042 | 1 | 43.04 | 19.4 | 167.39 |
1191 | ecaresnet269d | 352 | 10.06 | 99.39 | 1 | 102.09 | 50.25 | 101.25 |
1192 | coatnet_3_rw_224 | 224 | 10.0 | 100.017 | 1 | 181.81 | 33.44 | 73.83 |
1193 | resnetv2_101x1_bit | 448 | 9.96 | 100.363 | 1 | 44.54 | 31.65 | 64.93 |
1194 | beit_base_patch16_384 | 384 | 9.75 | 102.524 | 1 | 86.74 | 55.54 | 101.56 |
1195 | convnextv2_large | 288 | 9.74 | 102.618 | 1 | 197.96 | 56.87 | 71.29 |
1196 | coatnet_3_224 | 224 | 9.56 | 104.565 | 1 | 166.97 | 36.56 | 79.01 |
1197 | coatnet_rmlp_3_rw_224 | 224 | 9.42 | 106.158 | 1 | 165.15 | 33.56 | 79.47 |
1198 | dm_nfnet_f1 | 320 | 9.37 | 106.668 | 1 | 132.63 | 35.97 | 46.77 |
1199 | resnetrs270 | 352 | 9.37 | 106.68 | 1 | 129.86 | 51.13 | 105.48 |
1200 | efficientnet_b6 | 528 | 9.3 | 107.544 | 1 | 43.04 | 19.4 | 167.39 |
1201 | nfnet_f1 | 320 | 9.3 | 107.465 | 1 | 132.63 | 35.97 | 46.77 |
1202 | vgg11 | 224 | 9.29 | 107.646 | 1 | 132.86 | 7.61 | 7.44 |
1203 | vgg11_bn | 224 | 9.23 | 108.31 | 1 | 132.87 | 7.62 | 7.44 |
1204 | resnetrs350 | 288 | 9.0 | 111.133 | 1 | 163.96 | 43.67 | 87.09 |
1205 | maxxvitv2_rmlp_large_rw_224 | 224 | 8.97 | 111.495 | 1 | 215.42 | 44.14 | 87.15 |
1206 | eca_nfnet_l3 | 352 | 8.9 | 112.389 | 1 | 72.04 | 32.57 | 73.12 |
1207 | vgg13_bn | 224 | 8.86 | 112.806 | 1 | 133.05 | 11.33 | 12.25 |
1208 | vgg13 | 224 | 8.83 | 113.264 | 1 | 133.05 | 11.31 | 12.25 |
1209 | efficientvit_l3 | 320 | 8.79 | 113.701 | 1 | 246.04 | 56.32 | 79.34 |
1210 | resnet50x16_clip_gap | 384 | 8.68 | 115.129 | 1 | 136.2 | 70.32 | 100.64 |
1211 | tf_efficientnetv2_l | 480 | 8.62 | 115.963 | 1 | 118.52 | 56.4 | 157.99 |
1212 | efficientnetv2_l | 480 | 8.57 | 116.617 | 1 | 118.52 | 56.4 | 157.99 |
1213 | caformer_m36 | 384 | 8.52 | 117.372 | 1 | 56.2 | 42.11 | 196.35 |
1214 | vgg16 | 224 | 8.48 | 117.85 | 1 | 138.36 | 15.47 | 13.56 |
1215 | vgg16_bn | 224 | 8.46 | 118.228 | 1 | 138.37 | 15.5 | 13.56 |
1216 | xcit_medium_24_p8_224 | 224 | 8.45 | 118.342 | 1 | 84.32 | 63.53 | 121.23 |
1217 | rdnet_large | 224 | 8.33 | 120.029 | 1 | 186.27 | 34.74 | 46.67 |
1218 | resnet50x16_clip | 384 | 8.33 | 120.08 | 1 | 167.33 | 74.9 | 103.54 |
1219 | nasnetalarge | 331 | 8.32 | 120.143 | 1 | 88.75 | 23.89 | 90.56 |
1220 | convformer_m36 | 384 | 8.26 | 121.005 | 1 | 57.05 | 37.87 | 123.56 |
1221 | vgg19 | 224 | 8.22 | 121.627 | 1 | 143.67 | 19.63 | 14.86 |
1222 | vgg19_bn | 224 | 8.17 | 122.35 | 1 | 143.68 | 19.66 | 14.86 |
1223 | vit_base_patch8_224 | 224 | 8.12 | 123.15 | 1 | 86.58 | 78.22 | 161.69 |
1224 | convnext_large_mlp | 320 | 7.99 | 125.216 | 1 | 200.13 | 70.21 | 88.02 |
1225 | vit_base_r50_s16_384 | 384 | 7.91 | 126.378 | 1 | 98.95 | 67.43 | 135.03 |
1226 | volo_d5_224 | 224 | 7.87 | 127.129 | 1 | 295.46 | 72.4 | 118.11 |
1227 | vit_large_patch32_384 | 384 | 7.85 | 127.363 | 1 | 306.63 | 45.31 | 43.86 |
1228 | sequencer2d_l | 224 | 7.84 | 127.533 | 1 | 54.3 | 9.74 | 22.12 |
1229 | mvitv2_large | 224 | 7.81 | 128.04 | 1 | 217.99 | 43.87 | 112.02 |
1230 | tf_efficientnetv2_xl | 384 | 7.8 | 128.223 | 1 | 208.12 | 52.81 | 139.2 |
1231 | efficientnetv2_xl | 384 | 7.76 | 128.885 | 1 | 208.12 | 52.81 | 139.2 |
1232 | seresnextaa201d_32x8d | 320 | 7.61 | 131.424 | 1 | 149.39 | 70.22 | 138.71 |
1233 | repvgg_d2se | 320 | 7.53 | 132.811 | 1 | 133.33 | 74.57 | 46.82 |
1234 | resmlp_big_24_224 | 224 | 7.43 | 134.501 | 1 | 129.14 | 100.23 | 87.31 |
1235 | maxvit_small_tf_384 | 384 | 7.42 | 134.741 | 1 | 69.02 | 35.87 | 183.65 |
1236 | regnety_320 | 384 | 7.4 | 135.151 | 1 | 145.05 | 95.0 | 88.87 |
1237 | nfnet_f2 | 256 | 7.39 | 135.253 | 1 | 193.78 | 33.76 | 41.85 |
1238 | dm_nfnet_f2 | 256 | 7.38 | 135.503 | 1 | 193.78 | 33.76 | 41.85 |
1239 | swinv2_large_window12to16_192to256 | 256 | 7.38 | 135.529 | 1 | 196.74 | 47.81 | 121.53 |
1240 | cait_s24_384 | 384 | 7.33 | 136.424 | 1 | 47.06 | 32.17 | 245.31 |
1241 | mvitv2_large_cls | 224 | 7.22 | 138.516 | 1 | 234.58 | 42.17 | 111.69 |
1242 | maxvit_large_tf_224 | 224 | 7.17 | 139.391 | 1 | 211.79 | 43.68 | 127.35 |
1243 | resnest269e | 416 | 7.14 | 140.099 | 1 | 110.93 | 77.69 | 171.98 |
1244 | deit3_large_patch16_224 | 224 | 7.1 | 140.766 | 1 | 304.37 | 61.6 | 63.52 |
1245 | convnext_xlarge | 224 | 7.09 | 140.941 | 1 | 350.2 | 60.98 | 57.5 |
1246 | eca_nfnet_l3 | 448 | 7.06 | 141.587 | 1 | 72.04 | 52.55 | 118.4 |
1247 | eva_large_patch14_196 | 196 | 7.05 | 141.766 | 1 | 304.14 | 61.57 | 63.52 |
1248 | vit_large_patch16_224 | 224 | 7.04 | 141.995 | 1 | 304.33 | 61.6 | 63.52 |
1249 | vit_so400m_patch14_siglip_gap_224 | 224 | 7.02 | 142.493 | 1 | 412.44 | 109.57 | 106.13 |
1250 | efficientvit_l3 | 384 | 7.0 | 142.789 | 1 | 246.04 | 81.08 | 114.02 |
1251 | vit_so400m_patch14_siglip_224 | 224 | 6.92 | 144.563 | 1 | 427.68 | 110.26 | 106.73 |
1252 | beit_large_patch16_224 | 224 | 6.89 | 145.132 | 1 | 304.43 | 61.6 | 63.52 |
1253 | resnetrs420 | 320 | 6.89 | 145.155 | 1 | 191.89 | 64.2 | 126.56 |
1254 | coatnet_rmlp_2_rw_384 | 384 | 6.88 | 145.305 | 1 | 73.88 | 47.69 | 209.43 |
1255 | beitv2_large_patch16_224 | 224 | 6.81 | 146.829 | 1 | 304.43 | 61.6 | 63.52 |
1256 | flexivit_large | 240 | 6.75 | 148.061 | 1 | 304.36 | 70.99 | 75.39 |
1257 | resnetrs350 | 384 | 6.72 | 148.693 | 1 | 163.96 | 77.59 | 154.74 |
1258 | tiny_vit_21m_512 | 512 | 6.69 | 149.476 | 1 | 21.27 | 27.02 | 177.93 |
1259 | regnety_640 | 224 | 6.62 | 151.153 | 1 | 281.38 | 64.16 | 42.5 |
1260 | convnext_large_mlp | 384 | 6.22 | 160.853 | 1 | 200.13 | 101.11 | 126.74 |
1261 | convnext_large | 384 | 6.18 | 161.678 | 1 | 197.77 | 101.1 | 126.74 |
1262 | maxvit_tiny_tf_512 | 512 | 6.18 | 161.718 | 1 | 31.05 | 33.49 | 257.59 |
1263 | vit_base_patch16_siglip_gap_512 | 512 | 6.16 | 162.429 | 1 | 86.43 | 107.0 | 246.15 |
1264 | vit_base_patch16_siglip_512 | 512 | 6.07 | 164.62 | 1 | 93.52 | 108.22 | 247.74 |
1265 | swinv2_cr_small_384 | 384 | 6.06 | 165.106 | 1 | 49.7 | 29.7 | 298.03 |
1266 | vit_large_patch16_siglip_256 | 256 | 6.05 | 165.378 | 1 | 315.96 | 81.34 | 88.88 |
1267 | vit_large_patch16_siglip_gap_256 | 256 | 6.05 | 165.228 | 1 | 303.36 | 80.8 | 88.34 |
1268 | caformer_b36 | 384 | 6.03 | 165.848 | 1 | 98.75 | 72.33 | 261.79 |
1269 | convformer_b36 | 384 | 6.02 | 166.077 | 1 | 99.88 | 66.67 | 164.75 |
1270 | tf_efficientnet_b7 | 600 | 5.99 | 166.816 | 1 | 66.35 | 38.33 | 289.94 |
1271 | nfnet_f2 | 352 | 5.93 | 168.761 | 1 | 193.78 | 63.22 | 79.06 |
1272 | vit_large_patch14_224 | 224 | 5.93 | 168.491 | 1 | 304.2 | 81.08 | 88.79 |
1273 | vit_large_patch14_clip_224 | 224 | 5.91 | 169.122 | 1 | 304.2 | 81.08 | 88.79 |
1274 | vit_large_patch14_clip_quickgelu_224 | 224 | 5.9 | 169.496 | 1 | 303.97 | 81.08 | 88.79 |
1275 | dm_nfnet_f2 | 352 | 5.88 | 170.031 | 1 | 193.78 | 63.22 | 79.06 |
1276 | davit_huge | 224 | 5.84 | 171.147 | 1 | 348.92 | 61.23 | 81.32 |
1277 | eva02_base_patch14_448 | 448 | 5.73 | 174.651 | 1 | 87.12 | 107.11 | 259.14 |
1278 | volo_d3_448 | 448 | 5.72 | 174.72 | 1 | 86.63 | 96.33 | 446.83 |
1279 | vit_large_patch14_xp_224 | 224 | 5.68 | 175.996 | 1 | 304.06 | 81.01 | 88.79 |
1280 | resnetv2_152x2_bit | 224 | 5.66 | 176.636 | 1 | 236.34 | 46.95 | 45.11 |
1281 | maxxvitv2_rmlp_base_rw_384 | 384 | 5.61 | 178.328 | 1 | 116.09 | 72.98 | 213.74 |
1282 | eva02_large_patch14_224 | 224 | 5.59 | 178.843 | 1 | 303.27 | 81.15 | 97.2 |
1283 | xcit_large_24_p16_384 | 384 | 5.58 | 179.303 | 1 | 189.1 | 105.35 | 137.17 |
1284 | eva02_large_patch14_clip_224 | 224 | 5.57 | 179.623 | 1 | 304.11 | 81.18 | 97.2 |
1285 | convnextv2_large | 384 | 5.56 | 179.883 | 1 | 197.96 | 101.1 | 126.74 |
1286 | efficientnet_b7 | 600 | 5.52 | 181.092 | 1 | 66.35 | 38.33 | 289.94 |
1287 | seresnextaa201d_32x8d | 384 | 5.43 | 183.998 | 1 | 149.39 | 101.11 | 199.72 |
1288 | xcit_small_24_p8_384 | 384 | 5.41 | 184.801 | 1 | 47.63 | 105.24 | 265.91 |
1289 | coatnet_4_224 | 224 | 5.4 | 185.083 | 1 | 275.43 | 62.48 | 129.26 |
1290 | convnext_xlarge | 288 | 5.4 | 185.103 | 1 | 350.2 | 100.8 | 95.05 |
1291 | focalnet_large_fl3 | 384 | 5.39 | 185.552 | 1 | 239.13 | 105.06 | 168.04 |
1292 | efficientnetv2_xl | 512 | 5.36 | 186.546 | 1 | 208.12 | 93.85 | 247.32 |
1293 | tf_efficientnetv2_xl | 512 | 5.33 | 187.548 | 1 | 208.12 | 93.85 | 247.32 |
1294 | vit_large_r50_s32_384 | 384 | 5.33 | 187.657 | 1 | 329.09 | 57.43 | 76.52 |
1295 | resnetrs420 | 416 | 5.1 | 195.875 | 1 | 191.89 | 108.45 | 213.79 |
1296 | maxvit_rmlp_base_rw_384 | 384 | 5.06 | 197.69 | 1 | 116.14 | 70.97 | 318.95 |
1297 | cait_s36_384 | 384 | 4.97 | 201.009 | 1 | 68.37 | 47.99 | 367.4 |
1298 | dm_nfnet_f3 | 320 | 4.95 | 201.925 | 1 | 254.92 | 68.77 | 83.93 |
1299 | nfnet_f3 | 320 | 4.91 | 203.587 | 1 | 254.92 | 68.77 | 83.93 |
1300 | sam2_hiera_tiny | 896 | 4.84 | 206.772 | 1 | 26.85 | 99.86 | 384.63 |
1301 | focalnet_large_fl4 | 384 | 4.83 | 206.841 | 1 | 239.32 | 105.2 | 181.78 |
1302 | resnetv2_50x3_bit | 224 | 4.67 | 214.048 | 1 | 217.32 | 37.06 | 33.34 |
1303 | swinv2_cr_base_384 | 384 | 4.65 | 215.074 | 1 | 87.88 | 50.57 | 333.68 |
1304 | swin_base_patch4_window12_384 | 384 | 4.64 | 215.585 | 1 | 87.9 | 47.19 | 134.78 |
1305 | vit_base_patch14_dinov2 | 518 | 4.52 | 221.304 | 1 | 86.58 | 151.71 | 397.58 |
1306 | xcit_large_24_p8_224 | 224 | 4.51 | 221.497 | 1 | 188.93 | 141.23 | 181.56 |
1307 | vit_base_patch14_reg4_dinov2 | 518 | 4.47 | 223.826 | 1 | 86.58 | 152.25 | 399.53 |
1308 | vitamin_large2_224 | 224 | 4.35 | 230.086 | 1 | 333.58 | 75.05 | 112.83 |
1309 | vitamin_large_224 | 224 | 4.31 | 232.245 | 1 | 333.32 | 75.05 | 112.83 |
1310 | maxvit_base_tf_384 | 384 | 4.15 | 240.709 | 1 | 119.65 | 73.8 | 332.9 |
1311 | maxvit_xlarge_tf_224 | 224 | 4.13 | 242.143 | 1 | 506.99 | 97.52 | 191.04 |
1312 | sam2_hiera_small | 896 | 4.05 | 246.841 | 1 | 33.95 | 123.99 | 442.63 |
1313 | swinv2_cr_huge_224 | 224 | 4.04 | 247.411 | 1 | 657.83 | 115.97 | 121.08 |
1314 | dm_nfnet_f3 | 416 | 3.93 | 254.65 | 1 | 254.92 | 115.58 | 141.78 |
1315 | nfnet_f3 | 416 | 3.9 | 256.503 | 1 | 254.92 | 115.58 | 141.78 |
1316 | resnext101_32x32d | 224 | 3.88 | 257.499 | 1 | 468.53 | 87.29 | 91.12 |
1317 | convnextv2_huge | 224 | 3.79 | 263.535 | 1 | 660.29 | 115.0 | 79.07 |
1318 | maxvit_small_tf_512 | 512 | 3.77 | 265.289 | 1 | 69.13 | 67.26 | 383.77 |
1319 | regnety_640 | 384 | 3.5 | 285.87 | 1 | 281.38 | 188.47 | 124.83 |
1320 | hiera_huge_224 | 224 | 3.46 | 288.977 | 1 | 672.78 | 124.85 | 150.95 |
1321 | dm_nfnet_f4 | 384 | 3.43 | 291.492 | 1 | 316.07 | 122.14 | 147.57 |
1322 | nfnet_f4 | 384 | 3.41 | 293.188 | 1 | 316.07 | 122.14 | 147.57 |
1323 | xcit_medium_24_p8_384 | 384 | 3.41 | 293.093 | 1 | 84.32 | 186.67 | 354.73 |
1324 | efficientnet_b8 | 672 | 3.4 | 294.249 | 1 | 87.41 | 63.48 | 442.89 |
1325 | convnext_xlarge | 384 | 3.35 | 298.31 | 1 | 350.2 | 179.2 | 168.99 |
1326 | tf_efficientnet_b8 | 672 | 3.25 | 307.835 | 1 | 87.41 | 63.48 | 442.89 |
1327 | volo_d4_448 | 448 | 3.24 | 308.298 | 1 | 193.41 | 197.13 | 527.35 |
1328 | mvitv2_huge_cls | 224 | 3.22 | 310.451 | 1 | 694.8 | 120.67 | 243.63 |
1329 | swinv2_base_window12to24_192to384 | 384 | 3.2 | 312.151 | 1 | 87.92 | 55.25 | 280.36 |
1330 | vit_large_patch16_siglip_gap_384 | 384 | 3.12 | 320.663 | 1 | 303.69 | 190.85 | 269.55 |
1331 | resnetv2_152x2_bit | 384 | 3.09 | 323.865 | 1 | 236.34 | 136.16 | 132.56 |
1332 | vit_large_patch16_siglip_384 | 384 | 3.09 | 323.531 | 1 | 316.28 | 192.07 | 270.75 |
1333 | swinv2_cr_large_384 | 384 | 3.08 | 324.559 | 1 | 196.68 | 108.96 | 404.96 |
1334 | vit_large_patch14_clip_quickgelu_336 | 336 | 3.08 | 324.978 | 1 | 304.29 | 191.11 | 270.24 |
1335 | deit3_large_patch16_384 | 384 | 3.07 | 325.832 | 1 | 304.76 | 191.21 | 270.24 |
1336 | swin_large_patch4_window12_384 | 384 | 3.07 | 326.135 | 1 | 196.74 | 104.08 | 202.16 |
1337 | vit_large_patch14_clip_336 | 336 | 3.06 | 326.627 | 1 | 304.53 | 191.11 | 270.24 |
1338 | vit_large_patch16_384 | 384 | 3.06 | 327.075 | 1 | 304.72 | 191.21 | 270.24 |
1339 | eva_large_patch14_336 | 336 | 3.05 | 327.44 | 1 | 304.53 | 191.1 | 270.24 |
1340 | resnetv2_101x3_bit | 224 | 3.05 | 327.405 | 1 | 387.93 | 71.23 | 48.7 |
1341 | vitamin_large_256 | 256 | 2.97 | 336.409 | 1 | 333.38 | 99.0 | 154.99 |
1342 | eva02_large_patch14_clip_336 | 336 | 2.96 | 338.131 | 1 | 304.43 | 191.34 | 289.13 |
1343 | vitamin_large2_256 | 256 | 2.95 | 339.37 | 1 | 333.64 | 99.0 | 154.99 |
1344 | vit_huge_patch14_gap_224 | 224 | 2.91 | 344.196 | 1 | 630.76 | 166.73 | 138.74 |
1345 | vitamin_xlarge_256 | 256 | 2.89 | 346.39 | 1 | 436.06 | 130.13 | 177.37 |
1346 | deit3_huge_patch14_224 | 224 | 2.86 | 350.235 | 1 | 632.13 | 167.4 | 139.41 |
1347 | vit_huge_patch14_clip_quickgelu_224 | 224 | 2.86 | 349.77 | 1 | 632.08 | 167.4 | 139.41 |
1348 | vit_huge_patch14_xp_224 | 224 | 2.85 | 350.634 | 1 | 631.8 | 167.3 | 139.41 |
1349 | convnextv2_huge | 288 | 2.84 | 351.627 | 1 | 660.29 | 190.1 | 130.7 |
1350 | vit_huge_patch14_224 | 224 | 2.82 | 354.377 | 1 | 630.76 | 167.4 | 139.41 |
1351 | vit_huge_patch14_clip_224 | 224 | 2.82 | 354.323 | 1 | 632.05 | 167.4 | 139.41 |
1352 | focalnet_xlarge_fl3 | 384 | 2.74 | 365.312 | 1 | 408.79 | 185.61 | 223.99 |
1353 | rdnet_large | 384 | 2.73 | 366.431 | 1 | 186.27 | 102.09 | 137.13 |
1354 | focalnet_xlarge_fl4 | 384 | 2.71 | 368.544 | 1 | 409.03 | 185.79 | 242.31 |
1355 | beit_large_patch16_384 | 384 | 2.68 | 372.56 | 1 | 305.0 | 191.21 | 270.24 |
1356 | vit_giant_patch16_gap_224 | 224 | 2.67 | 374.898 | 1 | 1011.37 | 202.46 | 139.26 |
1357 | focalnet_huge_fl3 | 224 | 2.66 | 376.461 | 1 | 745.28 | 118.26 | 104.8 |
1358 | focalnet_huge_fl4 | 224 | 2.66 | 375.445 | 1 | 686.46 | 118.9 | 113.34 |
1359 | maxvit_large_tf_384 | 384 | 2.66 | 375.382 | 1 | 212.03 | 132.55 | 445.84 |
1360 | nfnet_f5 | 416 | 2.65 | 376.958 | 1 | 377.21 | 170.71 | 204.56 |
1361 | dm_nfnet_f5 | 416 | 2.61 | 382.719 | 1 | 377.21 | 170.71 | 204.56 |
1362 | regnety_1280 | 224 | 2.59 | 386.67 | 1 | 644.81 | 127.66 | 71.58 |
1363 | resnetv2_152x2_bit | 448 | 2.59 | 386.55 | 1 | 236.34 | 184.99 | 180.43 |
1364 | davit_base_fl | 768 | 2.54 | 394.288 | 1 | 90.37 | 190.32 | 530.15 |
1365 | resnet50x64_clip_gap | 448 | 2.54 | 393.711 | 1 | 365.03 | 253.96 | 233.22 |
1366 | coatnet_5_224 | 224 | 2.53 | 395.688 | 1 | 687.47 | 145.49 | 194.24 |
1367 | resnetv2_50x3_bit | 448 | 2.52 | 397.155 | 1 | 217.32 | 145.7 | 133.37 |
1368 | convnext_xxlarge | 256 | 2.51 | 397.633 | 1 | 846.47 | 198.09 | 124.45 |
1369 | dm_nfnet_f4 | 512 | 2.47 | 405.436 | 1 | 316.07 | 216.26 | 262.26 |
1370 | nfnet_f4 | 512 | 2.46 | 405.746 | 1 | 316.07 | 216.26 | 262.26 |
1371 | resnet50x64_clip | 448 | 2.45 | 407.97 | 1 | 420.38 | 265.02 | 239.13 |
1372 | sam2_hiera_base_plus | 896 | 2.28 | 437.683 | 1 | 68.68 | 227.48 | 828.88 |
1373 | vit_giant_patch14_224 | 224 | 2.23 | 448.178 | 1 | 1012.61 | 267.18 | 192.64 |
1374 | vit_giant_patch14_clip_224 | 224 | 2.23 | 448.488 | 1 | 1012.65 | 267.18 | 192.64 |
1375 | eva_giant_patch14_224 | 224 | 2.22 | 450.784 | 1 | 1012.56 | 267.18 | 192.64 |
1376 | eva_giant_patch14_clip_224 | 224 | 2.22 | 449.564 | 1 | 1012.59 | 267.18 | 192.64 |
1377 | maxvit_base_tf_512 | 512 | 2.22 | 449.687 | 1 | 119.88 | 138.02 | 703.99 |
1378 | swinv2_large_window12to24_192to384 | 384 | 2.09 | 478.133 | 1 | 196.74 | 116.15 | 407.83 |
1379 | nfnet_f6 | 448 | 2.08 | 481.295 | 1 | 438.36 | 229.7 | 273.62 |
1380 | dm_nfnet_f6 | 448 | 2.07 | 484.134 | 1 | 438.36 | 229.7 | 273.62 |
1381 | volo_d5_448 | 448 | 2.05 | 486.854 | 1 | 295.91 | 315.06 | 737.92 |
1382 | vit_so400m_patch14_siglip_gap_384 | 384 | 2.04 | 490.133 | 1 | 412.99 | 333.46 | 451.19 |
1383 | vit_so400m_patch14_siglip_384 | 384 | 2.03 | 492.881 | 1 | 428.23 | 335.4 | 452.89 |
1384 | vitamin_large2_336 | 336 | 1.99 | 502.882 | 1 | 333.83 | 175.72 | 307.47 |
1385 | vitamin_large_336 | 336 | 1.97 | 507.694 | 1 | 333.57 | 175.72 | 307.47 |
1386 | davit_giant | 224 | 1.93 | 517.662 | 1 | 1406.47 | 192.92 | 153.06 |
1387 | dm_nfnet_f5 | 544 | 1.87 | 535.5 | 1 | 377.21 | 290.97 | 349.71 |
1388 | nfnet_f5 | 544 | 1.84 | 542.033 | 1 | 377.21 | 290.97 | 349.71 |
1389 | eva02_large_patch14_448 | 448 | 1.79 | 559.708 | 1 | 305.08 | 362.33 | 689.95 |
1390 | cait_m36_384 | 384 | 1.77 | 566.081 | 1 | 271.22 | 173.11 | 734.81 |
1391 | convnextv2_huge | 384 | 1.77 | 565.32 | 1 | 660.29 | 337.96 | 232.35 |
1392 | nfnet_f7 | 480 | 1.73 | 577.613 | 1 | 499.5 | 300.08 | 355.86 |
1393 | xcit_large_24_p8_384 | 384 | 1.73 | 579.168 | 1 | 188.93 | 415.0 | 531.82 |
1394 | tf_efficientnet_l2 | 475 | 1.68 | 594.956 | 1 | 480.31 | 172.11 | 609.89 |
1395 | vitamin_xlarge_336 | 336 | 1.67 | 597.981 | 1 | 436.06 | 230.18 | 347.33 |
1396 | vit_huge_patch14_clip_336 | 336 | 1.65 | 604.321 | 1 | 632.46 | 390.97 | 407.54 |
1397 | vitamin_large2_384 | 384 | 1.6 | 626.786 | 1 | 333.97 | 234.44 | 440.16 |
1398 | maxvit_xlarge_tf_384 | 384 | 1.59 | 627.883 | 1 | 475.32 | 292.78 | 668.76 |
1399 | vitamin_large_384 | 384 | 1.59 | 629.157 | 1 | 333.71 | 234.44 | 440.16 |
1400 | regnety_1280 | 384 | 1.58 | 633.28 | 1 | 644.81 | 374.99 | 210.2 |
1401 | resnetv2_101x3_bit | 448 | 1.57 | 635.087 | 1 | 387.93 | 280.33 | 194.78 |
1402 | vit_so400m_patch14_siglip_gap_448 | 448 | 1.52 | 659.739 | 1 | 413.33 | 487.18 | 764.26 |
1403 | volo_d5_512 | 512 | 1.52 | 658.657 | 1 | 296.09 | 425.09 | 1105.37 |
1404 | vit_large_patch14_dinov2 | 518 | 1.5 | 668.176 | 1 | 304.37 | 507.15 | 1058.82 |
1405 | dm_nfnet_f6 | 576 | 1.49 | 670.137 | 1 | 438.36 | 378.69 | 452.2 |
1406 | nfnet_f6 | 576 | 1.48 | 676.503 | 1 | 438.36 | 378.69 | 452.2 |
1407 | vit_large_patch14_reg4_dinov2 | 518 | 1.48 | 674.657 | 1 | 304.37 | 508.9 | 1064.02 |
1408 | beit_large_patch16_512 | 512 | 1.43 | 700.682 | 1 | 305.67 | 362.24 | 656.39 |
1409 | vit_huge_patch14_clip_378 | 378 | 1.34 | 745.367 | 1 | 632.68 | 503.79 | 572.79 |
1410 | vit_huge_patch14_clip_quickgelu_378 | 378 | 1.34 | 744.209 | 1 | 632.68 | 503.79 | 572.79 |
1411 | vit_gigantic_patch14_clip_224 | 224 | 1.26 | 792.869 | 1 | 1844.91 | 483.96 | 275.37 |
1412 | vit_huge_patch16_gap_448 | 448 | 1.26 | 792.181 | 1 | 631.67 | 544.7 | 636.83 |
1413 | swinv2_cr_giant_224 | 224 | 1.25 | 799.001 | 1 | 2598.76 | 483.85 | 309.15 |
1414 | swinv2_cr_huge_384 | 384 | 1.25 | 802.044 | 1 | 657.94 | 352.04 | 583.18 |
1415 | vit_gigantic_patch14_224 | 224 | 1.25 | 797.556 | 1 | 1844.44 | 483.95 | 275.37 |
1416 | nfnet_f7 | 608 | 1.21 | 825.686 | 1 | 499.5 | 480.39 | 570.85 |
1417 | resnetv2_152x4_bit | 224 | 1.15 | 870.095 | 1 | 936.53 | 186.9 | 90.22 |
1418 | convnextv2_huge | 512 | 1.11 | 898.321 | 1 | 660.29 | 600.81 | 413.07 |
1419 | eva_giant_patch14_336 | 336 | 1.07 | 931.905 | 1 | 1013.01 | 620.64 | 550.67 |
1420 | davit_huge_fl | 768 | 0.82 | 1222.73 | 1 | 360.64 | 744.84 | 1060.3 |
1421 | maxvit_xlarge_tf_512 | 512 | 0.82 | 1224.526 | 1 | 475.77 | 534.14 | 1413.22 |
1422 | samvit_base_patch16 | 1024 | 0.8 | 1252.765 | 1 | 89.67 | 486.43 | 1343.27 |
1423 | regnety_2560 | 384 | 0.72 | 1397.042 | 1 | 1282.6 | 747.83 | 296.49 |
1424 | cait_m48_448 | 448 | 0.7 | 1431.241 | 1 | 356.46 | 329.41 | 1708.23 |
1425 | sam2_hiera_large | 1024 | 0.7 | 1429.016 | 1 | 212.15 | 907.48 | 2190.34 |
1426 | efficientnet_l2 | 800 | 0.59 | 1701.073 | 1 | 480.31 | 479.12 | 1707.39 |
1427 | tf_efficientnet_l2 | 800 | 0.59 | 1687.246 | 1 | 480.31 | 479.12 | 1707.39 |
1428 | resnetv2_152x4_bit | 480 | 0.56 | 1780.62 | 1 | 936.53 | 844.84 | 414.26 |
1429 | eva_giant_patch14_560 | 560 | 0.47 | 2137.135 | 1 | 1014.45 | 1906.76 | 2577.17 |
1430 | vit_giant_patch14_dinov2 | 518 | 0.46 | 2152.578 | 1 | 1136.48 | 1784.2 | 2757.89 |
1431 | vit_giant_patch14_reg4_dinov2 | 518 | 0.46 | 2172.897 | 1 | 1136.48 | 1790.08 | 2771.21 |
1432 | eva02_enormous_patch14_clip_224 | 224 | 0.45 | 2211.904 | 1 | 4350.56 | 1132.46 | 497.58 |
1433 | swinv2_cr_giant_384 | 384 | 0.37 | 2667.378 | 1 | 2598.76 | 1450.71 | 1394.86 |
1434 | samvit_large_patch16 | 1024 | 0.33 | 3039.952 | 1 | 308.28 | 1493.86 | 2553.78 |
1435 | vit_so400m_patch14_siglip_gap_896 | 896 | 0.28 | 3633.38 | 1 | 416.87 | 2731.49 | 8492.88 |
1436 | samvit_huge_patch16 | 1024 | 0.22 | 4556.317 | 1 | 637.03 | 2982.23 | 3428.16 |