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pytorch-image-models/results/results-imagenet-a-clean.csv

20 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolation
2tf_efficientnet_l2_ns98.5301.47099.8200.180480.318000.960bicubic
3tf_efficientnet_l2_ns_47598.5301.47099.8400.160480.314750.936bicubic
4tf_efficientnet_b7_ns97.9202.08099.7200.28066.356000.949bicubic
5dm_nfnet_f697.7402.26099.5800.420438.365760.956bicubic
6tf_efficientnet_b6_ns97.6302.37099.5900.41043.045280.942bicubic
7dm_nfnet_f497.5802.42099.5300.470316.075120.951bicubic
8dm_nfnet_f597.5802.42099.5500.450377.215440.954bicubic
9ig_resnext101_32x48d97.5802.42099.6900.310828.412240.875bilinear
10tf_efficientnet_b5_ns97.5002.50099.6500.35030.394560.934bicubic
11resnetv2_152x4_bitm97.4702.53099.6000.400936.534801.000bilinear
12dm_nfnet_f397.4002.60099.5900.410254.924160.940bicubic
13ig_resnext101_32x32d97.3202.68099.6600.340468.532240.875bilinear
14tf_efficientnet_b897.2302.77099.5000.50087.416720.954bicubic
15tf_efficientnet_b7_ap97.2102.79099.5500.45066.356000.949bicubic
16swsl_resnext101_32x8d97.2002.80099.5400.46088.792240.875bilinear
17vit_base_resnet50_38497.1902.81099.5600.44098.953841.000bicubic
18resnetv2_152x2_bitm97.1602.84099.5800.420236.344801.000bilinear
19ecaresnet269d97.1402.86099.4600.540102.093521.000bicubic
20vit_large_patch16_38497.1302.87099.6400.360304.723841.000bicubic
21tf_efficientnet_b6_ap97.1102.89099.6100.39043.045280.942bicubic
22tf_efficientnet_b8_ap97.1002.90099.6600.34087.416720.954bicubic
23resnetv2_101x3_bitm97.0402.96099.5200.480387.934801.000bilinear
24tf_efficientnet_b797.0102.99099.5200.48066.356000.949bicubic
25tf_efficientnet_b4_ns96.9603.04099.6000.40019.343800.922bicubic
26vit_deit_base_distilled_patch16_38496.9603.04099.4900.51087.633841.000bicubic
27dm_nfnet_f196.9303.07099.3800.620132.633200.910bicubic
28dm_nfnet_f296.8903.11099.4500.550193.783520.920bicubic
29ig_resnext101_32x16d96.8203.18099.6100.390194.032240.875bilinear
30seresnet152d96.8103.19099.4500.55066.843201.000bicubic
31resnetv2_50x3_bitm96.7703.23099.4300.570217.324801.000bilinear
32vit_base_patch16_38496.7403.26099.4800.52086.863841.000bicubic
33resnet200d96.7203.28099.3400.66064.693201.000bicubic
34tf_efficientnet_b696.6903.31099.3700.63043.045280.942bicubic
35tf_efficientnet_b5_ap96.6703.33099.4700.53030.394560.934bicubic
36swsl_resnext101_32x16d96.6103.39099.5200.480194.032240.875bilinear
37resnest200e96.5503.45099.3200.68070.203200.909bicubic
38resnest269e96.5503.45099.3500.650110.934160.928bicubic
39swsl_resnext101_32x4d96.4003.60099.4500.55044.182240.875bilinear
40tf_efficientnet_b3_ns96.3803.62099.3400.66012.233000.904bicubic
41tf_efficientnet_b596.3503.65099.3200.68030.394560.934bicubic
42resnet152d96.3503.65099.3700.63060.213201.000bicubic
43resnet101d96.3003.70099.2400.76044.573201.000bicubic
44ig_resnext101_32x8d96.2703.73099.4100.59088.792240.875bilinear
45vit_deit_base_patch16_38496.1703.83099.1400.86086.863841.000bicubic
46tf_efficientnet_b4_ap96.1503.85099.2500.75019.343800.922bicubic
47dm_nfnet_f096.1403.86099.2400.76071.492560.900bicubic
48vit_deit_base_distilled_patch16_22496.1103.89099.1800.82087.342240.900bicubic
49resnetv2_101x1_bitm96.0903.91099.3100.69044.544801.000bilinear
50vit_large_patch16_22495.9404.06099.2200.780304.332240.900bicubic
51tresnet_xl_44895.9304.07099.1600.84078.444480.875bilinear
52resnest101e95.9104.09099.1800.82048.282560.875bilinear
53swsl_resnext50_32x4d95.9004.10099.2500.75025.032240.875bilinear
54tf_efficientnet_b495.8704.13099.1400.86019.343800.922bicubic
55tresnet_l_44895.8504.15099.1400.86055.994480.875bilinear
56vit_base_patch32_38495.8204.18099.1500.85088.303841.000bicubic
57vit_large_patch32_38495.8104.19099.1500.850306.633841.000bicubic
58tf_efficientnet_b2_ns95.7504.25099.1500.8509.112600.890bicubic
59efficientnet_b3a95.7204.28099.0500.95012.233201.000bicubic
60pnasnet5large95.6904.31098.9001.10086.063310.911bicubic
61nasnetalarge95.6904.31098.9501.05088.753310.911bicubic
62ssl_resnext101_32x16d95.6404.36099.1300.870194.032240.875bilinear
63swsl_resnet5095.5504.45099.2600.74025.562240.875bilinear
64ecaresnet50t95.5204.48099.1100.89025.573200.950bicubic
65ssl_resnext101_32x4d95.5104.49099.0600.94044.182240.875bilinear
66ecaresnet101d95.4904.51099.0900.91044.572240.875bicubic
67tresnet_xl95.4704.53099.1400.86078.442240.875bilinear
68ssl_resnext101_32x8d95.4404.56099.1400.86088.792240.875bilinear
69vit_deit_base_patch16_22495.4404.56098.8201.18086.572240.900bicubic
70efficientnet_b395.4204.58099.1000.90012.233000.904bicubic
71vit_base_patch16_22495.3604.64099.0001.00086.572240.900bicubic
72tf_efficientnet_b3_ap95.3104.69098.9401.06012.233000.904bicubic
73gernet_l95.1904.81098.8701.13031.082560.875bilinear
74regnety_03295.1804.82099.1400.86019.442240.875bicubic
75tf_efficientnet_b1_ns95.1804.82099.0800.9207.792400.882bicubic
76tresnet_l95.1804.82099.0100.99055.992240.875bilinear
77gluon_resnet152_v1s95.1104.89098.9301.07060.322240.875bicubic
78ecaresnet101d_pruned95.0804.92098.9601.04024.882240.875bicubic
79seresnext50_32x4d95.0804.92098.9101.09027.562240.875bicubic
80wide_resnet50_295.0404.96098.9901.01068.882240.875bicubic
81resnest50d_4s2x40d95.0404.96099.0900.91030.422240.875bicubic
82resnetv2_50x1_bitm95.0304.97099.1700.83025.554801.000bilinear
83tf_efficientnet_b395.0204.98098.9001.10012.233000.904bicubic
84rexnet_20095.0005.00098.9701.03016.372240.875bicubic
85tf_efficientnet_lite494.9805.02098.9901.01013.013800.920bilinear
86tresnet_m_44894.9805.02098.9901.01031.394480.875bilinear
87legacy_senet15494.9705.03098.8701.130115.092240.875bilinear
88gluon_senet15494.9505.05098.7401.260115.092240.875bicubic
89gluon_seresnext101_32x4d94.9405.06098.7301.27048.962240.875bicubic
90ssl_resnext50_32x4d94.9305.07098.8501.15025.032240.875bilinear
91gluon_seresnext101_64x4d94.8805.12098.8401.16088.232240.875bicubic
92gluon_resnet101_v1s94.7505.25098.8901.11044.672240.875bicubic
93vit_deit_small_distilled_patch16_22494.7205.28099.0300.97022.442240.900bicubic
94ecaresnetlight94.6905.31098.8001.20030.162240.875bicubic
95gernet_m94.6705.33098.8401.16021.142240.875bilinear
96resnest50d94.6705.33098.7901.21027.482240.875bilinear
97gluon_resnet152_v1d94.6605.34098.7801.22060.212240.875bicubic
98resnest50d_1s4x24d94.6605.34099.0001.00025.682240.875bicubic
99efficientnet_b3_pruned94.6305.37098.7701.2309.863000.904bicubic
100gluon_resnext101_32x4d94.6305.37098.6301.37044.182240.875bicubic
101nf_resnet5094.6205.38098.7801.22025.562880.940bicubic
102efficientnet_b2a94.6205.38098.7301.2709.112881.000bicubic
103regnety_32094.6105.39098.8401.160145.052240.875bicubic
104ecaresnet50d94.6105.39098.8701.13025.582240.875bicubic
105tresnet_m94.6005.40098.5601.44031.392240.875bilinear
106cspdarknet5394.5905.41098.7801.22027.642560.887bilinear
107efficientnet_b294.5605.44098.7201.2809.112600.875bicubic
108gluon_resnext101_64x4d94.5505.45098.6401.36083.462240.875bicubic
109repvgg_b394.5505.45098.7501.250123.092240.875bilinear
110seresnet5094.5005.50098.7101.29028.092240.875bicubic
111repvgg_b3g494.4905.51098.9501.05083.832240.875bilinear
112inception_resnet_v294.4905.51098.7701.23055.842990.897bicubic
113tf_efficientnet_b2_ap94.4605.54098.6401.3609.112600.890bicubic
114cspresnext5094.4405.56098.7201.28020.572240.875bilinear
115legacy_seresnext101_32x4d94.4305.57098.5801.42048.962240.875bilinear
116regnety_12094.4305.57098.8701.13051.822240.875bicubic
117ssl_resnet5094.4305.57098.8701.13025.562240.875bilinear
118tf_efficientnet_el94.4205.58098.7501.25010.593000.904bicubic
119regnety_16094.4105.59098.8801.12083.592240.875bicubic
120tf_efficientnet_b294.4005.60098.6101.3909.112600.890bicubic
121rexnet_15094.4005.60098.8201.1809.732240.875bicubic
122inception_v494.3605.64098.5601.44042.682990.875bicubic
123vit_deit_small_patch16_22494.3505.65098.6701.33022.052240.900bicubic
124regnetx_32094.3405.66098.8101.190107.812240.875bicubic
125resnet50d94.3405.66098.7301.27025.582240.875bicubic
126dpn10794.3305.67098.5301.47086.922240.875bicubic
127ecaresnet26t94.3205.68098.7101.29016.013200.950bicubic
128gluon_seresnext50_32x4d94.3105.69098.5901.41027.562240.875bicubic
129ecaresnet50d_pruned94.2805.72098.7901.21019.942240.875bicubic
130xception7194.2805.72098.6201.38042.342990.903bicubic
131gluon_resnet101_v1d94.2705.73098.6401.36044.572240.875bicubic
132gluon_xception6594.2505.75098.5901.41039.922990.903bicubic
133tf_efficientnet_lite394.2405.76098.6301.3708.203000.904bilinear
134regnety_06494.2305.77098.7501.25030.582240.875bicubic
135regnetx_16094.2205.78098.8001.20054.282240.875bicubic
136dpn9294.2105.79098.7301.27037.672240.875bicubic
137skresnext50_32x4d94.2005.80098.4601.54027.482240.875bicubic
138mixnet_xl94.1905.81098.3501.65011.902240.875bicubic
139gluon_resnet152_v1c94.1805.82098.6401.36060.212240.875bicubic
140regnety_08094.1605.84098.7001.30039.182240.875bicubic
141resnext50d_32x4d94.1605.84098.5401.46025.052240.875bicubic
142ens_adv_inception_resnet_v294.1605.84098.6301.37055.842990.897bicubic
143gluon_resnet152_v1b94.1605.84098.5201.48060.192240.875bicubic
144ese_vovnet39b94.1605.84098.6901.31024.572240.875bicubic
145nf_regnet_b194.1405.86098.6001.40010.222880.900bicubic
146regnetx_12094.1205.88098.7401.26046.112240.875bicubic
147dpn9894.1005.90098.5801.42061.572240.875bicubic
148efficientnet_b2_pruned94.0905.91098.5201.4808.312600.890bicubic
149hrnet_w6494.0305.97098.4901.510128.062240.875bilinear
150resnext50_32x4d94.0105.99098.3901.61025.032240.875bicubic
151resnetblur5093.9806.02098.5201.48025.562240.875bicubic
152tf_efficientnet_cc_b1_8e93.9606.04098.2401.76039.722400.882bicubic
153dla102x293.9406.06098.5601.44041.282240.875bilinear
154regnetx_06493.9406.06098.6701.33026.212240.875bicubic
155regnety_04093.9306.07098.6901.31020.652240.875bicubic
156resnet5093.9306.07098.3401.66025.562240.875bicubic
157repvgg_b2g493.9206.08098.6001.40061.762240.875bilinear
158regnetx_08093.9006.10098.5401.46039.572240.875bicubic
159efficientnet_em93.9006.10098.8201.1806.902400.882bicubic
160dpn13193.8806.12098.7401.26079.252240.875bicubic
161wide_resnet101_293.8806.12098.5701.430126.892240.875bilinear
162resnext101_32x8d93.8606.14098.6501.35088.792240.875bilinear
163rexnet_13093.8406.16098.4001.6007.562240.875bicubic
164hrnet_w4893.8306.17098.6301.37077.472240.875bilinear
165gluon_resnet101_v1c93.7906.21098.4001.60044.572240.875bicubic
166gluon_resnet101_v1b93.7606.24098.4701.53044.552240.875bicubic
167xception6593.7606.24098.3501.65039.922990.903bicubic
168cspresnet5093.7506.25098.6701.33021.622560.887bilinear
169legacy_seresnext50_32x4d93.7406.26098.5101.49027.562240.875bilinear
170gluon_resnext50_32x4d93.7206.28098.4701.53025.032240.875bicubic
171gluon_resnet50_v1d93.7106.29098.3901.61025.582240.875bicubic
172gluon_resnet50_v1s93.7006.30098.4701.53025.682240.875bicubic
173tf_efficientnet_b1_ap93.7006.30098.3701.6307.792400.882bicubic
174hrnet_w4493.6606.34098.6901.31067.062240.875bilinear
175res2net50_26w_8s93.6506.35098.2701.73048.402240.875bilinear
176res2net101_26w_4s93.6506.35098.4001.60045.212240.875bilinear
177dpn68b93.6006.40098.5101.49012.612240.875bicubic
178dla102x93.5606.44098.5601.44026.312240.875bilinear
179regnetx_04093.5506.45098.4601.54022.122240.875bicubic
180res2net50_26w_6s93.5306.47098.4301.57037.052240.875bilinear
181tf_efficientnet_b0_ns93.5206.48098.6201.3805.292240.875bicubic
182tf_efficientnet_b193.4906.51098.3401.6607.792400.882bicubic
183hrnet_w3293.4706.53098.3901.61041.232240.875bilinear
184gluon_inception_v393.4606.54098.6001.40023.832990.875bicubic
185xception4193.4606.54098.4101.59026.972990.903bicubic
186hrnet_w4093.4506.55098.5701.43057.562240.875bilinear
187repvgg_b293.4406.56098.7001.30089.022240.875bilinear
188resnest26d93.4406.56098.6001.40017.072240.875bilinear
189mixnet_l93.4406.56098.2701.7307.332240.875bicubic
190repvgg_b193.4106.59098.5301.47057.422240.875bilinear
191dla16993.3906.61098.5501.45053.392240.875bilinear
192xception93.3806.62098.5201.48022.862990.897bicubic
193tf_mixnet_l93.3606.64098.0401.9607.332240.875bicubic
194legacy_seresnet15293.3306.67098.3801.62066.822240.875bilinear
195tv_resnet15293.3306.67098.3701.63060.192240.875bilinear
196selecsls60b93.3006.70098.3101.69032.772240.875bicubic
197legacy_seresnet10193.2806.72098.4701.53049.332240.875bilinear
198tf_inception_v393.2706.73098.0501.95023.832990.875bicubic
199efficientnet_b193.2506.75098.1701.8307.792400.875bicubic
200regnety_01693.2506.75098.4001.60011.202240.875bicubic
201dla60_res2net93.1906.81098.3901.61020.852240.875bilinear
202dla60_res2next93.1706.83098.4301.57017.032240.875bilinear
203dla60x93.1306.87098.5201.48017.352240.875bilinear
204hrnet_w3093.1306.87098.4001.60037.712240.875bilinear
205dla10293.0906.91098.4901.51033.272240.875bilinear
206rexnet_10093.0806.92098.1501.8504.802240.875bicubic
207efficientnet_es93.0706.93098.4801.5205.442240.875bicubic
208regnetx_03293.0606.94098.3401.66015.302240.875bicubic
209gluon_resnet50_v1c93.0306.97098.3301.67025.582240.875bicubic
210legacy_seresnet5093.0106.99098.1801.82028.092240.875bilinear
211selecsls6092.9607.04098.2201.78030.672240.875bicubic
212tf_efficientnet_em92.9407.06098.1901.8106.902400.882bicubic
213adv_inception_v392.8907.11098.1701.83023.832990.875bicubic
214res2next5092.8907.11098.1901.81024.672240.875bilinear
215repvgg_b1g492.8207.18098.3801.62039.972240.875bilinear
216tf_efficientnet_cc_b0_8e92.8207.18098.2601.74024.012240.875bicubic
217tv_resnet10192.8107.19098.2601.74044.552240.875bilinear
218res2net50_14w_8s92.8007.20098.1701.83025.062240.875bilinear
219resnet34d92.7707.23098.2601.74021.822240.875bicubic
220tv_resnext50_32x4d92.7707.23098.2001.80025.032240.875bilinear
221efficientnet_b1_pruned92.7607.24098.0401.9606.332400.882bicubic
222vit_small_patch16_22492.7307.27097.9202.08048.752240.900bicubic
223inception_v392.7107.29097.9602.04023.832990.875bicubic
224seresnext26t_32x4d92.7007.30098.3801.62016.812240.875bicubic
225tf_efficientnet_lite292.6907.31098.2201.7806.092600.890bicubic
226densenet16192.6807.32098.3501.65028.682240.875bicubic
227seresnext26d_32x4d92.6807.32098.1301.87016.812240.875bicubic
228densenet20192.6707.33098.2601.74020.012240.875bicubic
229gluon_resnet50_v1b92.6207.38098.1701.83025.562240.875bicubic
230tf_efficientnet_lite192.6007.40098.0501.9505.422400.882bicubic
231res2net50_48w_2s92.5807.42098.0701.93025.292240.875bilinear
232tf_efficientnet_cc_b0_4e92.5607.44098.1401.86013.312240.875bicubic
233efficientnet_b092.5507.45098.0801.9205.292240.875bicubic
234legacy_seresnext26_32x4d92.5207.48098.1501.85016.792240.875bicubic
235res2net50_26w_4s92.4807.52098.1401.86025.702240.875bilinear
236mobilenetv2_120d92.4707.53098.0002.0005.832240.875bicubic
237mixnet_m92.4507.55097.8702.1305.012240.875bicubic
238skresnet3492.4107.59098.2201.78022.282240.875bicubic
239tf_mixnet_m92.3807.62097.9102.0905.012240.875bicubic
240hrnet_w1892.3207.68098.3101.69021.302240.875bilinear
241ese_vovnet19b_dw92.3007.70098.0801.9206.542240.875bicubic
242tf_efficientnet_b092.2607.74097.9002.1005.292240.875bicubic
243selecsls42b92.2407.76098.2001.80032.462240.875bicubic
244tf_efficientnet_b0_ap92.1807.82098.0501.9505.292240.875bicubic
245dla6092.1407.86098.0601.94022.042240.875bilinear
246regnetx_01692.1407.86098.2801.7209.192240.875bicubic
247repvgg_a292.1207.88098.2001.80028.212240.875bilinear
248densenet16992.0807.92098.1701.83014.152240.875bicubic
249resnet26d92.0807.92098.0002.00016.012240.875bicubic
250dpn6892.0607.94098.0601.94012.612240.875bicubic
251tf_efficientnet_es92.0008.00097.8902.1105.442240.875bicubic
252gernet_s91.9608.04098.2101.7908.172240.875bilinear
253tv_resnet5091.9108.09098.0601.94025.562240.875bilinear
254mobilenetv2_14091.8608.14097.8702.1306.112240.875bicubic
255regnety_00891.8608.14098.1901.8106.262240.875bicubic
256mixnet_s91.8308.17097.6902.3104.132240.875bicubic
257densenetblur121d91.7508.25098.1001.9008.002240.875bicubic
258densenet12191.7008.30098.0101.9907.982240.875bicubic
259resnest14d91.5308.47097.9502.05010.612240.875bilinear
260repvgg_b091.4208.58097.9202.08015.822240.875bilinear
261tf_mixnet_s91.4208.58097.6102.3904.132240.875bicubic
262hrnet_w18_small_v291.3408.66097.9502.05015.602240.875bilinear
263regnety_00691.2808.72097.8102.1906.062240.875bicubic
264semnasnet_10091.2608.74097.5602.4403.892240.875bicubic
265mobilenetv3_rw91.2008.80097.6502.3505.482240.875bicubic
266resnet3491.1808.82097.5502.45021.802240.875bilinear
267resnet2691.1808.82097.8002.20016.002240.875bicubic
268regnetx_00891.1808.82097.7302.2707.262240.875bicubic
269mobilenetv3_large_10091.1208.88097.7002.3005.482240.875bicubic
270tf_mobilenetv3_large_10091.1108.89097.6702.3305.482240.875bilinear
271efficientnet_lite091.0708.93097.6602.3404.652240.875bicubic
272tf_efficientnet_lite091.0208.98097.4202.5804.652240.875bicubic
273tv_densenet12190.9809.02097.7402.2607.982240.875bicubic
274gluon_resnet34_v1b90.9709.03097.6402.36021.802240.875bicubic
275legacy_seresnet3490.9709.03097.6102.39021.962240.875bilinear
276mobilenetv2_110d90.8609.14097.6102.3904.522240.875bicubic
277fbnetc_10090.8509.15097.2402.7605.572240.875bilinear
278dla3490.7909.21097.5902.41015.742240.875bilinear
279swsl_resnet1890.7709.23097.7702.23011.692240.875bilinear
280vit_deit_tiny_distilled_patch16_22490.6709.33097.5602.4405.912240.900bicubic
281regnety_00490.4809.52097.5102.4904.342240.875bicubic
282mnasnet_10090.4609.54097.4902.5104.382240.875bicubic
283regnetx_00690.3809.62097.3202.6806.202240.875bicubic
284spnasnet_10090.3709.63097.1602.8404.422240.875bilinear
285ssl_resnet1890.2509.75097.6202.38011.692240.875bilinear
286vgg19_bn90.0909.91097.6102.390143.682240.875bilinear
287vgg16_bn90.0409.96097.3602.640138.372240.875bilinear
288tv_resnet3489.97010.03097.3902.61021.802240.875bilinear
289skresnet1889.76010.24097.3202.68011.962240.875bicubic
290tf_mobilenetv3_large_07589.66010.34097.2802.7203.992240.875bilinear
291vit_deit_tiny_patch16_22489.65010.35097.4402.5605.722240.900bicubic
292mobilenetv2_10089.46010.54097.2002.8003.502240.875bicubic
293resnet18d89.15010.85097.2202.78011.712240.875bicubic
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295regnetx_00489.03010.97097.0902.9105.162240.875bicubic
296tf_mobilenetv3_large_minimal_10088.94011.06096.8103.1903.922240.875bilinear
297legacy_seresnet1888.91011.09096.9903.01011.782240.875bicubic
298vgg13_bn88.84011.16096.9803.020133.052240.875bilinear
299hrnet_w18_small88.81011.19096.9903.01013.192240.875bilinear
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301gluon_resnet18_v1b88.28011.72096.6403.36011.692240.875bicubic
302vgg11_bn87.56012.44096.8003.200132.872240.875bilinear
303regnety_00287.40012.60096.6703.3303.162240.875bicubic
304resnet1887.40012.60096.2803.72011.692240.875bilinear
305vgg1387.06012.94096.2403.760133.052240.875bilinear
306vgg1186.56013.44096.2203.780132.862240.875bilinear
307dla60x_c86.26013.74096.1003.9001.322240.875bilinear
308regnetx_00286.15013.85096.0203.9802.682240.875bicubic
309tf_mobilenetv3_small_10085.35014.65095.6404.3602.542240.875bilinear
310dla46x_c84.43015.57095.3404.6601.072240.875bilinear
311dla46_c83.56016.44094.8905.1101.302240.875bilinear
312tf_mobilenetv3_small_07583.47016.53094.7005.3002.042240.875bilinear
313tf_mobilenetv3_small_minimal_10081.55018.45093.7106.2902.042240.875bilinear