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pytorch-image-models/results/results-sketch.csv

72 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecrop_pctinterpolationtop1_difftop5_diffrank_diff
2eva_giant_patch14_336.clip_ft_in1k71.18028.82090.2919.7091,013.013361.000bicubic-18.296-8.533+2
3eva_giant_patch14_224.clip_ft_in1k70.55929.44190.0049.9961,012.562241.000bicubic-18.540-8.712+3
4eva_giant_patch14_336.m30m_ft_in22k_in1k68.05631.94487.82112.1791,013.013361.000bicubic-21.512-11.131-1
5eva_giant_patch14_560.m30m_ft_in22k_in1k67.48632.51487.46112.5391,014.455601.000bicubic-22.310-11.531-3
6vit_huge_patch14_clip_224.laion2b_ft_in1k67.40932.59087.89512.105632.052241.000bicubic-20.184-10.325+25
7vit_large_patch14_clip_336.laion2b_ft_in1k65.73334.26786.91313.087304.533361.000bicubic-22.115-11.457+21
8vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k65.32134.67986.83613.164632.052241.000bicubic-22.925-11.714+9
9vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k65.26434.73686.76313.237632.463361.000bicubic-23.310-11.897+1
10vit_large_patch14_clip_224.laion2b_ft_in1k64.80835.19286.57313.427304.202241.000bicubic-22.484-11.673+26
11vit_large_patch14_clip_336.openai_ft_in12k_in1k64.06535.93585.90314.097304.533361.000bicubic-24.201-12.629+5
12eva_large_patch14_336.in22k_ft_in1k63.10836.89284.38615.614304.533361.000bicubic-25.556-14.334-5
13vit_large_patch14_clip_224.openai_ft_in1k62.63037.37085.11714.883304.202241.000bicubic-25.222-13.311+14
14vit_large_patch14_clip_224.laion2b_ft_in12k_in1k62.05337.94784.31715.683304.202241.000bicubic-25.837-14.093+12
15vit_large_patch14_clip_336.laion2b_ft_in12k_in1k61.62838.37283.65916.341304.533361.000bicubic-26.554-14.913+6
16vit_large_patch14_clip_224.openai_ft_in12k_in1k61.40238.59883.37416.626304.202241.000bicubic-26.766-15.170+6
17eva_large_patch14_196.in22k_ft_in1k61.11138.88982.77417.226304.141961.000bicubic-26.827-15.718+7
18eva_large_patch14_336.in22k_ft_in22k_in1k60.93839.06282.15517.845304.533361.000bicubic-28.265-16.695-13
19eva_large_patch14_196.in22k_ft_in22k_in1k59.85240.14881.12418.876304.141961.000bicubic-28.734-17.532-10
20ig_resnext101_32x48d58.81041.19081.07618.924828.412240.875bilinear-26.618-16.496+84
21ig_resnext101_32x32d58.38641.61480.38119.619468.532240.875bilinear-26.708-17.057+107
22beitv2_large_patch16_224.in1k_ft_in22k_in1k58.35841.64280.22619.774304.432240.950bicubic-30.028-18.372-9
23ig_resnext101_32x16d57.69042.31079.90520.095194.032240.875bilinear-26.480-17.291+169
24swsl_resnext101_32x16d57.45842.54280.38519.615194.032240.875bilinear-25.888-16.461+230
25beit_large_patch16_384.in22k_ft_in22k_in1k56.89443.10679.22920.771305.003841.000bicubic-31.510-19.379-13
26vit_base_patch16_clip_384.laion2b_ft_in1k56.87543.12579.99420.00686.863841.000bicubic-29.745-18.016+29
27beit_large_patch16_512.in22k_ft_in22k_in1k56.75543.24578.89921.101305.675121.000bicubic-31.843-19.757-19
28swsl_resnext101_32x8d56.43843.56278.94421.05688.792240.875bilinear-27.846-18.232+152
29maxvit_xlarge_tf_384.in21k_ft_in1k56.20743.79378.75021.250475.323841.000bicubic-32.099-19.794-14
30maxvit_xlarge_tf_512.in21k_ft_in1k56.15043.85078.63021.370475.775121.000bicubic-32.388-20.014-19
31maxvit_base_tf_512.in21k_ft_in1k56.08943.91178.59921.401119.885121.000bicubic-32.123-19.933-11
32deit3_huge_patch14_224_in21ft1k55.76444.23677.62422.376632.132241.000bicubic-31.419-20.636+6
33maxvit_base_tf_384.in21k_ft_in1k55.63344.36778.06421.936119.653841.000bicubic-32.289-20.478-8
34vit_base_patch16_clip_224.laion2b_ft_in1k55.41344.58779.04920.95186.572241.000bicubic-30.055-18.527+68
35maxvit_large_tf_512.in21k_ft_in1k55.17144.82977.27622.724212.335121.000bicubic-33.047-21.322-16
36maxvit_large_tf_384.in21k_ft_in1k55.07544.92577.14222.858212.033841.000bicubic-32.917-21.424-13
37convnext_xlarge.fb_in22k_ft_in1k_38454.96545.03576.82823.172350.203841.000bicubic-32.783-21.726-8
38beit_large_patch16_224.in22k_ft_in22k_in1k54.95945.04177.61022.390304.432240.900bicubic-32.517-20.694-6
39ig_resnext101_32x8d54.91845.08277.53422.46688.792240.875bilinear-27.770-19.102+257
40deit3_large_patch16_384_in21ft1k54.87845.12277.37222.628304.763841.000bicubic-32.838-21.140-10
41deit3_large_patch16_224_in21ft1k54.36145.63976.56123.439304.372241.000bicubic-32.616-21.677+4
42swsl_resnext101_32x4d53.60346.39776.34723.65344.182240.875bilinear-29.627-20.413+216
43vit_base_patch16_clip_384.laion2b_ft_in12k_in1k53.49346.50775.66724.33386.863841.000bicubic-33.725-22.367-6
44vit_base_patch16_clip_384.openai_ft_in1k53.08046.92076.65323.34786.863841.000bicubic-33.126-21.221+25
45convnext_large.fb_in22k_ft_in1k_38452.75847.24274.70425.296197.773841.000bicubic-34.714-23.682-12
46vit_large_patch16_384.augreg_in21k_ft_in1k52.75447.24674.69625.304304.723841.000bicubic-34.326-23.604-5
47swinv2_large_window12to24_192to384_22kft1k52.30047.70074.42325.577196.743841.000bicubic-35.158-23.829-13
48convnext_xlarge.fb_in22k_ft_in1k52.22947.77173.95326.047350.202881.000bicubic-35.109-24.375-13
49vit_large_r50_s32_384.augreg_in21k_ft_in1k52.03947.96173.55826.442329.093841.000bicubic-34.145-24.360+21
50vit_large_patch16_224.augreg_in21k_ft_in1k51.83248.16873.69426.306304.332240.900bicubic-34.010-24.130+34
51vit_base_patch16_clip_224.laion2b_ft_in12k_in1k51.76048.24074.63525.36586.572240.950bicubic-34.410-23.119+20
52convnext_base.fb_in22k_ft_in1k_38451.56148.43974.53525.46588.593841.000bicubic-35.233-23.729-1
53tf_efficientnet_l2.ns_jft_in1k_47551.49448.50673.92826.072480.314750.936bicubic-36.740-24.618-35
54vit_base_patch16_clip_384.openai_ft_in12k_in1k51.15348.84774.32825.67286.863840.950bicubic-35.882-23.852-11
55swinv2_base_window12to24_192to384_22kft1k50.97449.02673.31826.68287.923841.000bicubic-36.134-24.918-15
56vit_base_patch16_clip_224.openai_ft_in1k50.93649.06474.85525.14586.572240.900bicubic-34.344-22.551+56
57swinv2_large_window12to16_192to256_22kft1k50.44149.55972.75227.247196.742560.900bicubic-36.495-25.356-10
58swsl_resnext50_32x4d50.43749.56373.36826.63325.032240.875bilinear-31.745-22.862+290
59swin_large_patch4_window12_38450.40449.59672.56427.436196.743841.000bicubic-36.744-25.670-20
60convnext_large.fb_in22k_ft_in1k49.99350.00772.25127.749197.772881.000bicubic-37.023-25.955-16
61tf_efficientnetv2_xl.in21k_ft_in1k49.73450.26672.12027.880208.125121.000bicubic-37.014-25.898-8
62vit_base_patch16_clip_224.openai_ft_in12k_in1k49.69150.30972.87827.12286.572240.950bicubic-36.240-24.846+19
63swsl_resnet5049.54150.45972.33427.66625.562240.875bilinear-31.625-22.762+354
64beitv2_base_patch16_224.in1k_ft_in22k_in1k49.51250.48872.38327.61786.532240.900bicubic-36.968-25.665-4
65vit_base_patch32_clip_224.laion2b_ft_in1k49.06650.93472.57827.42288.222240.900bicubic-33.516-23.624+240
66swin_large_patch4_window7_22448.99151.00971.39128.609196.532240.900bicubic-37.329-26.505-3
67convnext_base.fb_in22k_ft_in1k48.93451.06671.73328.26788.592881.000bicubic-37.346-26.357-2
68swinv2_base_window12to16_192to256_22kft1k48.79651.20471.38728.61387.922560.900bicubic-37.478-26.509-2
69tf_efficientnetv2_l.in21k_ft_in1k48.74551.25571.99028.010118.524801.000bicubic-38.061-26.144-20
70beit_base_patch16_384.in22k_ft_in22k_in1k48.66951.33172.08827.91286.743841.000bicubic-38.131-26.050-20
71swin_base_patch4_window12_38448.55351.44771.81328.18787.903841.000bicubic-37.879-26.245-9
72maxvit_base_tf_512.in1k48.24051.76070.79929.201119.885121.000bicubic-38.358-27.121-16
73vit_large_r50_s32_224.augreg_in21k_ft_in1k48.20351.79770.86829.132328.992240.900bicubic-36.231-26.104+95
74vit_base_patch32_clip_384.laion2b_ft_in12k_in1k47.94452.05670.92329.07788.303841.000bicubic-37.428-26.741+35
75tf_efficientnet_b7.ns_jft_in1k47.80052.20069.64030.36066.356000.949bicubic-39.040-28.454-27
76tf_efficientnet_b6.ns_jft_in1k47.76152.23969.96830.03243.045280.942bicubic-38.691-27.914-15
77vit_base_patch8_224.augreg_in21k_ft_in1k47.73152.26970.92129.07986.582240.900bicubic-38.065-26.869+11
78deit3_base_patch16_384_in21ft1k47.66452.33669.74830.25286.883841.000bicubic-39.080-28.364-24
79vit_base_patch32_clip_448.laion2b_ft_in12k_in1k47.57252.42870.06029.94088.344481.000bicubic-38.212-27.574+10
80tf_efficientnet_l2.ns_jft_in1k47.57052.43070.01929.981480.318000.960bicubic-40.782-28.631-66
81vit_base_patch8_224.augreg2_in21k_ft_in1k47.50152.49970.32229.67886.582240.900bicubic-38.711-27.510-13
82tf_efficientnetv2_m.in21k_ft_in1k47.46652.53470.93929.06154.144801.000bicubic-38.538-27.003-3
83deit3_base_patch16_224_in21ft1k47.37252.62869.77330.22786.592241.000bicubic-38.342-27.971+9
84maxvit_large_tf_512.in1k47.01652.98469.49830.502212.335121.000bicubic-39.502-28.386-27
85convnext_small.fb_in22k_ft_in1k_38446.86153.13969.53030.47050.223841.000bicubic-38.917-28.362+5
86beit_base_patch16_224.in22k_ft_in22k_in1k46.24253.75869.89530.10586.532240.900bicubic-38.994-27.761+32
87vit_base_patch32_clip_384.openai_ft_in12k_in1k46.23653.76469.31230.68888.303840.950bicubic-38.976-28.090+32
88maxvit_base_tf_384.in1k46.22053.78068.52831.472119.653841.000bicubic-40.074-29.276-24
89vit_base_patch16_384.augreg_in21k_ft_in1k45.89454.10668.55731.44386.863841.000bicubic-40.112-29.443-11
90tf_efficientnet_b8.ap_in1k45.77454.22667.91132.08987.416720.954bicubic-39.596-29.479+21
91maxvit_large_tf_384.in1k45.75154.24968.14631.854212.033841.000bicubic-40.485-29.544-24
92vit_base_patch32_clip_224.laion2b_ft_in12k_in1k45.74754.25368.87531.12588.222240.900bicubic-37.559-27.655+164
93tf_efficientnet_b5.ns_jft_in1k45.61554.38567.84232.15830.394560.934bicubic-40.473-29.910-19
94swin_base_patch4_window7_22445.56054.44068.51231.48887.772240.900bicubic-39.692-29.050+21
95mvitv2_large45.28554.71565.19534.805217.992240.900bicubic-39.965-32.019+22
96vit_base_patch16_224.augreg2_in21k_ft_in1k45.11054.89067.42532.57586.572240.900bicubic-39.996-29.955+29
97vit_base_patch32_clip_224.openai_ft_in1k45.03754.96368.45931.54188.222240.900bicubic-36.893-27.509+273
98volo_d5_51244.57255.42865.75534.245296.095121.150bicubic-42.472-32.213-56
99cait_m48_44844.24555.75564.65335.347356.464481.000bicubic-42.239-33.102-40
100deit3_large_patch16_38444.17555.82564.84335.157304.763841.000bicubic-41.635-32.753-13
101volo_d5_44844.09655.90465.06534.935295.914481.150bicubic-42.858-32.873-55
102deit3_huge_patch14_22443.80156.19964.35035.650632.132240.900bicubic-41.403-33.008+19
103convnext_small.fb_in22k_ft_in1k43.60356.39766.44833.55150.222881.000bicubic-41.659-31.236+11
104deit3_large_patch16_22443.52056.48063.57436.426304.372240.900bicubic-41.244-33.464+44
105vit_base_r50_s16_384.orig_in21k_ft_in1k43.51256.48866.78533.21598.953841.000bicubic-41.460-30.503+32
106tf_efficientnet_b4.ns_jft_in1k43.45056.55065.51934.48119.343800.922bicubic-41.713-31.951+17
107deit3_medium_patch16_224_in21ft1k43.27156.72964.89235.10838.852241.000bicubic-41.289-32.296+51
108volo_d5_22443.26156.73964.07735.923295.462240.960bicubic-42.807-33.501-33
109vit_base_patch16_224.augreg_in21k_ft_in1k43.22056.78065.70834.29286.572240.900bicubic-41.312-31.586+50
110volo_d4_44843.13556.86564.11435.886193.414481.150bicubic-43.655-33.768-58
111efficientnet_b5.in12k_ft_in1k42.85857.14265.41934.58130.394481.000bicubic-43.030-32.313-29
112xcit_large_24_p8_384_dist42.83157.16963.40336.597188.933841.000bicubic-43.169-34.283-32
113maxvit_small_tf_512.in1k42.68957.31164.54635.45469.135121.000bicubic-43.399-33.212-40
114xcit_large_24_p8_224_dist42.56757.43363.10036.900188.932241.000bicubic-42.829-34.310-6
115tf_efficientnet_b8.ra_in1k42.50857.49264.85735.14387.416720.954bicubic-42.862-32.437-5
116maxvit_large_tf_224.in1k42.41057.59063.40136.599211.792240.950bicubic-42.516-33.571+23
117cait_m36_38442.39857.60263.32436.676271.223841.000bicubic-43.656-34.406-41
118volo_d4_22442.28457.71663.00037.000192.962240.960bicubic-43.588-34.468-35
119deit3_small_patch16_384_in21ft1k41.94658.05464.54835.45222.213841.000bicubic-42.878-32.938+26
120vit_medium_patch16_gap_384.in12k_ft_in1k41.89558.10563.69236.30839.033840.950bicubic-43.641-33.942-21
121maxvit_tiny_tf_512.in1k41.85258.14863.58636.41431.055121.000bicubic-43.810-33.994-26
122tf_efficientnet_b7.ra_in1k41.43158.56963.01736.98366.356000.949bicubic-43.505-34.186+16
123tf_efficientnet_b7.ap_in1k41.42958.57162.87437.12666.356000.949bicubic-43.691-34.378+1
124tf_efficientnet_b5.ap_in1k41.41858.58262.08437.91630.394560.934bicubic-42.834-34.890+60
125resnetv2_152x4_bitm41.30258.69864.30735.693936.534801.000bilinear-43.614-33.133+16
126tf_efficientnet_b6.ap_in1k41.09958.90162.35537.64543.045280.942bicubic-43.689-34.783+21
127xcit_large_24_p16_384_dist41.02558.97561.23938.761189.103841.000bicubic-44.729-36.299-36
128xcit_large_24_p16_224_dist40.95859.04261.32238.678189.102241.000bicubic-43.960-35.810+12
129tf_efficientnetv2_s.in21k_ft_in1k40.95059.05063.84936.15121.463841.000bicubic-43.352-33.403+50
130tf_efficientnetv2_l.in1k40.94059.06062.00038.000118.524801.000bicubic-44.730-35.474-36
131maxvit_small_tf_384.in1k40.84859.15261.96238.03869.023841.000bicubic-44.686-35.502-31
132maxvit_base_tf_224.in1k40.78159.21961.20238.798119.472240.950bicubic-44.079-35.788+11
133xcit_medium_24_p8_224_dist40.48859.51260.50239.49884.322241.000bicubic-44.584-36.752-3
134tf_efficientnet_b4.ap_in1k40.48459.51661.72338.27719.343800.922bicubic-42.764-34.669+123
135vit_small_r26_s32_384.augreg_in21k_ft_in1k40.47659.52462.73637.26436.473841.000bicubic-43.570-34.592+66
136deit3_base_patch16_22440.37659.62460.18639.81486.592240.900bicubic-43.416-36.398+85
137vit_medium_patch16_gap_256.in12k_ft_in1k40.27459.72661.66838.33238.862560.950bicubic-44.156-35.544+35
138flexivit_large.600ep_in1k40.26059.74060.36539.635304.362400.950bicubic-45.278-37.127-40
139vit_base_patch16_224_miil.in21k_ft_in1k40.16859.83260.88739.11386.542240.875bilinear-44.100-35.915+43
140deit3_small_patch16_224_in21ft1k40.16659.83461.86438.13622.062241.000bicubic-42.904-34.916+132
141regnetz_e840.14259.85861.33038.67057.703201.000bicubic-44.888-35.934-7
142maxvit_rmlp_small_rw_22440.11559.88559.50440.49664.902240.900bicubic-44.369-37.258+22
143flexivit_large.1200ep_in1k40.09359.90760.63839.362304.362400.950bicubic-45.551-36.904-47
144xcit_medium_24_p8_384_dist40.04059.96060.45739.54384.323841.000bicubic-45.776-37.135-59
145flexivit_large.300ep_in1k40.00959.99159.99140.009304.362400.950bicubic-45.271-37.449-32
146maxvit_tiny_tf_384.in1k39.97760.02360.89739.10330.983841.000bicubic-45.129-36.637-20
147xcit_medium_24_p16_384_dist39.90160.09960.10739.89384.403841.000bicubic-45.511-37.299-41
148dm_nfnet_f339.81860.18260.61039.390254.924160.940bicubic-45.704-36.852-47
149convnext_tiny.fb_in22k_ft_in1k_38439.79860.20261.53438.46628.593841.000bicubic-44.282-35.608+47
150cait_s36_38439.76560.23560.47539.52568.373841.000bicubic-45.695-37.005-47
151volo_d3_44839.70260.29859.75840.24286.634481.000bicubic-46.792-37.952-93
152efficientnetv2_rw_m.agc_in1k39.66760.33359.68740.31353.244161.000bicubic-45.141-37.461-6
153xception6539.63560.36560.91139.08939.922990.940bicubic-43.545-35.681+108
154ecaresnet269d39.59460.40660.34339.657102.093521.000bicubic-45.382-36.883-18
155tf_efficientnet_b3.ns_jft_in1k39.58460.41661.45338.54712.233000.904bicubic-44.464-35.457+45
156dm_nfnet_f639.57860.42260.91139.089438.365760.956bicubic-46.566-36.819-84
157dm_nfnet_f539.50860.49260.22739.773377.215440.954bicubic-46.306-37.261-71
158volo_d3_22439.48860.51259.87340.12786.332240.960bicubic-45.920-37.407-51
159convnext_large.fb_in1k39.46060.54059.19240.808197.772881.000bicubic-45.386-38.020-15
160deit3_base_patch16_38439.40760.59358.94041.06086.883841.000bicubic-45.665-38.338-29
161xcit_small_24_p8_224_dist39.30560.69559.40440.59647.632241.000bicubic-45.571-37.784-19
162xcit_medium_24_p16_224_dist39.27260.72859.45740.54384.402241.000bicubic-45.002-37.483+19
163efficientnet_b4.ra2_in1k39.07960.92159.60840.39219.343841.000bicubic-44.349-36.988+79
164xcit_small_24_p8_384_dist39.00160.99959.17240.82847.633841.000bicubic-46.555-38.400-67
165tresnet_v2_l38.99561.00559.47140.52946.172240.875bilinear-44.907-37.021+44
166resnetv2_152x2_bit_teacher_38438.97961.02162.44037.560236.343841.000bicubic-44.865-34.678+48
167maxvit_small_tf_224.in1k38.88161.11959.17440.82668.932240.950bicubic-45.553-37.990+4
168coatnet_rmlp_2_rw_22438.84361.15758.03041.97073.882240.950bicubic-45.757-38.706-13
169vit_base_patch32_384.augreg_in21k_ft_in1k38.79461.20660.32939.67188.303841.000bicubic-44.556-36.507+83
170tf_efficientnetv2_m.in1k38.72061.28059.80940.19154.144801.000bicubic-46.488-37.559-50
171eca_nfnet_l238.66461.33659.44540.55556.723841.000bicubic-46.033-37.819-20
172mvitv2_small38.58061.42058.12341.87734.872240.900bicubic-45.188-38.447+51
173xcit_small_12_p8_384_dist38.54961.45158.79941.20126.213841.000bicubic-46.539-38.483-44
174xcit_small_24_p16_384_dist38.50361.49758.38441.61647.673841.000bicubic-46.595-38.926-47
175mvitv2_base38.45661.54457.93042.07051.472240.900bicubic-45.966-38.934-2
176xcit_small_12_p8_224_dist38.37261.62858.79141.20926.212241.000bicubic-45.860-37.987+10
177tf_efficientnet_b5.ra_in1k38.35661.64459.91340.08730.394560.934bicubic-45.456-36.835+41
178deit_base_distilled_patch16_38438.26061.74057.78342.21787.633841.000bicubic-47.162-39.549-73
179dm_nfnet_f438.22461.77658.62641.374316.075120.951bicubic-47.490-38.894-86
180xcit_large_24_p8_22438.11461.88657.87342.127188.932241.000bicubic-46.278-38.783-4
181vit_base_patch16_384.orig_in21k_ft_in1k38.09961.90160.42839.57286.863841.000bicubic-46.111-36.790+7
182resnetv2_152x2_bitm37.98562.01561.13538.865236.344481.000bilinear-46.525-36.297-20
183pvt_v2_b437.94162.05958.20741.79362.562240.900bicubic-45.775-38.513+45
184cait_s24_38437.87362.12758.07941.92147.063841.000bicubic-47.173-39.267-51
185resnet152d37.85762.14358.35641.64460.213201.000bicubic-45.823-38.382+48
186resnetrs42037.74762.25358.21541.785191.894161.000bicubic-47.261-38.909-51
187xcit_small_24_p16_224_dist37.71762.28357.36042.64047.672241.000bicubic-46.145-39.368+25
188deit3_medium_patch16_22437.71262.28857.08742.91338.852240.900bicubic-45.368-39.205+82
189resnetrs35037.67662.32458.08341.917163.963841.000bicubic-47.044-38.905-40
190pit_b_distilled_22437.59062.41057.23842.76274.792240.900bicubic-46.554-39.618+4
191xcit_small_12_p16_384_dist37.57662.42457.76942.23126.253841.000bicubic-47.130-39.349-41
192pvt_v2_b537.52762.47357.26242.73881.962240.900bicubic-46.213-39.450+33
193resnet200d37.50562.49558.29741.70364.693201.000bicubic-46.457-38.526+12
194maxvit_rmlp_tiny_rw_25637.39362.60757.18742.81329.152560.950bicubic-46.839-39.689-7
195resnetv2_152x2_bit_teacher37.32462.67659.39040.610236.342240.875bicubic-45.538-37.178+88
196resnest269e37.31562.68557.46842.532110.934160.928bicubic-47.203-39.468-36
197convnext_base.fb_in1k37.30762.69357.31742.68388.592881.000bicubic-47.127-39.503-28
198resmlp_big_24_224_in22ft1k37.24462.75658.18441.816129.142240.875bicubic-47.150-38.699-24
199vit_small_r26_s32_224.augreg_in21k_ft_in1k37.23462.76659.06040.94036.432240.900bicubic-44.624-36.962+173
200cait_s24_22437.15362.84756.72443.27646.922241.000bicubic-46.299-39.840+41
201efficientformer_l737.12662.87456.89643.10482.232240.950bicubic-46.260-39.644+49
202pvt_v2_b337.11462.88657.33142.66945.242240.900bicubic-46.012-39.225+65
203volo_d1_38437.08362.91757.13042.87026.783841.000bicubic-48.167-40.066-87
204vit_base_patch32_224.augreg_in21k_ft_in1k37.07762.92359.29440.70688.222240.900bicubic-43.647-36.274+246
205tf_efficientnet_b3.ap_in1k37.05562.94557.24042.76012.233000.904bicubic-44.767-38.384+169
206efficientnetv2_rw_s.ra2_in1k37.04962.95156.81443.18623.943841.000bicubic-46.759-39.910+13
207maxvit_tiny_tf_224.in1k37.01662.98456.90243.09830.922240.950bicubic-46.382-39.686+39
208swinv2_base_window16_25636.99663.00456.13843.86287.922560.900bicubic-47.598-40.936-52
209regnetz_040h36.97363.02757.28542.71528.943201.000bicubic-47.521-39.721-46
210xcit_small_12_p16_224_dist36.97363.02756.73343.26726.252241.000bicubic-46.377-39.681+43
211volo_d1_22436.88463.11656.63943.36126.632240.960bicubic-47.280-40.137-18
212seresnet152d36.79063.21056.71843.28266.843201.000bicubic-47.572-40.322-34
213maxxvit_rmlp_small_rw_25636.70563.29556.02243.97866.012560.950bicubic-47.923-41.040-60
214seresnext101d_32x8d36.64163.35956.33643.66493.592881.000bicubic-47.730-40.580-37
215volo_d2_22436.59563.40556.46843.53258.682240.960bicubic-48.601-40.720-93
216xception65p36.55663.44456.42943.57139.822990.940bicubic-46.574-40.051+50
217seresnextaa101d_32x8d36.52763.47356.40343.59793.592881.000bicubic-48.041-40.667-60
218regnetz_d3236.44463.55657.37242.62827.583200.950bicubic-47.578-39.494-16
219efficientnet_b3.ra2_in1k36.42063.58056.84543.15512.233201.000bicubic-45.822-39.269+122
220cait_xs24_38436.41663.58456.94443.05626.673841.000bicubic-47.645-39.945-23
221volo_d2_38436.41663.58456.31143.68958.873841.000bicubic-49.620-41.261-144
222deit_base_distilled_patch16_22436.39763.60356.61743.38387.342240.900bicubic-46.991-39.871+26
223resnetv2_101x3_bitm36.38163.61959.07040.930387.934481.000bilinear-48.059-38.312-56
224gcvit_base36.37163.62955.89644.10490.322240.875bicubic-48.077-41.186-58
225resnetrs27036.32063.68056.56243.438129.863521.000bicubic-48.114-40.408-55
226tresnet_m36.28563.71555.79644.20431.392240.875bilinear-46.795-40.322+45
227mixer_b16_224_miil36.26963.73155.96544.03559.882240.875bilinear-46.039-39.751+109
228convnext_small.fb_in1k36.25163.74955.91444.08650.222881.000bicubic-47.455-40.896+3
229tf_efficientnet_b2.ns_jft_in1k36.18363.81757.55142.4499.112600.890bicubic-46.197-38.697+96
230deit3_small_patch16_38436.18363.81755.56444.43622.213841.000bicubic-47.243-41.112+14
231mvitv2_tiny36.16163.83955.12844.87224.172240.900bicubic-46.243-41.028+90
232resnet15236.08663.91455.55044.45060.192240.950bicubic-46.736-40.576+53
233regnetz_04036.05163.94955.74544.25527.123201.000bicubic-48.185-41.187-48
234ecaresnet101d36.00463.99656.16543.83544.572240.875bicubic-46.168-39.881+114
235dm_nfnet_f236.00463.99655.45644.544193.783520.920bicubic-49.060-41.784-102
236resnest200e35.93164.06955.84944.15170.203200.909bicubic-47.901-41.045-19
237swsl_resnet1835.85864.14258.45541.54511.692240.875bilinear-37.418-33.279+505
238sequencer2d_l35.82564.17555.71244.28854.302240.875bicubic-47.581-40.794+6
239eca_nfnet_l135.82364.17755.95744.04341.413201.000bicubic-48.187-41.071-35
240vit_base_patch16_224.orig_in21k_ft_in1k35.76864.23257.39042.61086.572240.900bicubic-46.018-38.732+138
241gcvit_small35.74664.25454.82145.17951.092240.875bicubic-48.138-41.837-30
242vit_relpos_medium_patch16_cls_224.sw_in1k35.74064.26054.91845.08238.762240.900bicubic-46.822-41.252+68
243xcit_small_24_p8_22435.54664.45454.78845.21247.632241.000bicubic-48.292-41.848-27
244xcit_small_12_p8_22435.52064.48055.51144.48926.212241.000bicubic-47.824-40.969+10
245xcit_large_24_p16_22435.52064.48054.76045.240189.102241.000bicubic-47.376-41.122+37
246flexivit_base.1200ep_in1k35.51964.48153.84346.15786.592400.950bicubic-49.145-43.149-94
247vit_small_patch16_384.augreg_in21k_ft_in1k35.47964.52157.54942.45122.203841.000bicubic-48.323-39.553-27
248xcit_medium_24_p8_22435.44664.55454.82745.17384.322241.000bicubic-48.288-41.567-23
249swinv2_small_window16_25635.44664.55454.64145.35949.732560.900bicubic-48.760-42.230-59
250swinv2_base_window8_25635.44464.55654.61745.38387.922560.900bicubic-48.818-42.305-67
251resnest101e35.37364.62755.78044.22048.282560.875bilinear-47.517-40.540+31
252convit_base35.31464.68654.92745.07386.542240.875bicubic-46.974-41.081+87
253efficientformer_l335.26364.73754.48745.51331.412240.950bicubic-47.287-41.761+58
254xcit_tiny_24_p8_224_dist35.25364.74755.25844.74212.112241.000bicubic-47.309-40.809+55
255edgenext_base35.20864.79255.12844.87218.513201.000bicubic-48.752-41.640-49
256flexivit_base.600ep_in1k35.13764.86353.66246.33886.592400.950bicubic-49.381-43.324-95
257twins_svt_large35.08664.91454.72145.27999.272240.900bicubic-48.592-41.873-23
258repvgg_b3g435.04364.95754.77245.22883.832240.875bilinear-45.169-40.338+233
259repvgg_b335.04364.95754.54245.458123.092240.875bilinear-45.449-40.718+205
260regnetz_d834.99865.00255.93944.06123.373201.000bicubic-49.052-41.059-62
261dm_nfnet_f134.99065.01054.10845.892132.633200.910bicubic-49.636-42.992-107
262xcit_tiny_24_p8_384_dist34.92565.07555.15344.84712.113841.000bicubic-48.815-41.481-38
263regnetz_d8_evos34.89865.10355.25844.74223.463200.950bicubic-49.152-41.736-64
264resnet101d34.87265.12854.20245.79844.573201.000bicubic-48.150-42.244+12
265coatnet_1_rw_22434.84065.15953.42646.57441.722240.950bicubic-48.768-42.962-30
266swin_s3_base_22434.79765.20353.70746.29371.132240.900bicubic-49.133-42.955-59
267flexivit_base.300ep_in1k34.79765.20353.17146.82986.592400.950bicubic-49.597-43.949-91
268coatnet_rmlp_1_rw_22434.79565.20553.95146.04941.692240.950bicubic-48.563-42.505-17
269maxvit_tiny_rw_22434.78965.21153.34746.65329.062240.950bicubic-48.715-43.154-30
270resmlp_big_24_distilled_22434.78865.21354.63745.363129.142240.875bicubic-48.800-42.011-34
271seresnext101_32x8d34.78865.21353.46246.53893.572881.000bicubic-49.404-43.412-80
272vit_relpos_base_patch16_clsgap_224.sw_in1k34.72865.27254.21845.78286.432240.900bicubic-48.034-41.956+18
273sequencer2d_m34.70965.29153.99846.00238.312240.875bicubic-48.097-42.270+15
274vit_base_patch16_rpn_224.in1k34.70565.29554.65845.34286.542240.900bicubic-47.497-41.338+71
275resnet10134.68165.31954.31845.68244.552240.950bicubic-47.257-41.436+94
276deit3_small_patch16_22434.67765.32353.15946.84122.062240.900bicubic-46.709-42.291+130
277vit_large_patch32_384.orig_in21k_ft_in1k34.67365.32655.72944.271306.633841.000bicubic-46.833-40.363+118
278dm_nfnet_f034.61865.38254.67245.32871.492560.900bicubic-48.767-41.900-29
279vit_relpos_base_patch16_224.sw_in1k34.61165.38954.28745.71386.432240.900bicubic-47.873-41.855+37
280ssl_resnext101_32x16d34.60365.39755.93144.069194.032240.875bilinear-47.241-40.165+93
281repvgg_b2g434.58765.41354.78245.21861.762240.875bilinear-44.779-39.906+258
282resnetv2_10134.58365.41753.15546.84544.542240.950bicubic-47.447-42.705+77
283gcvit_tiny34.56765.43353.24546.75528.222240.875bicubic-48.833-43.153-38
284resnetrs20034.50565.49654.28345.71793.213201.000bicubic-49.943-42.561-119
285resnest50d_4s2x40d34.35565.64554.72545.27530.422240.875bicubic-46.753-40.833+139
286resnetrs15234.35565.64553.56246.43886.623201.000bicubic-49.357-43.052-56
287pvt_v2_b2_li34.30865.69254.09445.90622.552240.900bicubic-47.888-42.010+59
288crossvit_18_dagger_40834.25165.74953.09246.90844.614081.000bicubic-49.945-43.726-98
289xcit_medium_24_p16_22434.24365.75753.15946.84184.402241.000bicubic-48.393-42.817+10
290tf_efficientnet_b1.ns_jft_in1k34.15765.84355.48944.5117.792400.882bicubic-47.231-40.249+115
291efficientnetv2_rw_t.ra2_in1k34.15565.84553.13146.86913.652881.000bicubic-48.193-43.065+38
292twins_pcpvt_large34.11165.88854.12845.87260.992240.900bicubic-49.029-42.470-28
293tf_efficientnet_b4.aa_in1k34.06465.93654.19845.80219.343800.922bicubic-48.958-42.102-16
294ssl_resnext101_32x8d34.01765.98355.60144.39988.792240.875bilinear-47.599-40.437+93
295nfnet_l034.00265.99954.36545.63535.072881.000bicubic-48.748-42.151-4
296tf_efficientnet_b6.aa_in1k33.99866.00254.54445.45643.045280.942bicubic-50.112-42.342-101
297efficientnet_b3_pruned.in1k33.99666.00454.10845.8929.863000.904bicubic-46.862-41.134+148
298xcit_small_24_p16_22433.99666.00453.28546.71547.672241.000bicubic-48.584-42.719+9
299regnety_16033.97666.02453.54646.45483.592881.000bicubic-49.710-43.230-67
300gc_efficientnetv2_rw_t.agc_in1k33.95266.04853.22046.78013.682881.000bicubic-48.512-43.078+18
301pit_s_distilled_22433.93966.06153.26546.73524.042240.900bicubic-48.057-42.533+60
302swinv2_cr_small_ns_22433.84266.15852.61847.38249.702240.900bicubic-49.646-43.868-62
303resnext101_64x4d33.83366.16852.16647.83483.462881.000bicubic-49.315-44.206-41
304xcit_small_12_p16_22433.77666.22553.23346.76726.252241.000bicubic-48.199-42.583+59
305swin_s3_small_22433.70566.29552.39647.60449.742240.900bicubic-50.065-44.054-83
306resnetv2_50x3_bitm33.66066.34155.88244.118217.324481.000bilinear-50.354-41.242-103
307swinv2_small_window8_25633.64666.35452.81347.18749.732560.900bicubic-50.210-43.827-94
308resnet51q33.56366.43753.02146.97935.702881.000bilinear-48.797-43.159+19
309xcit_tiny_24_p16_384_dist33.51066.49052.77447.22612.123841.000bicubic-49.060-43.512-1
310vit_relpos_medium_patch16_224.sw_in1k33.49866.50252.60147.39938.752240.900bicubic-48.968-43.487+7
311regnety_08033.46766.53352.94747.05339.182881.000bicubic-50.465-43.941-104
312cs3edgenet_x33.45166.54952.92147.07947.822881.000bicubic-49.251-43.449-18
313sequencer2d_s33.42666.57452.39847.60227.652240.875bicubic-48.916-43.632+18
314convmixer_1536_2033.42066.58053.02746.97351.632240.960bicubic-47.956-42.587+94
315regnety_03233.41266.58852.75447.24619.442881.000bicubic-49.312-43.670-23
316crossvit_18_24033.40066.60052.24147.75943.272400.875bicubic-49.000-43.813+6
317vit_srelpos_medium_patch16_224.sw_in1k33.37166.62952.46147.53938.742240.900bicubic-48.865-43.473+25
318tf_efficientnetv2_b3.in21k_ft_in1k33.36566.63554.93345.06714.363000.900bicubic-49.307-41.691-21
319gernet_l33.35766.64351.90148.09931.082560.875bilinear-47.997-43.635+90
320crossvit_15_dagger_40833.33166.66952.19447.80628.504081.000bicubic-50.507-44.588-105
321crossvit_18_dagger_24033.29066.71052.19847.80244.272400.875bicubic-49.228-44.162-6
322tresnet_xl33.25766.74352.29447.70678.442240.875bilinear-48.797-43.642+35
323jx_nest_base33.21466.78751.81148.18967.722240.875bicubic-50.339-44.559-86
324convnext_tiny.fb_in1k33.16466.83652.67247.32828.592881.000bicubic-49.536-43.464-29
325resnest50d_1s4x24d33.14766.85352.83947.16125.682240.875bicubic-47.841-42.483+108
326convnext_nano.in12k_ft_in1k33.11966.88153.97046.03015.592881.000bicubic-49.739-42.586-42
327vit_relpos_medium_patch16_rpn_224.sw_in1k33.10366.89752.35347.64738.732240.900bicubic-49.195-43.621+10
328resnet61q33.09766.90351.75448.24636.852881.000bicubic-49.427-44.376-15
329maxxvit_rmlp_nano_rw_25633.08866.91251.85448.14616.782560.950bicubic-49.942-44.490-54
330jx_nest_small33.04266.95751.06248.93838.352240.875bicubic-50.078-45.266-62
331crossvit_base_24033.03366.96751.39448.606105.032400.875bicubic-49.183-44.436+13
332twins_pcpvt_base33.02166.97952.48547.51543.832240.900bicubic-49.687-43.861-39
333pvt_v2_b233.01566.98552.03747.96325.362240.900bicubic-49.061-43.925+21
334xcit_tiny_24_p16_224_dist32.98967.01152.05647.94412.122241.000bicubic-47.457-43.162+137
335rexnet_20032.98767.01352.93947.06116.372240.875bicubic-48.645-42.729+50
336resnest50d32.97267.02852.71347.28727.482240.875bilinear-48.002-42.665+98
337tf_efficientnetv2_s.in1k32.91567.08551.72648.27421.463841.000bicubic-50.979-44.972-127
338convit_small32.91367.08752.12347.87727.782240.875bicubic-48.513-43.621+63
339crossvit_15_dagger_24032.90367.09751.78348.21728.212400.875bicubic-49.429-44.735-6
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524levit_25628.74571.25546.72353.27718.892240.900bicubic-52.765-48.767-130
525tf_efficientnet_lite3.in1k28.66071.34047.35452.6468.203000.904bilinear-51.160-47.560-10
526gluon_seresnext50_32x4d28.65171.34946.43653.56427.562240.875bicubic-51.267-48.386-21
527skresnet3428.64571.35547.95352.04722.282240.875bicubic-48.267-45.369+147
528hrnet_w4028.64171.35947.45452.54657.562240.875bilinear-50.279-47.016+44
529darknetaa5328.63971.36146.94553.05536.022881.000bilinear-51.883-48.377-69
530mobilevitv2_175_384_in22ft1k28.61571.38547.14452.85614.253841.000bicubic-54.327-49.282-251
531swinv2_tiny_window8_25628.61371.38746.17753.82328.352560.900bicubic-53.193-49.817-155
532halonet50ts28.57871.42246.16753.83322.732560.940bicubic-53.066-49.441-149
533tf_efficientnetv2_b0.in1k28.56671.43447.07952.9217.142240.875bicubic-49.790-46.945+72
534tv_resnet15228.53371.46747.11852.88260.192240.875bilinear-49.779-46.920+73
535xcit_tiny_12_p16_22428.52371.47747.40352.5976.722241.000bicubic-48.597-46.309+127
536repvgg_b228.42771.57347.03852.96289.022240.875bilinear-50.365-47.376+44
537hrnet_w4828.41371.58747.58652.41477.472240.875bilinear-50.887-46.926+9
538swinv2_cr_tiny_ns_22428.37771.62345.92054.08028.332240.900bicubic-53.413-49.904-161
539gluon_resnext50_32x4d28.37571.62445.32854.67225.032240.875bicubic-50.978-49.098+1
540efficientnet_b2_pruned.in1k28.36271.63847.05152.9498.312600.890bicubic-51.554-47.805-34
541tf_efficientnet_b0.ap_in1k28.34671.65447.53152.4695.292240.875bicubic-48.740-45.725+124
542seresnet33ts28.34071.66047.75752.24319.782560.900bicubic-52.012-47.349-64
543darknet5328.31771.68346.87353.12741.612881.000bicubic-52.218-48.547-85
544tf_efficientnet_cc_b0_4e.in1k28.31571.68547.36452.63613.312240.875bicubic-48.991-45.970+109
545dla102x228.31571.68546.76153.23941.282240.875bilinear-51.133-47.879-8
546dla16928.31371.68747.39152.60953.392240.875bilinear-50.375-46.945+40
547mixnet_xl.ra_in1k28.28771.71346.70253.29811.902240.875bicubic-52.189-48.234-82
548gluon_resnet50_v1d28.24671.75445.87854.12225.582240.875bicubic-50.828-48.592+17
549wide_resnet101_228.10871.89246.40153.599126.892240.875bilinear-50.748-47.881+26
550gluon_resnet101_v1c28.10471.89645.96154.03944.572240.875bicubic-51.430-48.617-20
551regnetx_32028.09371.90745.12654.874107.812240.875bicubic-52.153-49.900-62
552densenet16128.08171.91946.64153.35928.682240.875bicubic-49.277-46.997+101
553regnety_32028.05971.94145.44454.556145.052240.875bicubic-52.751-49.800-106
554mobilevitv2_17528.03471.96646.09353.90714.252560.888bicubic-52.826-49.162-110
555gernet_s28.02271.97846.72353.2778.172240.875bilinear-48.894-46.409+118
556efficientnet_el_pruned.in1k28.01671.98446.79053.21010.593000.904bicubic-52.284-48.428-71
557levit_19228.01671.98445.88054.12010.952240.900bicubic-51.826-48.906-44
558vit_base_patch16_224.augreg_in1k27.96372.03745.72554.27586.572240.900bicubic-51.191-48.375+1
559xception4127.88872.11245.89054.11026.972990.903bicubic-50.628-48.388+32
560regnetx_16027.81772.18345.61754.38354.282240.875bicubic-52.039-49.213-49
561tf_inception_v327.78472.21645.72154.27923.832990.875bicubic-50.076-47.919+71
562res2net101_26w_4s27.76872.23245.17954.82145.212240.875bilinear-51.430-49.253-5
563tf_efficientnetv2_b1.in1k27.76072.24046.58053.4208.142400.882bicubic-51.702-48.142-28
564vit_base_patch16_224.sam27.70972.29145.10654.89486.572240.900bicubic-52.533-49.650-74
565fbnetv3_b.ra2_in1k27.67672.32446.98953.0118.602560.950bilinear-51.474-47.757-5
566repvgg_b127.65672.34446.53153.46957.422240.875bilinear-50.710-47.567+38
567hrnet_w4427.62172.37945.83754.16367.062240.875bilinear-51.275-48.531+7
568mobilevitv2_20027.61572.38545.76254.23818.452560.888bicubic-53.521-49.604-147
569gcresnet33ts27.59172.40946.19153.80919.882560.900bicubic-52.491-48.807-70
570inception_v327.55672.44445.26754.73323.832990.875bicubic-49.884-48.209+80
571resmlp_24_22427.52172.47945.69654.30430.022240.875bicubic-51.853-48.851-33
572pit_xs_22427.49172.50945.90054.10010.622240.900bicubic-50.691-48.268+41
573regnetx_08027.40572.59545.00254.99839.572240.875bicubic-51.789-49.558-15
574hrnet_w3027.38172.61946.55453.44637.712240.875bilinear-50.825-47.668+38
575hrnet_w3227.36972.63145.99454.00641.232240.875bilinear-51.081-48.192+22
576convnext_pico.d1_in1k27.35472.64645.64854.3529.052880.950bicubic-53.072-49.410-103
577vit_small_patch16_384.augreg_in1k27.32872.67246.11453.88622.203841.000bicubic-53.792-49.460-155
578gluon_resnet50_v1s27.32672.67445.22254.77825.682240.875bicubic-51.386-49.016+5
579convnext_pico_ols.d1_in1k27.30572.69545.64454.3569.062881.000bicubic-53.159-49.598-112
580densenet20127.26572.73546.22253.77820.012240.875bicubic-50.021-47.256+75
581densenetblur121d27.22872.77246.29953.7018.002240.875bicubic-49.360-46.893+103
582efficientnet_b1_pruned.in1k27.18172.81945.87254.1286.332400.882bicubic-51.055-47.962+29
583tf_efficientnetv2_b2.in1k27.16372.83744.57055.43010.102600.890bicubic-53.045-50.472-90
584vit_base_patch32_224.augreg_in1k27.14172.85945.17554.82588.222240.900bicubic-47.763-46.603+136
585resnet33ts27.13472.86645.33854.66219.682560.900bicubic-52.080-49.236-30
586resnetrs5027.11072.89045.02954.97135.692240.910bicubic-52.782-49.939-78
587rexnet_13027.09472.90645.93354.0677.562240.875bicubic-52.406-48.749-56
588res2net50_26w_8s27.07872.92144.42855.57248.402240.875bilinear-52.122-49.940-32
589dla102x27.06172.93945.47454.52626.312240.875bilinear-51.449-48.754+3
590resnet32ts27.03772.96345.25354.74717.962560.900bicubic-51.967-49.103-22
591gmixer_24_22427.02772.97244.36155.63924.722240.875bicubic-51.008-49.303+29
592tv_resnet10126.96373.03745.23454.76644.552240.875bilinear-50.411-48.306+60
593resnext50d_32x4d26.87673.12444.43655.56425.052240.875bicubic-52.800-50.430-68
594regnetx_12026.86873.13244.68255.31846.112240.875bicubic-52.728-50.056-66
595rexnet_10026.83173.16945.36954.6314.802240.875bicubic-51.027-48.501+38
596densenet16926.82973.17145.37354.62714.152240.875bicubic-49.077-47.653+101
597legacy_seresnext101_32x4d26.81173.18943.49756.50348.962240.875bilinear-53.417-51.521-106
598tinynet_a.in1k26.80773.19345.09854.9026.191920.875bicubic-50.845-48.438+40
599regnety_12026.78873.21244.45455.54651.822240.875bicubic-53.578-50.672-122
600regnetx_06426.78473.21644.92755.07326.212240.875bicubic-52.288-49.531-34
601regnetx_03226.70373.29745.23654.76415.302240.875bicubic-51.469-48.852+13
602legacy_seresnet15226.67673.32443.94756.05366.822240.875bilinear-51.984-50.423-15
603densenet12126.66473.33645.90054.1007.982240.875bicubic-48.914-46.752+100
604efficientnet_es.ra_in1k26.62173.37945.11254.8885.442240.875bicubic-51.445-48.814+15
605res2net50_26w_6s26.59573.40543.99056.01037.052240.875bilinear-51.975-50.134-15
606repvgg_b1g426.57973.42145.08454.91639.972240.875bilinear-51.015-48.742+37
607dla60x26.55273.44845.02354.97717.352240.875bilinear-51.694-48.995+1
608coat_lite_tiny26.50773.49344.64455.3565.722240.900bicubic-51.005-49.272+39
609tf_efficientnet_b0.aa_in1k26.48573.51545.64654.3545.292240.875bicubic-50.363-47.582+66
610res2net50_14w_8s26.48373.51744.37155.62925.062240.875bilinear-51.667-49.477+5
611mobilenetv3_large_100.miil_in21k_ft_in1k26.48173.51944.47355.5275.482240.875bilinear-51.435-48.437+16
612gluon_resnet50_v1b26.43673.56444.03555.96525.562240.875bicubic-51.144-49.681+33
613tf_efficientnet_el.in1k26.35773.64344.17555.82510.593000.904bicubic-53.893-50.953-125
614lambda_resnet26t26.34873.65344.40855.59210.962560.940bicubic-52.749-50.184-52
615levit_12826.33273.66844.09655.9049.212240.900bicubic-52.154-49.914-22
616resmlp_big_24_22426.31873.68243.55656.444129.142240.875bicubic-54.710-51.466-186
617resmlp_12_distilled_22426.31473.68644.87455.12615.352240.875bicubic-51.630-48.684+9
618regnetx_04026.24373.75744.43855.56222.122240.875bicubic-52.239-49.806-24
619mobilevitv2_15026.19073.81043.76456.23610.592560.888bicubic-54.186-51.296-144
620crossvit_9_dagger_24026.18373.81744.54455.4568.782400.875bicubic-50.797-49.066+49
621vit_small_patch32_224.augreg_in21k_ft_in1k26.15173.84945.10454.89622.882240.900bicubic-49.839-48.168+73
622dpn6826.12973.87144.22855.77212.612240.875bicubic-50.189-48.750+68
623efficientnet_b1.ft_in1k26.06173.93944.08055.9207.792561.000bicubic-52.733-50.262-44
624mobilevitv2_12526.02973.97143.67056.3307.482560.888bicubic-53.655-51.180-101
625lambda_resnet26rpt_25626.02573.97544.18855.81210.992560.940bicubic-52.945-50.242-55
626hrnet_w1825.98674.01444.81355.18721.302240.875bilinear-50.772-48.631+52
627hardcorenas_f25.95174.04944.22055.7808.202240.875bilinear-52.153-49.582-10
628vit_small_patch16_224.augreg_in1k25.94974.05143.98856.01222.052240.900bicubic-52.897-50.296-52
629resnet3425.88874.11243.98256.01821.802240.875bilinear-49.222-48.302+86
630res2net50_26w_4s25.86674.13443.15556.84525.702240.875bilinear-52.098-50.699-5
631resnet26t25.85274.14843.95356.04716.012560.940bicubic-52.030-49.888-2
632tresnet_m_44825.85274.14842.87457.12631.394480.875bilinear-55.862-52.698-252
633coat_tiny25.84374.15743.27656.7245.502240.900bicubic-52.591-50.761-34
634hardcorenas_c25.81574.18544.77255.2285.522240.875bilinear-51.239-48.386+32
635gluon_resnet50_v1c25.78474.21643.03156.96925.582240.875bicubic-52.228-50.957-13
636halonet26t25.76474.23643.22956.77112.482560.950bicubic-53.336-51.083-75
637selecsls6025.72974.27244.06555.93530.672240.875bicubic-52.254-49.764-13
638hardcorenas_e25.66274.33843.41256.5888.072240.875bilinear-52.132-50.282-2
639dla60_res2net25.65274.34843.59956.40120.852240.875bilinear-52.812-50.607-43
640dla60_res2next25.64074.36043.67056.33017.032240.875bilinear-52.800-50.482-42
641poolformer_s1225.63074.37044.13755.86311.922240.900bicubic-51.600-49.367+18
642ecaresnet26t25.53874.46243.66056.34016.013200.950bicubic-54.316-51.424-130
643resmlp_12_22425.51874.48244.32455.67615.352240.875bicubic-51.136-48.856+37
644convnext_femto.d1_in1k25.51674.48443.68356.3175.222880.950bicubic-53.188-50.751-60
645mixnet_l.ft_in1k25.51274.48843.45556.5457.332240.875bicubic-53.464-50.727-76
646tf_efficientnet_lite1.in1k25.49974.50143.58556.4155.422400.882bicubic-51.143-49.641+35
647eca_halonext26ts25.47974.52143.19456.80610.762560.940bicubic-54.007-51.404-115
648cs3darknet_focus_m25.47574.52543.75056.2509.302880.950bicubic-51.803-50.220+9
649bat_resnext26ts25.46374.53743.21056.79010.732560.900bicubic-52.779-50.890-39
650tv_resnext50_32x4d25.45574.54542.78757.21325.032240.875bilinear-52.165-50.909-9
651botnet26t_25625.44474.55642.63657.36412.492560.950bicubic-53.828-51.892-100
652repvgg_a225.43674.56443.93956.06128.212240.875bilinear-51.024-49.065+36
653tf_mixnet_l.in1k25.42274.57842.53457.4667.332240.875bicubic-53.352-51.464-72
654hardcorenas_b25.40274.59844.19055.8105.182240.875bilinear-51.136-48.564+31
655res2next5025.38974.61142.50857.49224.672240.875bilinear-52.857-51.384-46
656convnext_femto_ols.d1_in1k25.38774.61343.15356.8475.232880.950bicubic-53.547-51.379-85
657legacy_seresnet10125.33474.66642.82557.17549.332240.875bilinear-53.048-51.439-54
658selecsls60b25.33274.66843.55956.44132.772240.875bicubic-53.080-50.615-57
659resnetv2_50x1_bitm25.32474.67645.35954.64125.554481.000bilinear-55.018-50.325-180
660dla10225.31674.68443.82756.17333.272240.875bilinear-52.716-50.119-39
661hardcorenas_d25.30074.70043.12156.8797.502240.875bilinear-52.132-50.363-10
662resnest14d25.28474.71644.11455.88610.612240.875bilinear-50.222-48.404+43
663legacy_seresnext50_32x4d25.21074.79041.93658.06427.562240.875bilinear-53.868-52.500-99
664mixer_b16_22425.12174.87941.22958.77159.882240.875bicubic-51.479-50.999+18
665res2net50_48w_2s25.02774.97342.20857.79225.292240.875bilinear-52.495-51.346-19
666efficientnet_b0.ra_in1k25.01574.98542.78757.2135.292240.875bicubic-52.683-50.745-29
667gluon_resnet34_v1b24.93975.06142.24357.75721.802240.875bicubic-49.649-49.747+60
668mobilenetv2_120d.ra_in1k24.93775.06343.05856.9425.832240.875bicubic-52.347-50.434-12
669dla6024.93375.06743.29656.70422.042240.875bilinear-52.099-50.022-2
670eca_botnext26ts_25624.87075.13042.94657.05410.592560.950bicubic-54.404-51.668-120
671regnety_01624.81175.18942.61657.38411.202240.875bicubic-53.051-51.104-40
672xcit_nano_12_p8_224_dist24.80375.19743.07656.9243.052241.000bicubic-51.521-50.014+17
673seresnext26ts24.68375.31743.09856.90210.392560.900bicubic-53.183-50.692-43
674eca_resnext26ts24.66075.34042.84257.15810.302560.900bicubic-52.792-50.724-25
675cs3darknet_m24.63075.37042.96657.0349.312880.950bicubic-53.006-51.048-36
676mobilevitv2_10024.55275.44842.91157.0894.902560.888bicubic-53.538-51.253-58
677tf_efficientnet_lite2.in1k24.53075.47042.28057.7206.092600.890bicubic-52.938-51.474-29
678skresnet1824.48375.51742.53657.46411.962240.875bicubic-48.555-48.632+66
679regnetx_01624.47375.52742.51457.4869.192240.875bicubic-52.477-50.906-9
680pit_ti_distilled_22424.40675.59442.73057.2705.102240.900bicubic-50.124-49.366+48
681tf_efficientnet_lite0.in1k24.37375.62742.48757.5134.652240.875bicubic-50.457-49.689+40
682hardcorenas_a24.36975.63143.28456.7165.262240.875bilinear-51.547-49.230+14
683tv_resnet5024.07075.93041.31358.68725.562240.875bilinear-52.068-51.551+9
684levit_128s24.05875.94241.00758.9937.782240.900bicubic-52.472-51.859+2
685legacy_seresnet3424.02775.97341.90958.09121.962240.875bilinear-50.781-50.215+37
686xcit_nano_12_p16_384_dist24.01175.98942.32457.6763.053841.000bicubic-51.447-50.370+21
687xcit_nano_12_p8_384_dist23.95076.05041.94058.0603.053841.000bicubic-53.870-52.096-53
688gcresnext26ts23.94476.05641.35358.64710.482560.900bicubic-53.870-52.481-53
689resnet18d23.92976.07142.30257.69811.712240.875bicubic-48.331-48.394+65
690efficientnet_lite0.ra_in1k23.90976.09142.08857.9124.652240.875bicubic-51.575-50.422+16
691resnext26ts23.86476.13641.10758.89310.302560.900bicubic-52.916-52.023-14
692tv_densenet12123.84476.15641.92558.0757.982240.875bicubic-50.894-50.225+31
693efficientnet_es_pruned.in1k23.82876.17241.99558.0055.442240.875bicubic-51.172-50.453+25
694mobilenetv2_140.ra_in1k23.71276.28841.47758.5236.112240.875bicubic-52.804-51.519-7
695mixnet_m.ft_in1k23.71076.29041.14158.8595.012240.875bicubic-53.550-52.284-37
696dla3423.66976.33141.55158.44915.742240.875bilinear-50.961-50.527+30
697legacy_seresnet5023.65176.34940.09159.90928.092240.875bilinear-53.978-53.657-57
698convnext_atto.d2_in1k23.59176.40941.07658.9243.702880.950bicubic-53.423-52.624-30
699ese_vovnet19b_dw23.53576.46541.28858.7126.542240.875bicubic-53.263-51.980-23
700tf_mixnet_m.in1k23.48476.51640.98959.0115.012240.875bicubic-53.458-52.163-28
701tv_resnet3423.47376.52741.36758.63321.802240.875bilinear-49.839-50.059+40
702tf_efficientnet_em.in1k23.35976.64140.40459.5966.902400.882bicubic-54.771-53.640-86
703selecsls42b23.35776.64340.67759.32332.462240.875bicubic-53.817-52.713-42
704repvgg_b023.31676.68441.18258.81815.822240.875bilinear-51.837-51.236+8
705xcit_nano_12_p16_224_dist23.25376.74741.37658.6243.052241.000bicubic-49.049-49.486+48
706convnext_atto_ols.a2_in1k23.13176.86940.87359.1273.702880.950bicubic-54.085-52.807-46
707mobilenetv2_110d.ra_in1k23.06676.93440.71659.2844.522240.875bicubic-51.970-51.470+10
708vit_base_patch32_224.sam23.04876.95239.57260.42888.222240.900bicubic-50.642-51.442+29
709tinynet_b.in1k23.01576.98540.97559.0253.731880.875bicubic-51.959-51.213+10
710deit_tiny_distilled_patch16_22422.71877.28240.77159.2295.912240.900bicubic-51.792-51.119+19
711mobilenetv3_large_100.ra_in1k22.65577.34540.78159.2195.482240.875bicubic-53.111-51.761-13
712mobilenetv3_rw.rmsp_in1k22.63077.37040.37459.6265.482240.875bicubic-53.004-52.334-11
713edgenext_x_small22.59877.40239.50060.5002.342881.000bicubic-53.090-53.266-14
714tf_mobilenetv3_large_100.in1k22.56977.43139.76760.2335.482240.875bilinear-52.949-52.839-10
715mobilevit_s22.46877.53138.63561.3655.582560.900bicubic-55.843-55.511-109
716xcit_nano_12_p8_22422.41377.58740.66159.3393.052241.000bicubic-51.501-51.511+18
717tf_efficientnet_es.in1k22.41377.58739.09560.9055.442240.875bicubic-54.180-54.107-33
718hrnet_w18_small_v222.33777.66339.86160.13915.602240.875bilinear-52.777-52.555-4
719convit_tiny22.28277.71839.66960.3315.712240.875bicubic-50.834-52.045+24
720regnety_00822.11977.88138.90061.1006.262240.875bicubic-54.197-54.166-29
721seresnext26t_32x4d21.99178.00938.48261.51816.812240.875bicubic-55.995-55.264-98
722regnety_00621.97178.02938.95561.0456.062240.875bicubic-53.275-53.577-11
723vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k21.95478.04639.40560.5956.363841.000bicubic-53.998-53.855-28
724regnetx_00821.94078.06038.92861.0727.262240.875bicubic-53.098-53.408-8
725resnet26d21.90778.09438.61961.38116.012240.875bicubic-54.789-54.531-46
726semnasnet_100.rmsp_in1k21.90378.09738.60061.4003.892240.875bicubic-53.545-54.004-17
727pit_ti_22421.87578.12539.54160.4594.852240.900bicubic-51.037-51.861+20
728pvt_v2_b021.83878.16240.14259.8583.672240.900bicubic-48.818-50.066+38
729regnetx_00621.73878.26338.90461.0966.202240.875bicubic-52.115-52.768+7
730vit_tiny_patch16_384.augreg_in21k_ft_in1k21.70878.29239.32960.6715.793841.000bicubic-56.722-55.213-130
731crossvit_9_24021.68378.31739.27060.7308.552400.875bicubic-52.281-52.698+3
732vgg19_bn21.62878.37339.28360.717143.682240.875bilinear-52.587-52.559-2
733ghostnet_10021.62078.38038.69261.3085.182240.875bilinear-52.358-52.7640
734semnasnet_075.rmsp_in1k21.57278.42838.92861.0722.912240.875bicubic-51.402-52.208+11
735gluon_resnet18_v1b21.54978.45138.86961.13111.692240.875bicubic-49.287-50.891+30
736mobilevitv2_07521.54178.45938.63361.3672.872560.888bicubic-54.081-54.135-34
737fbnetc_100.rmsp_in1k21.48478.51638.16161.8395.572240.875bilinear-53.640-54.224-24
738xcit_nano_12_p16_22421.43778.56339.79660.2043.052241.000bicubic-48.517-49.958+32
739mnasnet_100.rmsp_in1k21.35078.65037.71962.2814.382240.875bicubic-53.308-54.395-15
740resnet2621.29578.70538.01861.98216.002240.875bicubic-53.997-54.552-30
741lcnet_100.ra2_in1k21.29378.70738.83761.1632.952240.875bicubic-50.821-51.541+16
742ssl_resnet1821.27878.72239.11360.88711.692240.875bilinear-51.332-52.303+6
743mixnet_s.ft_in1k21.25478.74638.18761.8134.132240.875bicubic-54.738-54.609-50
744seresnext26d_32x4d21.25278.74837.31162.68916.812240.875bicubic-56.350-56.297-102
745legacy_seresnext26_32x4d21.09378.90737.63362.36716.792240.875bicubic-56.011-55.683-81
746crossvit_tiny_24021.05078.95038.05561.9457.012400.875bicubic-52.274-53.861-6
747regnetx_00420.89879.10237.56662.4345.162240.875bicubic-51.498-53.264+2
748spnasnet_100.rmsp_in1k20.86379.13737.89662.1044.422240.875bilinear-53.221-53.922-17
749legacy_seresnet1820.83779.16237.61962.38111.782240.875bicubic-50.907-52.715+12
750mobilenetv2_100.ra_in1k20.77379.22737.75962.2413.502240.875bicubic-52.197-53.257-4
751tf_mixnet_s.in1k20.47079.53036.60763.3934.132240.875bicubic-55.180-56.021-51
752vit_tiny_patch16_224.augreg_in21k_ft_in1k20.45879.54237.59762.4035.722240.900bicubic-54.996-55.251-44
753regnety_00420.41579.58537.00262.9984.342240.875bicubic-53.619-54.750-21
754hrnet_w18_small20.36879.63237.09362.90713.192240.875bilinear-51.974-53.585-2
755tf_mobilenetv3_large_075.in1k20.36679.63436.76463.2363.992240.875bilinear-53.072-54.586-17
756resnet1820.22879.77237.26162.73911.692240.875bilinear-49.520-51.817+16
757mixer_l16_22420.17379.82732.95267.048208.202240.875bicubic-51.885-54.716+1
758deit_tiny_patch16_22420.16279.83837.54662.4545.722240.900bicubic-52.007-53.572-2
759tf_mobilenetv3_large_minimal_100.in1k20.12279.87836.90863.0923.922240.875bilinear-52.126-53.722-4
760vgg16_bn19.95980.04136.30163.699138.372240.875bilinear-53.391-55.205-21
761vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k19.33480.66636.04763.9536.342240.900bicubic-52.454-54.781-1
762tinynet_c.in1k19.25280.74835.99464.0062.461840.875bicubic-51.980-53.754+2
763edgenext_xx_small18.87681.12435.15564.8451.332881.000bicubic-52.990-55.389-4
764mobilevit_xs18.29581.70533.21466.7872.322560.900bicubic-56.349-59.139-39
765lcnet_075.ra2_in1k18.16781.83334.41065.5902.362240.875bicubic-50.651-53.960+10
766vgg1917.92982.07133.05466.946143.672240.875bilinear-54.439-57.818-16
767vgg13_bn17.80282.19834.03965.961133.052240.875bilinear-53.792-56.343-4
768vgg1617.54082.46032.77367.227138.362240.875bilinear-54.054-57.603-6
769regnety_00217.45082.55032.43167.5693.162240.875bicubic-52.802-57.109-1
770vgg11_bn17.40382.59733.01166.989132.872240.875bilinear-52.957-56.791-3
771mobilevitv2_05017.30082.70033.00366.9971.372560.888bicubic-52.840-56.923-2
772resnet10t17.27982.72133.07866.9225.442240.950bilinear-51.015-55.000+5
773regnetx_00216.96283.03832.22567.7752.682240.875bicubic-51.800-56.331+3
774mobilenetv3_small_100.lamb_in1k16.80783.19332.52467.4762.542240.875bicubic-50.845-55.112+6
775tinynet_d.in1k16.67483.32632.45767.5432.341520.875bicubic-50.288-54.609+6
776mobilenetv2_050.lamb_in1k16.66683.33431.95268.0481.972240.875bicubic-49.276-54.130+8
777mnasnet_small.lamb_in1k16.63483.36631.92168.0792.032240.875bicubic-49.572-54.587+5
778resnet14t16.46783.53330.73269.26810.082240.950bilinear-55.883-59.608-27
779dla60x_c16.31083.69031.76168.2391.322240.875bilinear-51.582-56.6650
780tf_mobilenetv3_small_100.in1k16.22783.77231.22368.7772.542240.875bilinear-51.694-56.441-2
781vgg1316.10083.90030.98569.015133.052240.875bilinear-53.826-58.261-10
782vgg1115.72884.27230.45369.547132.862240.875bilinear-53.296-58.175-9
783mobilenetv3_small_075.lamb_in1k14.95485.04629.73970.2612.042240.875bicubic-50.292-55.697+3
784tf_mobilenetv3_small_075.in1k14.94485.05629.57270.4282.042240.875bilinear-50.772-56.558+1
785dla46_c14.65785.34329.38070.6201.302240.875bilinear-50.209-56.912+2
786mobilevit_xxs14.50885.49228.67071.3301.272560.900bicubic-54.404-60.268-12
787dla46x_c14.38285.61829.19170.8091.072240.875bilinear-51.588-57.789-4
788lcnet_050.ra2_in1k14.31685.68428.64971.3511.882240.875bicubic-48.785-55.7310
789tf_mobilenetv3_small_minimal_100.in1k13.96486.03627.98872.0122.042240.875bilinear-48.942-56.2420
790tinynet_e.in1k12.67187.32926.38973.6112.041060.875bicubic-47.185-55.3730
791mobilenetv3_small_050.lamb_in1k11.03488.96623.47376.5271.592240.875bicubic-46.856-56.7210