diff --git a/README.md b/README.md
index aadbcb393..28128b8d5 100644
--- a/README.md
+++ b/README.md
@@ -81,6 +81,8 @@ More details about our pretrained models are available [here](docs/PRETRAINED.md
 >>> open_clip.list_pretrained()
 ```
 
+You can find more about the models we support (e.g. number of parameters, FLOPs) in [this table](docs/model_profile.csv).
+
 NOTE: Many existing checkpoints use the QuickGELU activation from the original OpenAI models. This activation is actually less efficient than native torch.nn.GELU in recent versions of PyTorch. The model defaults are now nn.GELU, so one should use model definitions with `-quickgelu` postfix for the OpenCLIP pretrained weights. All OpenAI pretrained weights will always default to QuickGELU. One can also use the non `-quickgelu` model definitions with pretrained weights using QuickGELU but there will be an accuracy drop, for fine-tune that will likely vanish for longer runs.
 Future trained models will use nn.GELU.
 
diff --git a/docs/model_profile.csv b/docs/model_profile.csv
new file mode 100644
index 000000000..0c2032433
--- /dev/null
+++ b/docs/model_profile.csv
@@ -0,0 +1,83 @@
+model,image_size,image_width,text_width,embed_dim,mparams,image_mparams,text_mparams,gflops,image_gflops,text_gflops
+ViT-S-32-alt,224,384,256,256,43.22,22.59,20.63,3.56,2.29,1.27
+ViT-S-32,224,384,384,384,63.09,22.64,40.44,5.66,2.29,3.38
+ViT-M-32-alt,224,512,384,384,80.07,39.63,40.44,7.37,3.99,3.38
+ViT-M-32,224,512,512,512,103.12,39.69,63.43,9.95,3.99,5.96
+ViT-S-16-alt,224,384,256,256,42.4,21.76,20.63,10.47,9.2,1.27
+ViT-S-16,224,384,384,384,62.26,21.81,40.44,12.58,9.2,3.38
+ViT-B-32,224,768,512,512,151.28,87.85,63.43,14.78,8.82,5.96
+ViT-B-32-quickgelu,224,768,512,512,151.28,87.85,63.43,14.78,8.82,5.96
+convnext_tiny,224,768,512,1024,92.3,28.61,63.69,14.87,8.91,5.96
+ViT-B-32-256,256,768,512,512,151.29,87.86,63.43,17.46,11.5,5.96
+RN50-quickgelu,224,64,512,1024,102.01,38.32,63.69,18.18,12.22,5.96
+RN50,224,64,512,1024,102.01,38.32,63.69,18.18,12.22,5.96
+ViT-M-16-alt,224,512,384,384,78.98,38.53,40.44,19.36,15.98,3.38
+ViT-M-16,224,512,512,512,102.02,38.59,63.43,21.94,15.98,5.96
+vit_relpos_medium_patch16_cls_224,224,768,512,512,101.94,38.51,63.43,21.99,16.03,5.96
+mt5-base-ViT-B-32,224,768,512,512,365.71,87.85,277.86,22.12,8.82,13.3
+convnext_small,224,768,512,512,113.28,49.85,63.43,23.33,17.37,5.96
+ViT-B-32-plus-256,256,896,640,640,210.3,119.13,91.16,24.83,15.56,9.27
+RN101-quickgelu,224,64,512,512,119.69,56.26,63.43,25.5,19.54,5.96
+RN101,224,64,512,512,119.69,56.26,63.43,25.5,19.54,5.96
+vit_medium_patch16_gap_256,256,768,512,512,102.04,38.61,63.43,27.1,21.14,5.96
+coca_ViT-B-32,224,768,512,512,253.56,89.16,63.43,33.34,9.19,5.96
+convnext_base,224,768,512,512,151.52,88.09,63.43,36.67,30.71,5.96
+swin_base_patch4_window7_224,224,768,640,640,178.56,87.4,91.16,40.13,30.86,9.27
+ViT-B-16,224,768,512,512,149.62,86.19,63.43,41.09,35.13,5.96
+EVA02-B-16,224,768,512,512,149.69,86.26,63.43,41.09,35.13,5.96
+ViT-B-16-quickgelu,224,768,512,512,149.62,86.19,63.43,41.09,35.13,5.96
+ViT-B-16-SigLIP,224,768,768,768,203.16,92.88,110.27,46.44,35.42,11.02
+convnext_base_w,256,768,640,640,179.39,88.22,91.16,49.38,40.11,9.27
+RN50x4,288,80,640,640,178.3,87.14,91.16,51.82,42.56,9.27
+coca_roberta-ViT-B-32,224,768,768,512,420.37,87.85,124.45,53.12,8.82,13.12
+ViT-B-16-plus,224,896,640,640,208.35,117.19,91.16,56.75,47.49,9.27
+ViT-B-16-SigLIP-i18n-256,256,768,768,768,370.63,92.93,277.7,57.84,46.82,11.02
+ViT-B-16-SigLIP-256,256,768,768,768,203.2,92.93,110.27,57.84,46.82,11.02
+ViT-B-16-plus-240,240,896,640,640,208.38,117.21,91.16,64.03,54.76,9.27
+convnext_base_w_320,320,768,640,640,179.39,88.22,91.16,71.94,62.67,9.27
+convnext_large,224,768,768,768,321.06,197.41,123.65,82.02,68.72,13.3
+coca_base,288,768,768,512,440.34,86.4,134.66,99.09,46.47,13.3
+xlm-roberta-base-ViT-B-32,224,768,512,512,366.12,87.85,278.27,105.87,8.82,97.05
+roberta-ViT-B-32,224,768,512,512,212.72,87.85,124.87,105.87,8.82,97.05
+convnext_large_d,256,768,768,768,351.77,199.77,152.0,107.5,89.76,17.73
+ViT-B-16-SigLIP-384,384,768,768,768,203.45,93.18,110.27,123.15,112.13,11.02
+ViT-L-16,224,1024,768,768,427.74,304.09,123.65,136.41,123.11,13.3
+convnext_large_d_320,320,768,768,768,351.77,199.77,152.0,157.98,140.25,17.73
+RN50x16,384,96,768,768,290.98,167.33,123.65,162.69,149.39,13.3
+ViT-L-14-CLIPA,224,1024,768,768,414.21,303.96,110.25,167.5,162.03,5.47
+EVA02-L-14,224,768,768,768,427.76,304.11,123.65,175.3,162.0,13.3
+ViT-L-14,224,1024,768,768,427.62,303.97,123.65,175.33,162.03,13.3
+ViT-L-14-quickgelu,224,1024,768,768,427.62,303.97,123.65,175.33,162.03,13.3
+convnext_xlarge,256,768,1024,1024,653.89,350.25,303.65,198.38,159.14,39.24
+ViT-L-16-SigLIP-256,256,768,1024,1024,652.15,315.96,336.19,201.62,162.56,39.06
+coca_ViT-L-14,224,1024,768,768,638.45,306.72,123.65,214.52,163.64,13.3
+ViT-B-16-SigLIP-512,512,768,768,768,203.79,93.52,110.27,227.26,216.24,11.02
+ViT-SO400M-14-SigLIP,224,768,1152,1152,877.36,427.68,449.68,233.54,220.35,13.19
+ViT-L-14-280,280,1024,768,768,427.76,304.11,123.65,271.79,258.49,13.3
+ViT-L-16-320,320,1024,768,768,427.95,304.3,123.65,271.93,258.63,13.3
+ViT-H-16,224,1280,1024,1024,986.26,632.23,354.03,301.72,254.63,47.09
+ViT-H-14-CLIPA,224,1280,1024,1024,968.24,632.07,336.16,354.02,334.59,19.43
+nllb-clip-base,224,768,512,512,501.89,87.85,414.04,369.6,8.82,360.78
+ViT-H-14,224,1280,1024,1024,986.11,632.08,354.03,381.68,334.59,47.09
+ViT-H-14-quickgelu,224,1280,1024,1024,986.11,632.08,354.03,381.68,334.59,47.09
+ViT-L-14-CLIPA-336,336,1024,768,768,414.54,304.29,110.25,387.39,381.92,5.47
+EVA02-L-14-336,336,768,768,768,428.08,304.43,123.65,395.16,381.86,13.3
+ViT-L-14-336,336,1024,768,768,427.94,304.29,123.65,395.22,381.92,13.3
+ViT-L-16-SigLIP-384,384,768,1024,1024,652.48,316.28,336.19,422.91,383.85,39.06
+convnext_xxlarge,256,768,1024,1024,1200.58,846.54,354.03,443.03,395.94,47.09
+mt5-xl-ViT-H-14,224,1280,512,1024,2306.75,632.08,1674.68,514.04,334.59,179.45
+EVA01-g-14,224,768,768,1024,1136.44,1012.59,123.85,547.36,534.06,13.3
+RN50x64,448,128,1024,1024,623.26,420.38,202.88,552.65,529.11,23.55
+EVA01-g-14-plus,224,768,1024,1024,1366.62,1012.59,354.03,581.15,534.06,47.09
+ViT-g-14,224,1408,1024,1024,1366.68,1012.65,354.03,581.15,534.06,47.09
+convnext_xxlarge_320,320,768,1024,1024,1200.58,846.54,354.03,665.74,618.65,47.09
+xlm-roberta-large-ViT-H-14,224,1280,512,1024,1193.01,632.08,560.94,671.01,334.59,336.42
+ViT-SO400M-14-SigLIP-384,384,768,1152,1152,877.96,428.23,449.73,723.48,670.35,53.13
+ViT-H-14-CLIPA-336,336,1280,1024,1024,968.64,632.48,336.16,800.88,781.45,19.43
+ViT-bigG-14-CLIPA,224,1664,1280,1280,2517.22,1844.9,672.32,1007.93,967.5,40.44
+ViT-bigG-14,224,1664,1280,1280,2539.57,1844.91,694.66,1065.36,967.5,97.86
+nllb-clip-large,224,1280,512,1024,1399.22,632.08,767.14,1468.46,334.59,1133.87
+ViT-e-14,224,1792,1280,1280,4581.09,3807.72,773.37,2091.45,1981.35,110.1
+ViT-bigG-14-CLIPA-336,336,1664,1280,1280,2517.76,1845.44,672.32,2271.58,2231.15,40.44
+EVA02-E-14,224,768,1024,1024,4704.59,4350.56,354.03,2311.42,2264.33,47.09
+EVA02-E-14-plus,224,768,1280,1024,5044.89,4350.56,694.33,2362.19,2264.33,97.86
diff --git a/docs/openclip_results.csv b/docs/openclip_results.csv
index 95308eada..50db8f9f9 100644
--- a/docs/openclip_results.csv
+++ b/docs/openclip_results.csv
@@ -1,116 +1,116 @@
-name,pretrained,Average perf. on 38 datasets,ImageNet 1k,Caltech-101,CIFAR-10,CIFAR-100,CLEVR Counts,CLEVR Distance,Country211,Describable Textures,EuroSAT,FGVC Aircraft,Food-101,GTSRB,ImageNet Sketch,ImageNet v2,ImageNet-A,ImageNet-O,ImageNet-R,KITTI Vehicle Distance,MNIST,ObjectNet,Oxford Flowers-102,Oxford-IIIT Pet,Pascal VOC 2007,PatchCamelyon,Rendered SST2,RESISC45,Stanford Cars,STL-10,SUN397,SVHN,Flickr,MSCOCO,WinoGAViL,iWildCam,Camelyon17,FMoW,Dollar Street,GeoDE
-EVA02-E-14-plus,laion2b_s9b_b144k,0.6930,0.8201,0.9535,0.9934,0.9316,0.2991,0.1998,0.3564,0.6777,0.7574,0.5360,0.9496,0.6740,0.7162,0.7564,0.8223,0.3540,0.9456,0.1842,0.7463,0.7937,0.8433,0.9567,0.8569,0.6442,0.6271,0.7490,0.9457,0.9926,0.7510,0.7560,0.8648,0.5991,0.4403,0.2591,0.6948,0.2668,0.6951,0.9244
-ViT-SO400M-14-SigLIP-384,webli,0.6921,0.8308,0.9599,0.9672,0.8357,0.4071,0.2246,0.3645,0.7303,0.6354,0.6069,0.9635,0.6429,0.7454,0.7717,0.8247,0.2775,0.9575,0.2082,0.8862,0.7694,0.9114,0.9680,0.7171,0.5268,0.7002,0.7211,0.9521,0.9930,0.7541,0.5151,0.8863,0.6331,0.5754,0.2294,0.6149,0.3309,0.7301,0.9328
-ViT-bigG-14-CLIPA-336,datacomp1b,0.6842,0.8309,0.9529,0.9904,0.9123,0.1399,0.2161,0.4094,0.7293,0.6457,0.5561,0.9623,0.6407,0.7454,0.7726,0.8599,0.3130,0.9535,0.2630,0.8533,0.7966,0.8694,0.9562,0.8162,0.5411,0.6420,0.7257,0.9542,0.9956,0.7645,0.6691,0.8524,0.5909,0.4487,0.2383,0.5874,0.1766,0.6869,0.9407
-ViT-bigG-14-CLIPA,datacomp1b,0.6822,0.8270,0.9513,0.9912,0.9135,0.1357,0.2113,0.3921,0.7207,0.6861,0.5576,0.9583,0.6460,0.7431,0.7699,0.8179,0.3075,0.9512,0.2743,0.8544,0.7694,0.8693,0.9576,0.8188,0.5345,0.6332,0.7137,0.9560,0.9965,0.7642,0.6811,0.8488,0.5888,0.4383,0.2269,0.5955,0.1959,0.6869,0.9382
-ViT-SO400M-14-SigLIP,webli,0.6808,0.8203,0.9600,0.9679,0.8417,0.4210,0.2213,0.3243,0.7106,0.6274,0.6029,0.9556,0.6382,0.7402,0.7607,0.7185,0.2960,0.9506,0.2489,0.8929,0.7061,0.8982,0.9522,0.7034,0.5057,0.6936,0.7257,0.9032,0.9939,0.7436,0.5670,0.8313,0.6071,0.5665,0.1915,0.6215,0.3163,0.7173,0.9278
-EVA02-E-14,laion2b_s4b_b115k,0.6690,0.8196,0.9541,0.9925,0.9258,0.1632,0.2499,0.3482,0.6878,0.7446,0.4892,0.9523,0.6729,0.7151,0.7566,0.8044,0.3340,0.9407,0.1294,0.7581,0.7674,0.8210,0.9569,0.8136,0.4972,0.5859,0.7324,0.9438,0.9926,0.7658,0.6381,0.8515,0.5892,0.4429,0.2289,0.4894,0.2801,0.6682,0.9182
-ViT-L-16-SigLIP-384,webli,0.6683,0.8207,0.9611,0.9605,0.8188,0.3275,0.2077,0.2470,0.7080,0.5817,0.5312,0.9564,0.6385,0.7360,0.7593,0.7663,0.3130,0.9507,0.2222,0.8525,0.7284,0.8934,0.9681,0.7172,0.5466,0.5634,0.6789,0.9493,0.9924,0.7250,0.5672,0.8756,0.6290,0.5550,0.2236,0.6637,0.1489,0.6916,0.9207
-ViT-H-14-CLIPA-336,datacomp1b,0.6677,0.8180,0.9467,0.9890,0.8968,0.1326,0.2254,0.3551,0.7197,0.6604,0.4718,0.9572,0.5816,0.7282,0.7562,0.8275,0.3115,0.9438,0.2574,0.8245,0.7742,0.8463,0.9573,0.8134,0.4979,0.6052,0.7114,0.9483,0.9955,0.7635,0.6599,0.8356,0.5822,0.4587,0.2239,0.4357,0.2500,0.6822,0.9278
-ViT-H-14-quickgelu,metaclip_fullcc,0.6671,0.8051,0.9536,0.9804,0.8634,0.2115,0.1881,0.3716,0.7271,0.6450,0.5114,0.9423,0.6257,0.7052,0.7417,0.7533,0.3040,0.9342,0.2771,0.7266,0.7642,0.8448,0.9561,0.7495,0.6222,0.6925,0.7024,0.8990,0.9944,0.7440,0.5910,0.8507,0.5752,0.5312,0.1680,0.5782,0.2314,0.6811,0.9077
-ViT-bigG-14,laion2b_s39b_b160k,0.6667,0.8009,0.9484,0.9824,0.8752,0.2989,0.2002,0.3379,0.6867,0.6919,0.4953,0.9309,0.6244,0.6894,0.7359,0.6933,0.3785,0.9213,0.1308,0.7157,0.7284,0.8163,0.9529,0.8077,0.6364,0.6535,0.7235,0.9460,0.9850,0.7450,0.6961,0.8623,0.5938,0.4488,0.1760,0.5905,0.2352,0.6857,0.9127
-ViT-H-14-CLIPA,datacomp1b,0.6653,0.8152,0.9458,0.9888,0.8991,0.1513,0.2255,0.3401,0.7090,0.7146,0.4751,0.9554,0.5538,0.7272,0.7498,0.7701,0.3135,0.9426,0.2461,0.8189,0.7423,0.8437,0.9559,0.8170,0.4958,0.6189,0.7098,0.9458,0.9948,0.7608,0.6622,0.8344,0.5804,0.4578,0.2160,0.4415,0.2684,0.6694,0.9236
-ViT-L-14,datacomp_xl_s13b_b90k,0.6627,0.7921,0.9465,0.9824,0.8736,0.3555,0.2443,0.3157,0.6649,0.7124,0.4750,0.9452,0.5853,0.6795,0.7205,0.6959,0.3255,0.9083,0.2785,0.8661,0.7425,0.8262,0.9506,0.8247,0.5118,0.6101,0.6941,0.9305,0.9925,0.7427,0.6769,0.8119,0.5451,0.4666,0.1614,0.5089,0.2403,0.6624,0.9152
-EVA01-g-14-plus,merged2b_s11b_b114k,0.6624,0.7933,0.9506,0.9910,0.9008,0.2302,0.2293,0.3087,0.6734,0.7280,0.3947,0.9366,0.6644,0.6814,0.7214,0.7416,0.3415,0.9246,0.1491,0.7176,0.7491,0.7959,0.9490,0.8285,0.6244,0.5854,0.7079,0.9073,0.9949,0.7426,0.5951,0.8535,0.5925,0.4684,0.1882,0.7100,0.2283,0.6589,0.9148
-ViT-L-14-quickgelu,metaclip_fullcc,0.6592,0.7917,0.9527,0.9759,0.8410,0.3107,0.2260,0.3394,0.6862,0.5894,0.4537,0.9352,0.5623,0.6896,0.7256,0.7231,0.3010,0.9205,0.2785,0.6444,0.7457,0.8143,0.9461,0.8030,0.6197,0.6678,0.7360,0.8868,0.9933,0.7355,0.4681,0.8326,0.5576,0.5357,0.1581,0.7551,0.2592,0.6752,0.9140
-EVA02-L-14-336,merged2b_s6b_b61k,0.6583,0.8039,0.9525,0.9892,0.8980,0.3635,0.2485,0.3354,0.6473,0.7139,0.3758,0.9421,0.5759,0.6891,0.7380,0.8289,0.2850,0.9324,0.2377,0.6421,0.7789,0.7645,0.9424,0.8267,0.5487,0.6463,0.6910,0.9158,0.9966,0.7480,0.4575,0.8381,0.5605,0.5053,0.2105,0.5691,0.2198,0.6811,0.9136
-ViT-L-14-CLIPA-336,datacomp1b,0.6570,0.8026,0.9439,0.9864,0.8826,0.1566,0.2439,0.3066,0.6856,0.5811,0.4281,0.9456,0.5695,0.7087,0.7346,0.7771,0.3290,0.9329,0.1997,0.7667,0.7317,0.8100,0.9495,0.7979,0.6028,0.5316,0.6884,0.9407,0.9929,0.7560,0.6290,0.8251,0.5640,0.4449,0.1937,0.6783,0.2500,0.6752,0.9240
-ViT-L-16-SigLIP-256,webli,0.6557,0.8045,0.9593,0.9619,0.8191,0.4065,0.2150,0.2141,0.7027,0.5598,0.5259,0.9463,0.6115,0.7209,0.7376,0.6213,0.3265,0.9396,0.1983,0.8499,0.6526,0.8827,0.9604,0.7409,0.5458,0.6172,0.6817,0.9386,0.9911,0.7253,0.5211,0.8542,0.6154,0.5748,0.1796,0.5757,0.1296,0.6904,0.9173
-ViT-L-14-CLIPA,datacomp1b,0.6536,0.7957,0.9453,0.9866,0.8850,0.1857,0.2449,0.2941,0.6963,0.6044,0.4299,0.9415,0.5906,0.7061,0.7305,0.7125,0.3370,0.9288,0.1927,0.7374,0.6988,0.8101,0.9497,0.8067,0.5915,0.5387,0.6843,0.9366,0.9919,0.7528,0.6390,0.8188,0.5604,0.4388,0.1724,0.6760,0.2457,0.6647,0.9152
-convnext_xxlarge,laion2b_s34b_b82k_augreg_soup,0.6530,0.7947,0.9448,0.9822,0.8687,0.1454,0.2365,0.3170,0.7053,0.6128,0.4434,0.9321,0.5508,0.6840,0.7260,0.6719,0.4060,0.9160,0.2363,0.8277,0.7273,0.8241,0.9445,0.8090,0.5142,0.6952,0.7190,0.9409,0.9810,0.7458,0.6254,0.8521,0.5867,0.4702,0.1730,0.6071,0.0000,0.6764,0.9215
-convnext_xxlarge,laion2b_s34b_b82k_augreg_rewind,0.6521,0.7931,0.9452,0.9823,0.8686,0.1651,0.2534,0.3155,0.7016,0.6331,0.4398,0.9308,0.5491,0.6825,0.7228,0.6657,0.3975,0.9139,0.2419,0.7930,0.7252,0.8241,0.9438,0.8100,0.5014,0.6897,0.7168,0.9406,0.9801,0.7459,0.6137,0.8498,0.5871,0.4741,0.1735,0.6071,0.0000,0.6799,0.9228
-xlm-roberta-large-ViT-H-14,frozen_laion5b_s13b_b90k,0.6515,0.7695,0.9422,0.9718,0.8430,0.3358,0.2050,0.3172,0.6926,0.6793,0.4673,0.9236,0.6239,0.6581,0.6944,0.5935,0.3390,0.8940,0.1364,0.7804,0.6911,0.7532,0.9431,0.7995,0.5792,0.6436,0.6825,0.9362,0.9889,0.7551,0.5950,0.8461,0.5758,0.5206,0.1392,0.6749,0.2098,0.6460,0.9111
-ViT-L-14,commonpool_xl_clip_s13b_b90k,0.6501,0.7637,0.9502,0.9797,0.8615,0.2547,0.2451,0.2984,0.6521,0.6681,0.3860,0.9355,0.5980,0.6538,0.6953,0.6197,0.3525,0.8924,0.2982,0.9040,0.7165,0.8006,0.9424,0.8336,0.5688,0.6178,0.6978,0.9352,0.9875,0.7351,0.6853,0.7768,0.5156,0.4728,0.1439,0.5100,0.1705,0.6776,0.9056
-EVA02-L-14,merged2b_s4b_b131k,0.6488,0.7977,0.9512,0.9908,0.9071,0.3176,0.2462,0.3091,0.6319,0.6994,0.3638,0.9340,0.5718,0.6813,0.7295,0.7619,0.2880,0.9272,0.2518,0.6729,0.7489,0.7631,0.9398,0.8220,0.5431,0.6150,0.6968,0.9055,0.9961,0.7410,0.4793,0.8351,0.5556,0.5081,0.1886,0.5124,0.2017,0.6624,0.9073
-convnext_xxlarge,laion2b_s34b_b82k_augreg,0.6479,0.7907,0.9429,0.9816,0.8677,0.1399,0.1195,0.3127,0.7096,0.6030,0.4250,0.9295,0.5454,0.6806,0.7223,0.6692,0.4025,0.9131,0.2616,0.8687,0.7235,0.8091,0.9455,0.8116,0.5340,0.6782,0.7100,0.9399,0.9824,0.7436,0.6379,0.8531,0.5834,0.4536,0.1616,0.5719,0.0000,0.6729,0.9228
-ViT-B-16-SigLIP-512,webli,0.6459,0.7914,0.9516,0.9265,0.7146,0.2411,0.2226,0.1927,0.6793,0.4007,0.4521,0.9394,0.5171,0.6990,0.7283,0.6769,0.3615,0.9264,0.3924,0.8288,0.6764,0.8677,0.9499,0.7139,0.6615,0.5722,0.6538,0.9249,0.9853,0.7152,0.5444,0.8578,0.5963,0.5696,0.1925,0.6606,0.1411,0.6928,0.9244
-ViT-H-14-CLIPA-336,laion2b,0.6439,0.7910,0.9438,0.9826,0.8643,0.1835,0.2158,0.3111,0.7160,0.6393,0.3437,0.9303,0.5007,0.6994,0.7241,0.7213,0.3655,0.9269,0.1561,0.6365,0.7022,0.8009,0.9444,0.7723,0.5787,0.6178,0.7029,0.9476,0.9894,0.7567,0.6255,0.8522,0.5883,0.4878,0.1853,0.5001,0.1666,0.6706,0.9257
-ViT-g-14,laion2b_s34b_b88k,0.6427,0.7847,0.9452,0.9815,0.8465,0.3768,0.1870,0.3091,0.6856,0.6530,0.4441,0.9241,0.4964,0.6754,0.7158,0.6092,0.3705,0.9020,0.2700,0.7191,0.6908,0.8010,0.9379,0.8166,0.5384,0.5678,0.6960,0.9394,0.9893,0.7411,0.5611,0.8456,0.5758,0.4104,0.1524,0.4771,0.2090,0.6671,0.9090
-ViT-H-14,laion2b_s32b_b79k,0.6419,0.7796,0.9421,0.9745,0.8473,0.2676,0.2358,0.2986,0.6782,0.7278,0.4265,0.9273,0.5832,0.6657,0.7090,0.5935,0.3825,0.8934,0.1097,0.7284,0.6941,0.7982,0.9438,0.7768,0.5430,0.6392,0.6995,0.9338,0.9848,0.7521,0.5252,0.8417,0.5770,0.4247,0.1528,0.5638,0.2264,0.6343,0.9086
-convnext_large_d_320,laion2b_s29b_b131k_ft_soup,0.6387,0.7685,0.9348,0.9659,0.8304,0.4293,0.2010,0.2654,0.6830,0.7161,0.3621,0.9162,0.5822,0.6504,0.6944,0.6044,0.4410,0.8862,0.1027,0.7434,0.6898,0.7755,0.9358,0.8129,0.4814,0.5585,0.7078,0.9369,0.9856,0.7376,0.6712,0.8467,0.5665,0.4549,0.1786,0.4088,0.1901,0.6449,0.9094
-ViT-B-16-SigLIP-384,webli,0.6379,0.7849,0.9507,0.9276,0.7147,0.2195,0.2239,0.1858,0.6718,0.4307,0.4522,0.9362,0.5196,0.6955,0.7211,0.6233,0.3640,0.9214,0.3333,0.8088,0.6342,0.8624,0.9515,0.7162,0.7010,0.5607,0.6579,0.9245,0.9863,0.7096,0.5285,0.8559,0.5882,0.5719,0.1719,0.5931,0.1365,0.6846,0.9194
-ViT-L-14,commonpool_xl_laion_s13b_b90k,0.6360,0.7545,0.9352,0.9796,0.8585,0.3819,0.2489,0.2503,0.6191,0.7378,0.2869,0.9200,0.6018,0.6352,0.6851,0.5747,0.3730,0.8708,0.1378,0.7740,0.6846,0.7435,0.9308,0.8107,0.5069,0.5986,0.7065,0.8912,0.9903,0.7327,0.5730,0.8130,0.5513,0.4966,0.1421,0.5671,0.2337,0.6600,0.9115
-EVA01-g-14,laion400m_s11b_b41k,0.6358,0.7852,0.9477,0.9829,0.8865,0.1966,0.2467,0.2862,0.6144,0.7237,0.3226,0.9345,0.4913,0.6730,0.7152,0.7359,0.3285,0.9250,0.2405,0.6218,0.7200,0.7427,0.9414,0.8325,0.4987,0.5832,0.6976,0.9171,0.9889,0.7416,0.5889,0.8037,0.5293,0.4640,0.1975,0.4999,0.1859,0.6741,0.8969
-convnext_large_d_320,laion2b_s29b_b131k_ft,0.6345,0.7660,0.9341,0.9647,0.8313,0.3688,0.1999,0.2673,0.6846,0.7131,0.3770,0.9160,0.5688,0.6472,0.6929,0.5933,0.4400,0.8823,0.1027,0.7695,0.6813,0.7696,0.9346,0.8002,0.4576,0.5623,0.6989,0.9348,0.9854,0.7355,0.6496,0.8415,0.5599,0.4558,0.1664,0.4342,0.1782,0.6355,0.9090
-coca_ViT-L-14,laion2b_s13b_b90k,0.6327,0.7561,0.9430,0.9722,0.8318,0.3781,0.2446,0.2551,0.6239,0.6752,0.3590,0.9038,0.5624,0.6453,0.6798,0.5336,0.3540,0.8812,0.1899,0.7790,0.6405,0.7643,0.9402,0.8096,0.5500,0.6634,0.6878,0.9276,0.9894,0.7406,0.6237,0.8134,0.5428,0.4739,0.1375,0.4268,0.1932,0.6542,0.8960
-ViT-g-14,laion2b_s12b_b42k,0.6299,0.7663,0.9415,0.9706,0.8392,0.3317,0.2225,0.2878,0.6824,0.6469,0.3768,0.9155,0.4985,0.6516,0.6956,0.5716,0.3785,0.8869,0.1350,0.6840,0.6761,0.7800,0.9431,0.8108,0.5624,0.6425,0.7176,0.9292,0.9865,0.7541,0.3930,0.8366,0.5647,0.4427,0.1486,0.4948,0.2040,0.6542,0.9132
-convnext_large_d,laion2b_s26b_b102k_augreg,0.6294,0.7591,0.9365,0.9655,0.8309,0.3461,0.1997,0.2525,0.6739,0.6959,0.3610,0.9055,0.5299,0.6430,0.6826,0.5352,0.4425,0.8767,0.1027,0.8063,0.6618,0.7667,0.9282,0.7891,0.5309,0.5612,0.6768,0.9316,0.9829,0.7307,0.6812,0.8384,0.5550,0.4646,0.1549,0.3964,0.1793,0.6402,0.9019
-ViT-L-14-336,openai,0.6284,0.7656,0.9225,0.9493,0.7436,0.2003,0.1895,0.3445,0.5559,0.6144,0.3346,0.9386,0.5239,0.6100,0.7089,0.7748,0.3265,0.8905,0.2616,0.7916,0.7183,0.7852,0.9369,0.7815,0.6073,0.7057,0.6379,0.7932,0.9943,0.6865,0.5560,0.7730,0.4751,0.4145,0.1490,0.6456,0.2325,0.6390,0.9015
-ViT-L-14-quickgelu,metaclip_400m,0.6252,0.7620,0.9464,0.9544,0.7727,0.2271,0.2514,0.3085,0.6245,0.6033,0.3983,0.9073,0.4755,0.6505,0.6977,0.6640,0.2895,0.8889,0.2419,0.6186,0.6923,0.7648,0.9381,0.7440,0.7039,0.6551,0.6848,0.8477,0.9928,0.7073,0.3239,0.7981,0.5191,0.5175,0.1408,0.6916,0.1874,0.6741,0.8931
-ViT-B-16-SigLIP,webli,0.6232,0.7604,0.9518,0.9234,0.7223,0.2373,0.2409,0.1594,0.6468,0.4428,0.4377,0.9162,0.5164,0.6792,0.6893,0.4541,0.3815,0.9030,0.4093,0.8354,0.5510,0.8549,0.9420,0.7212,0.5953,0.5244,0.6454,0.9081,0.9821,0.7001,0.5586,0.8189,0.5676,0.5738,0.1309,0.6045,0.1265,0.6589,0.9106
-ViT-B-16-SigLIP-256,webli,0.6226,0.7653,0.9496,0.9334,0.7327,0.2276,0.2340,0.1581,0.6574,0.4606,0.4473,0.9200,0.4940,0.6810,0.6920,0.4877,0.3785,0.9076,0.3685,0.8457,0.5723,0.8521,0.9424,0.7254,0.5657,0.5739,0.6440,0.9106,0.9818,0.7026,0.5399,0.8272,0.5724,0.5715,0.1493,0.4966,0.1253,0.6589,0.9061
-ViT-L-14,commonpool_xl_s13b_b90k,0.6207,0.7229,0.9327,0.9801,0.8410,0.1985,0.2461,0.2962,0.6202,0.6889,0.1957,0.9107,0.5467,0.6118,0.6511,0.5625,0.2855,0.8594,0.3390,0.9084,0.7022,0.6966,0.9060,0.8076,0.5248,0.5953,0.5756,0.8939,0.9890,0.7103,0.6589,0.7339,0.4652,0.5072,0.1229,0.5246,0.1948,0.6811,0.8990
-ViT-L-14,laion2b_s32b_b82k,0.6205,0.7525,0.9388,0.9662,0.8332,0.3123,0.2234,0.2631,0.6293,0.6459,0.3652,0.9100,0.5618,0.6328,0.6780,0.5385,0.3870,0.8742,0.2293,0.5410,0.6529,0.7479,0.9309,0.8053,0.5641,0.5925,0.6687,0.9263,0.9885,0.7434,0.4087,0.8251,0.5493,0.4385,0.1257,0.5972,0.2007,0.6402,0.8919
-ViT-L-14,openai,0.6173,0.7554,0.9249,0.9559,0.7582,0.1943,0.2021,0.3187,0.5537,0.6263,0.3181,0.9305,0.5055,0.5959,0.6983,0.7075,0.3235,0.8784,0.2180,0.7634,0.6889,0.7923,0.9323,0.7828,0.5204,0.6881,0.6337,0.7788,0.9936,0.6756,0.5840,0.7508,0.4642,0.4136,0.1211,0.6741,0.2229,0.6297,0.8839
-coca_ViT-L-14,mscoco_finetuned_laion2b_s13b_b90k,0.6159,0.7204,0.9420,0.9630,0.7965,0.3765,0.2501,0.1800,0.6213,0.5867,0.2329,0.8436,0.5453,0.6114,0.6475,0.4548,0.3865,0.8574,0.3797,0.8292,0.6253,0.7074,0.9115,0.8106,0.4943,0.6107,0.6267,0.8865,0.9861,0.7398,0.5564,0.8373,0.6028,0.5146,0.1303,0.4294,0.1678,0.6636,0.8772
-ViT-B-16,datacomp_xl_s13b_b90k,0.6147,0.7349,0.9380,0.9624,0.8212,0.3267,0.2461,0.2215,0.5793,0.5883,0.2970,0.9047,0.5523,0.6044,0.6598,0.4840,0.4285,0.8362,0.2883,0.7649,0.6350,0.7701,0.9254,0.8178,0.6002,0.5162,0.6535,0.8883,0.9811,0.7051,0.6272,0.7633,0.4880,0.4832,0.1181,0.4799,0.1504,0.6168,0.8990
-ViT-B-32-256,datacomp_s34b_b86k,0.6087,0.7281,0.9348,0.9653,0.8287,0.2489,0.2271,0.1968,0.6064,0.6469,0.3645,0.8909,0.5152,0.6065,0.6481,0.3757,0.4635,0.8344,0.2658,0.7939,0.5960,0.7822,0.9115,0.7880,0.5880,0.5294,0.6505,0.8990,0.9731,0.7021,0.6708,0.7486,0.4892,0.4300,0.0910,0.6252,0.0000,0.6238,0.8923
-ViT-B-16-SigLIP-i18n-256,webli,0.6068,0.7513,0.9475,0.9118,0.7216,0.2552,0.1976,0.1593,0.6426,0.3826,0.3325,0.9171,0.5276,0.6588,0.6814,0.4585,0.3685,0.8920,0.3826,0.8301,0.5976,0.8387,0.9387,0.7536,0.5381,0.5700,0.5737,0.8926,0.9764,0.6978,0.4272,0.8088,0.5470,0.5710,0.1451,0.4899,0.1064,0.6472,0.9186
-RN50x64,openai,0.6061,0.7391,0.9026,0.8510,0.5985,0.2254,0.1994,0.2981,0.5314,0.5765,0.3103,0.9205,0.4792,0.5593,0.6706,0.7077,0.3830,0.8441,0.3094,0.8583,0.6820,0.7745,0.9360,0.7398,0.5387,0.7106,0.6265,0.7581,0.9829,0.6661,0.6044,0.7794,0.4683,0.3936,0.1469,0.5280,0.1939,0.6472,0.8898
-ViT-B-16-quickgelu,metaclip_fullcc,0.6041,0.7212,0.9328,0.9572,0.7891,0.2935,0.2260,0.2271,0.6223,0.5265,0.3059,0.8882,0.4659,0.6016,0.6505,0.4953,0.4150,0.8423,0.1871,0.6610,0.6138,0.7358,0.9175,0.7818,0.5915,0.5898,0.6744,0.8302,0.9841,0.6879,0.3909,0.7811,0.5035,0.5221,0.1227,0.6993,0.1932,0.6402,0.8868
-ViT-L-14,laion400m_e32,0.5971,0.7277,0.9266,0.9464,0.7741,0.2421,0.2452,0.2302,0.6053,0.6233,0.2490,0.9007,0.4989,0.5964,0.6545,0.4647,0.4190,0.8467,0.1997,0.7612,0.5969,0.7306,0.9170,0.7561,0.4968,0.5601,0.6741,0.8962,0.9808,0.7258,0.4955,0.7891,0.5137,0.3932,0.1254,0.4555,0.1708,0.6168,0.8839
-ViT-L-14,laion400m_e31,0.5964,0.7271,0.9259,0.9465,0.7738,0.2420,0.2452,0.2290,0.5973,0.6322,0.2462,0.9002,0.4965,0.5944,0.6547,0.4596,0.4225,0.8466,0.1997,0.7668,0.5962,0.7323,0.9154,0.7585,0.4877,0.5651,0.6710,0.8964,0.9804,0.7247,0.4956,0.7885,0.5129,0.3949,0.1239,0.4595,0.1651,0.6075,0.8831
-EVA02-B-16,merged2b_s8b_b131k,0.5890,0.7472,0.9302,0.9846,0.8773,0.2125,0.2254,0.2136,0.5282,0.6635,0.2506,0.8943,0.4630,0.5771,0.6701,0.5396,0.3410,0.8244,0.2208,0.4729,0.6214,0.7245,0.9211,0.8019,0.5091,0.5415,0.6037,0.7855,0.9949,0.7064,0.2497,0.7873,0.5044,0.4722,0.1515,0.7095,0.1724,0.6086,0.8810
-convnext_base_w_320,laion_aesthetic_s13b_b82k_augreg,0.5869,0.7128,0.9255,0.8823,0.6515,0.2825,0.2225,0.2243,0.6074,0.5124,0.2632,0.8947,0.4365,0.5646,0.6362,0.4157,0.5075,0.8136,0.2180,0.7219,0.5237,0.7524,0.9239,0.7530,0.5696,0.5508,0.6421,0.8918,0.9755,0.7037,0.4443,0.8009,0.5142,0.4293,0.1392,0.5502,0.1215,0.6297,0.8935
-ViT-B-16,laion2b_s34b_b88k,0.5866,0.7023,0.9287,0.9494,0.7684,0.2149,0.2455,0.2029,0.5633,0.5346,0.2695,0.8663,0.4826,0.5608,0.6228,0.3823,0.4625,0.8061,0.1730,0.6577,0.5598,0.7084,0.9048,0.7886,0.5639,0.5969,0.6275,0.8848,0.9786,0.7085,0.5002,0.7807,0.5087,0.4601,0.1217,0.6249,0.1211,0.5841,0.8735
-convnext_base_w,laion2b_s13b_b82k_augreg,0.5835,0.7147,0.9258,0.9561,0.8021,0.3307,0.2450,0.2016,0.6144,0.4828,0.2235,0.8675,0.4654,0.5890,0.6329,0.3817,0.5110,0.8253,0.2068,0.6441,0.5732,0.7017,0.9191,0.7979,0.4823,0.5925,0.6056,0.9126,0.9705,0.7113,0.5376,0.7985,0.5222,0.4390,0.1285,0.3801,0.0000,0.5935,0.8881
-ViT-B-32,datacomp_xl_s13b_b90k,0.5795,0.6917,0.9230,0.9561,0.8031,0.1294,0.2423,0.1756,0.5713,0.5746,0.2463,0.8632,0.5185,0.5676,0.6075,0.3035,0.4975,0.7818,0.1632,0.8124,0.5510,0.7353,0.9002,0.8151,0.5284,0.4849,0.6343,0.8728,0.9654,0.6780,0.6240,0.7004,0.4534,0.4594,0.0863,0.6656,0.0000,0.5643,0.8731
-ViT-B-16-quickgelu,metaclip_400m,0.5785,0.7080,0.9341,0.9014,0.6657,0.3010,0.2245,0.2260,0.5590,0.5572,0.2839,0.8725,0.4375,0.5789,0.6261,0.4700,0.3920,0.8177,0.2419,0.4794,0.5916,0.7229,0.9035,0.7217,0.6203,0.6046,0.6619,0.7421,0.9724,0.6678,0.2523,0.7668,0.4822,0.5113,0.1122,0.6769,0.1991,0.6063,0.8894
-convnext_base_w,laion_aesthetic_s13b_b82k,0.5766,0.7099,0.9061,0.8305,0.6116,0.2960,0.1956,0.2228,0.6229,0.4519,0.2938,0.8847,0.4016,0.5546,0.6342,0.4123,0.4750,0.7986,0.2630,0.6739,0.5559,0.7170,0.9199,0.7548,0.5517,0.5579,0.6162,0.8661,0.9709,0.7143,0.2802,0.8093,0.5238,0.4764,0.1378,0.5859,0.1284,0.6343,0.8722
-convnext_base_w,laion2b_s13b_b82k,0.5761,0.7078,0.9222,0.9383,0.7519,0.2385,0.1866,0.2018,0.5957,0.5678,0.2825,0.8711,0.4930,0.5712,0.6234,0.3993,0.4815,0.8070,0.1505,0.5435,0.5795,0.6955,0.9189,0.8038,0.4154,0.6041,0.6284,0.8957,0.9775,0.7128,0.3459,0.7992,0.5171,0.4706,0.1181,0.4812,0.1072,0.6075,0.8802
-ViT-B-16-plus-240,laion400m_e32,0.5724,0.6919,0.9239,0.9273,0.7377,0.2387,0.2348,0.1894,0.5548,0.5820,0.1852,0.8734,0.4944,0.5442,0.6148,0.3689,0.4980,0.8049,0.2813,0.5709,0.5384,0.6886,0.9015,0.7636,0.5524,0.5799,0.6137,0.8448,0.9698,0.6985,0.3777,0.7730,0.4979,0.4069,0.1163,0.4876,0.1616,0.5923,0.8697
-ViT-B-16-plus-240,laion400m_e31,0.5713,0.6904,0.9219,0.9247,0.7329,0.2413,0.2346,0.1884,0.5548,0.5702,0.1861,0.8735,0.4897,0.5443,0.6138,0.3676,0.5030,0.8038,0.2799,0.5722,0.5374,0.6825,0.9035,0.7634,0.5512,0.5859,0.6144,0.8450,0.9689,0.6991,0.3767,0.7675,0.4954,0.4093,0.1164,0.4837,0.1618,0.5841,0.8689
-ViT-B-32,laion2b_s34b_b79k,0.5694,0.6656,0.9105,0.9358,0.7555,0.1535,0.2451,0.1667,0.5569,0.4806,0.2453,0.8269,0.4933,0.5366,0.5814,0.2627,0.4995,0.7643,0.2630,0.6996,0.4883,0.7024,0.9076,0.7910,0.5993,0.5728,0.6106,0.8607,0.9656,0.6872,0.4257,0.7544,0.4783,0.4479,0.0930,0.6392,0.1479,0.5666,0.8543
-RN50x16,openai,0.5670,0.7072,0.8856,0.8134,0.5209,0.1953,0.2095,0.2437,0.5266,0.4328,0.2783,0.9051,0.3984,0.5063,0.6420,0.5724,0.4495,0.7933,0.2307,0.6798,0.6071,0.7188,0.8956,0.6800,0.6249,0.6771,0.5883,0.7286,0.9775,0.6391,0.4548,0.7552,0.4538,0.3946,0.1079,0.6248,0.1593,0.6121,0.8539
-convnext_base_w_320,laion_aesthetic_s13b_b82k,0.5665,0.7167,0.9136,0.8613,0.5900,0.2283,0.2255,0.2237,0.5931,0.3519,0.2834,0.8930,0.4459,0.5639,0.6398,0.4225,0.4745,0.8054,0.0928,0.6647,0.5616,0.7165,0.9244,0.7240,0.4899,0.5541,0.6176,0.8821,0.9664,0.7161,0.2606,0.8236,0.5247,0.4610,0.1473,0.4729,0.1813,0.6273,0.8856
-xlm-roberta-base-ViT-B-32,laion5b_s13b_b90k,0.5643,0.6236,0.9079,0.9366,0.7654,0.1675,0.2025,0.1896,0.6037,0.6006,0.2692,0.8010,0.4561,0.5071,0.5425,0.2355,0.4825,0.7410,0.1814,0.7407,0.4607,0.6235,0.8690,0.7856,0.6423,0.5354,0.6137,0.8556,0.9668,0.6785,0.5532,0.7359,0.4566,0.4827,0.0801,0.5770,0.1292,0.5771,0.8647
-ViT-B-16,openai,0.5626,0.6834,0.8901,0.9077,0.6695,0.2123,0.2231,0.2282,0.4495,0.5594,0.2421,0.8872,0.4339,0.4824,0.6188,0.4995,0.4230,0.7770,0.2644,0.5135,0.5531,0.6907,0.8886,0.7831,0.5072,0.6068,0.5822,0.6477,0.9825,0.6435,0.5190,0.7218,0.4275,0.4316,0.1099,0.6808,0.1888,0.5876,0.8614
-ViT-B-16,laion400m_e32,0.5621,0.6705,0.9131,0.9172,0.7116,0.2869,0.2451,0.1810,0.5133,0.5019,0.1765,0.8613,0.4346,0.5238,0.5963,0.3324,0.5075,0.7793,0.1814,0.6624,0.5152,0.6691,0.8917,0.7684,0.5960,0.5437,0.5852,0.8373,0.9698,0.6961,0.3413,0.7458,0.4688,0.4326,0.1028,0.5999,0.1546,0.5935,0.8534
-ViT-B-16,laion400m_e31,0.5617,0.6698,0.9159,0.9169,0.7130,0.2889,0.2451,0.1804,0.5138,0.5033,0.1742,0.8587,0.4353,0.5233,0.5943,0.3327,0.5035,0.7777,0.1997,0.6531,0.5128,0.6693,0.8911,0.7678,0.5925,0.5459,0.5849,0.8365,0.9703,0.6958,0.3388,0.7451,0.4674,0.4225,0.1056,0.5976,0.1546,0.5946,0.8534
-ViT-B-32-quickgelu,metaclip_fullcc,0.5577,0.6766,0.9290,0.9518,0.7767,0.1871,0.2307,0.1764,0.5883,0.4991,0.2705,0.8309,0.3922,0.5599,0.5957,0.2993,0.4825,0.7805,0.1871,0.4272,0.5286,0.6935,0.9087,0.7652,0.5596,0.5310,0.6124,0.7738,0.9630,0.6689,0.3447,0.7295,0.4662,0.5238,0.0915,0.5656,0.1588,0.6051,0.8610
-convnext_base,laion400m_s13b_b51k,0.5576,0.6627,0.9151,0.8899,0.6462,0.2386,0.2209,0.1700,0.5404,0.4850,0.1556,0.8515,0.4551,0.5196,0.5859,0.3092,0.4925,0.7575,0.2925,0.6114,0.5058,0.6900,0.8853,0.7528,0.6116,0.5376,0.5683,0.8409,0.9656,0.6845,0.4038,0.7438,0.4615,0.4045,0.1095,0.6565,0.1589,0.5537,0.8530
-coca_ViT-B-32,laion2b_s13b_b90k,0.5533,0.6331,0.9078,0.9387,0.7378,0.1831,0.2175,0.1450,0.5367,0.4602,0.1783,0.7893,0.4532,0.5121,0.5522,0.2149,0.4920,0.7376,0.2644,0.7097,0.4470,0.6226,0.8875,0.7832,0.5938,0.5766,0.5994,0.8397,0.9626,0.6736,0.5503,0.7248,0.4537,0.4698,0.0876,0.5749,0.1010,0.5724,0.8430
-ViT-B-32,laion2b_e16,0.5483,0.6565,0.9104,0.9403,0.7544,0.1923,0.2310,0.1652,0.5383,0.5030,0.2298,0.8166,0.3655,0.5287,0.5739,0.2615,0.5030,0.7588,0.1758,0.6347,0.4877,0.6732,0.8903,0.7877,0.5072,0.5437,0.6190,0.8437,0.9653,0.6851,0.4164,0.7539,0.4768,0.4602,0.0971,0.4648,0.0000,0.5724,0.8526
-roberta-ViT-B-32,laion2b_s12b_b32k,0.5411,0.6171,0.9039,0.9325,0.7505,0.1472,0.2007,0.1472,0.5920,0.5215,0.1725,0.7812,0.4082,0.4912,0.5331,0.2120,0.5075,0.7224,0.3854,0.6636,0.4499,0.5893,0.8670,0.7804,0.4985,0.5420,0.6117,0.8315,0.9564,0.6627,0.4526,0.7302,0.4590,0.4583,0.0606,0.4098,0.1161,0.5549,0.8426
-ViT-B-32-quickgelu,metaclip_400m,0.5387,0.6558,0.9171,0.9125,0.7006,0.2175,0.2448,0.1716,0.5255,0.5239,0.2680,0.8106,0.3576,0.5330,0.5760,0.2863,0.4680,0.7477,0.2588,0.4144,0.5046,0.6811,0.8877,0.7081,0.6426,0.5338,0.5954,0.7060,0.9543,0.6345,0.2056,0.7007,0.4386,0.5097,0.0819,0.6443,0.0000,0.5970,0.8539
-ViT-B-16,datacomp_l_s1b_b8k,0.5372,0.6310,0.8969,0.9381,0.7540,0.2314,0.2513,0.1434,0.4691,0.5011,0.1001,0.8311,0.4343,0.4976,0.5521,0.2545,0.4955,0.7177,0.4008,0.5400,0.5298,0.6261,0.8352,0.8089,0.4973,0.5294,0.5273,0.7718,0.9576,0.6431,0.4595,0.6428,0.4045,0.4465,0.0729,0.5000,0.0976,0.5748,0.8493
-ViT-B-16,commonpool_l_clip_s1b_b8k,0.5294,0.5777,0.8853,0.9349,0.7313,0.2691,0.2313,0.1417,0.4500,0.4728,0.0822,0.7995,0.4657,0.4589,0.4995,0.2165,0.4950,0.6843,0.3755,0.7032,0.4914,0.5667,0.7561,0.7821,0.4962,0.5036,0.5295,0.8171,0.9496,0.6295,0.5985,0.5956,0.3658,0.4359,0.0741,0.4920,0.1257,0.5818,0.8501
-ViT-B-32-quickgelu,laion400m_e32,0.5272,0.6293,0.9118,0.9074,0.7029,0.1624,0.2391,0.1475,0.5457,0.5143,0.1658,0.8086,0.4197,0.4939,0.5506,0.2172,0.5345,0.7342,0.2897,0.3733,0.4389,0.6620,0.8671,0.7582,0.5592,0.5228,0.5454,0.7926,0.9560,0.6700,0.3039,0.7025,0.4395,0.4072,0.0745,0.4709,0.1296,0.5491,0.8380
-ViT-B-32-quickgelu,laion400m_e31,0.5263,0.6294,0.9121,0.9060,0.7021,0.1659,0.2397,0.1476,0.5447,0.5085,0.1675,0.8080,0.4230,0.4937,0.5487,0.2161,0.5335,0.7349,0.2911,0.3656,0.4374,0.6638,0.8629,0.7539,0.5543,0.5217,0.5446,0.7914,0.9553,0.6702,0.3144,0.7022,0.4395,0.4034,0.0788,0.4554,0.1310,0.5467,0.8363
-ViT-B-32-quickgelu,openai,0.5245,0.6332,0.8758,0.8983,0.6423,0.2320,0.2335,0.1720,0.4436,0.5044,0.1953,0.8400,0.3258,0.4229,0.5592,0.3155,0.4775,0.6933,0.2743,0.4839,0.4431,0.6670,0.8700,0.7640,0.6224,0.5865,0.5362,0.5963,0.9713,0.6248,0.3159,0.6884,0.4028,0.4125,0.0732,0.6061,0.1676,0.5386,0.8217
-ViT-B-32,openai,0.5245,0.6332,0.8758,0.8983,0.6423,0.2320,0.2335,0.1720,0.4436,0.5044,0.1953,0.8400,0.3258,0.4229,0.5592,0.3155,0.4775,0.6933,0.2743,0.4839,0.4431,0.6670,0.8700,0.7640,0.6224,0.5865,0.5362,0.5963,0.9713,0.6248,0.3159,0.6884,0.4028,0.4125,0.0732,0.6061,0.1676,0.5386,0.8217
-RN50x4,openai,0.5188,0.6627,0.8661,0.7943,0.4514,0.2045,0.0905,0.2039,0.4862,0.3354,0.2102,0.8640,0.3622,0.4468,0.5944,0.4145,0.4955,0.7274,0.2335,0.4903,0.5141,0.6766,0.8829,0.6814,0.5675,0.6716,0.5338,0.6673,0.9658,0.6089,0.3190,0.7234,0.4318,0.3912,0.0870,0.5435,0.1130,0.5654,0.8376
-ViT-B-32,laion400m_e31,0.5077,0.6022,0.8916,0.8825,0.6781,0.1549,0.2261,0.1356,0.5218,0.4694,0.1437,0.7814,0.4082,0.4648,0.5234,0.1957,0.5085,0.7079,0.1224,0.4108,0.4281,0.6319,0.8541,0.7312,0.5495,0.5162,0.5108,0.7436,0.9494,0.6508,0.2891,0.6890,0.4327,0.4262,0.0745,0.4975,0.1076,0.5491,0.8328
-ViT-B-32,laion400m_e32,0.5074,0.6024,0.8918,0.8840,0.6773,0.1536,0.2261,0.1349,0.5229,0.4754,0.1467,0.7817,0.4070,0.4646,0.5237,0.1953,0.5080,0.7084,0.1181,0.4000,0.4292,0.6323,0.8513,0.7328,0.5490,0.5206,0.5094,0.7454,0.9498,0.6509,0.2759,0.6866,0.4337,0.4265,0.0741,0.5084,0.1068,0.5444,0.8326
-RN101,openai,0.5033,0.6228,0.8527,0.8078,0.4764,0.2437,0.0923,0.1693,0.4335,0.3131,0.1853,0.8367,0.3753,0.4106,0.5612,0.2944,0.5085,0.6817,0.2644,0.5254,0.4515,0.6532,0.8652,0.6512,0.5819,0.6403,0.5476,0.6100,0.9680,0.5803,0.3185,0.6852,0.4025,0.4130,0.0888,0.4723,0.1615,0.5631,0.8164
-RN101-quickgelu,openai,0.5033,0.6228,0.8527,0.8078,0.4764,0.2437,0.0923,0.1693,0.4335,0.3131,0.1853,0.8367,0.3753,0.4106,0.5612,0.2944,0.5085,0.6817,0.2644,0.5254,0.4515,0.6532,0.8652,0.6512,0.5819,0.6403,0.5476,0.6100,0.9680,0.5803,0.3185,0.6852,0.4025,0.4130,0.0888,0.4723,0.1615,0.5631,0.8164
-ViT-B-16,commonpool_l_laion_s1b_b8k,0.5011,0.5526,0.8766,0.9296,0.7184,0.2681,0.2173,0.1119,0.4144,0.4115,0.0714,0.7661,0.3296,0.4315,0.4790,0.2004,0.4930,0.6501,0.3432,0.4753,0.4638,0.5023,0.7769,0.7686,0.5158,0.5228,0.5314,0.6760,0.9409,0.6278,0.4301,0.6447,0.3924,0.4476,0.0490,0.5127,0.1026,0.5514,0.8463
-ViT-B-16,commonpool_l_image_s1b_b8k,0.4812,0.5719,0.8856,0.9321,0.6955,0.2143,0.2453,0.1308,0.4170,0.3193,0.0735,0.7797,0.2514,0.4343,0.4872,0.2143,0.4725,0.6356,0.3826,0.2219,0.4793,0.4817,0.7784,0.7841,0.5002,0.4986,0.4622,0.6627,0.9489,0.6335,0.2673,0.6026,0.3622,0.4787,0.0424,0.5000,0.0000,0.5946,0.8422
-RN50,openai,0.4810,0.5982,0.8329,0.7157,0.4030,0.2171,0.1623,0.1542,0.4154,0.4081,0.1703,0.8080,0.3510,0.3544,0.5284,0.2327,0.5720,0.6073,0.1730,0.5755,0.4141,0.6522,0.8529,0.6510,0.6393,0.5645,0.4521,0.5453,0.9419,0.5994,0.2883,0.6868,0.3869,0.3622,0.0623,0.5624,0.0000,0.5222,0.8129
-RN50-quickgelu,openai,0.4810,0.5982,0.8329,0.7157,0.4030,0.2171,0.1623,0.1542,0.4154,0.4081,0.1703,0.8080,0.3510,0.3544,0.5284,0.2327,0.5720,0.6073,0.1730,0.5755,0.4141,0.6522,0.8529,0.6510,0.6393,0.5645,0.4521,0.5453,0.9419,0.5994,0.2883,0.6868,0.3869,0.3622,0.0623,0.5624,0.0000,0.5222,0.8129
-ViT-B-16,commonpool_l_text_s1b_b8k,0.4760,0.5605,0.8720,0.9391,0.7054,0.1843,0.2373,0.0995,0.3941,0.3830,0.0451,0.7724,0.2317,0.4437,0.4835,0.2220,0.4770,0.6708,0.2686,0.2593,0.4911,0.5164,0.7049,0.7669,0.4857,0.4931,0.4663,0.6525,0.9523,0.6088,0.2122,0.6078,0.3730,0.4570,0.0623,0.5697,0.0000,0.5643,0.8564
-ViT-B-16,commonpool_l_basic_s1b_b8k,0.4585,0.5155,0.8444,0.8289,0.5251,0.2061,0.2277,0.1173,0.4133,0.3820,0.0481,0.7461,0.2021,0.3932,0.4325,0.1913,0.4600,0.6087,0.3333,0.2809,0.4493,0.4357,0.6956,0.7151,0.5899,0.5387,0.4313,0.7216,0.9373,0.5974,0.1173,0.6015,0.3583,0.4812,0.0436,0.5712,0.0000,0.5421,0.8384
-ViT-B-16,commonpool_l_s1b_b8k,0.4370,0.4593,0.8089,0.9133,0.6421,0.1594,0.2203,0.1177,0.3383,0.3348,0.0316,0.6735,0.2766,0.3448,0.3914,0.1592,0.4335,0.5265,0.2686,0.3603,0.4126,0.3681,0.5587,0.7093,0.5516,0.5118,0.4154,0.6060,0.9339,0.5713,0.3047,0.4948,0.2855,0.4777,0.0399,0.5102,0.0000,0.5654,0.8305
-nllb-clip-large,v1,0.4227,0.3672,0.7234,0.9634,0.6797,0.2389,0.2254,0.0691,0.3447,0.5454,0.0216,0.4447,0.2462,0.3316,0.3233,0.2632,0.1725,0.5624,0.3727,0.2716,0.5268,0.0978,0.1283,0.7551,0.5417,0.5585,0.4983,0.3865,0.9811,0.5512,0.1725,0.6625,0.4004,0.4299,0.0403,0.5181,0.1419,0.6752,0.8305
-nllb-clip-base,v1,0.3351,0.2432,0.5914,0.8435,0.4839,0.1531,0.2254,0.0312,0.2782,0.4104,0.0185,0.2962,0.1852,0.1838,0.2029,0.0921,0.2195,0.3656,0.3741,0.1821,0.2874,0.0850,0.0784,0.6802,0.5509,0.5420,0.3603,0.1921,0.9514,0.4708,0.1441,0.5200,0.3081,0.3904,0.0463,0.4873,0.0000,0.5456,0.7136
-ViT-B-32,datacomp_m_s128m_b4k,0.3281,0.2972,0.7159,0.8252,0.5476,0.1365,0.2249,0.0453,0.2133,0.3393,0.0304,0.4168,0.1366,0.1930,0.2440,0.0493,0.4085,0.3402,0.2110,0.1147,0.1971,0.2965,0.4311,0.5459,0.5862,0.5316,0.2778,0.2803,0.8365,0.3637,0.1500,0.2241,0.1407,0.3287,0.0142,0.6669,0.0000,0.4498,0.6559
-ViT-B-32,commonpool_m_clip_s128m_b4k,0.3278,0.2725,0.6678,0.8405,0.5549,0.1402,0.2238,0.0458,0.2176,0.2589,0.0215,0.3999,0.1586,0.1844,0.2247,0.0420,0.3925,0.3297,0.3235,0.1778,0.2093,0.2551,0.3828,0.6074,0.5210,0.5014,0.2641,0.4123,0.8370,0.3875,0.1931,0.2465,0.1476,0.3581,0.0154,0.5369,0.0000,0.4451,0.6610
-RN50-quickgelu,cc12m,0.3260,0.3647,0.6581,0.5404,0.2079,0.2063,0.1574,0.0431,0.1910,0.2146,0.0226,0.4392,0.1284,0.2412,0.3098,0.0759,0.4160,0.4468,0.3713,0.1261,0.2320,0.2383,0.5651,0.4394,0.5033,0.4789,0.2137,0.1837,0.8751,0.4442,0.0918,0.5373,0.2891,0.3876,0.0476,0.5000,0.0000,0.4883,0.7119
-RN50,cc12m,0.3247,0.3591,0.6432,0.5241,0.2093,0.2076,0.1576,0.0422,0.2074,0.2202,0.0178,0.4241,0.1155,0.2354,0.3065,0.0763,0.4165,0.4466,0.3713,0.0919,0.2326,0.2465,0.5504,0.4700,0.5035,0.4871,0.2351,0.1818,0.8696,0.4440,0.0923,0.5357,0.2890,0.3828,0.0464,0.5000,0.0000,0.4907,0.7086
-ViT-B-32,commonpool_m_image_s128m_b4k,0.3118,0.2678,0.6650,0.7815,0.5203,0.1298,0.2248,0.0466,0.1910,0.2261,0.0219,0.3553,0.1513,0.1623,0.2183,0.0385,0.3795,0.2959,0.2996,0.1079,0.1837,0.2383,0.3482,0.6147,0.5742,0.5266,0.2275,0.1593,0.8171,0.3706,0.1294,0.2303,0.1354,0.4026,0.0149,0.6905,0.0000,0.4638,0.6397
-ViT-B-32,commonpool_m_text_s128m_b4k,0.3066,0.2548,0.6632,0.8164,0.5133,0.1891,0.2449,0.0355,0.1995,0.3587,0.0212,0.3568,0.1048,0.1655,0.2142,0.0431,0.3705,0.3107,0.2897,0.1034,0.1889,0.2184,0.2991,0.5355,0.5495,0.5008,0.2627,0.1935,0.7966,0.3535,0.1265,0.2386,0.1452,0.3618,0.0063,0.5336,0.0000,0.4544,0.6317
-RN101-quickgelu,yfcc15m,0.2993,0.3487,0.5437,0.5298,0.2262,0.1609,0.2504,0.0683,0.1851,0.2030,0.0420,0.4686,0.0940,0.0888,0.3003,0.1568,0.3370,0.2643,0.2068,0.1239,0.1988,0.4942,0.2970,0.4603,0.5004,0.4992,0.2138,0.0373,0.8661,0.4085,0.0781,0.4422,0.2326,0.3147,0.0357,0.5000,0.0546,0.4930,0.6483
-RN101,yfcc15m,0.2988,0.3407,0.5538,0.5048,0.2197,0.1369,0.2257,0.0699,0.1899,0.2076,0.0443,0.4729,0.1092,0.0888,0.2933,0.1611,0.3240,0.2629,0.2138,0.1086,0.1991,0.4886,0.3068,0.4886,0.5013,0.4920,0.2011,0.0381,0.8803,0.4235,0.1348,0.4426,0.2404,0.2987,0.0371,0.5000,0.0000,0.5035,0.6509
-ViT-B-32,commonpool_m_laion_s128m_b4k,0.2919,0.2304,0.6312,0.7744,0.5009,0.1623,0.2261,0.0345,0.2043,0.1880,0.0169,0.3131,0.0906,0.1515,0.1895,0.0424,0.3480,0.2801,0.2827,0.1520,0.1763,0.2090,0.2973,0.5302,0.6225,0.4964,0.2470,0.2189,0.7774,0.3327,0.0881,0.2276,0.1353,0.3348,0.0167,0.5054,0.0000,0.4357,0.6234
-ViT-B-32,commonpool_m_basic_s128m_b4k,0.2849,0.2255,0.6118,0.6321,0.3531,0.1417,0.2217,0.0423,0.1973,0.2191,0.0155,0.3165,0.1225,0.1434,0.1820,0.0383,0.3505,0.2684,0.2982,0.1229,0.1754,0.1853,0.2752,0.5323,0.5402,0.5014,0.2305,0.2900,0.7793,0.3490,0.0638,0.2187,0.1333,0.4015,0.0133,0.5137,0.0285,0.4591,0.6322
-RN50,yfcc15m,0.2811,0.3238,0.5095,0.4943,0.1862,0.1315,0.2003,0.0642,0.1745,0.1811,0.0373,0.4304,0.0844,0.0729,0.2806,0.1371,0.3265,0.2231,0.2602,0.1004,0.1824,0.4680,0.2777,0.3888,0.5331,0.4992,0.1494,0.0429,0.8161,0.3999,0.0640,0.4106,0.2236,0.3023,0.0324,0.5256,0.0501,0.4673,0.6289
-RN50-quickgelu,yfcc15m,0.2776,0.3275,0.5089,0.4919,0.2033,0.1305,0.1990,0.0637,0.1729,0.1596,0.0371,0.4493,0.0956,0.0715,0.2793,0.1373,0.3315,0.2220,0.2560,0.0924,0.1772,0.4718,0.2771,0.3845,0.5131,0.4992,0.1424,0.0407,0.7914,0.3919,0.0642,0.4045,0.2182,0.3130,0.0261,0.5058,0.0000,0.4638,0.6343
-ViT-B-32,commonpool_m_s128m_b4k,0.2580,0.1755,0.5231,0.7459,0.4391,0.1263,0.2265,0.0362,0.1606,0.2537,0.0115,0.2342,0.0869,0.0952,0.1440,0.0388,0.2780,0.1983,0.2743,0.0933,0.1574,0.1128,0.1676,0.5448,0.5048,0.5003,0.1810,0.1332,0.7690,0.3066,0.0933,0.1599,0.0974,0.3983,0.0127,0.5015,0.0000,0.4276,0.5942
-ViT-B-32,commonpool_s_clip_s13m_b4k,0.1731,0.0505,0.2483,0.4768,0.1937,0.1529,0.2313,0.0119,0.0782,0.2067,0.0083,0.0801,0.0732,0.0200,0.0380,0.0181,0.1380,0.0655,0.2785,0.0874,0.0506,0.0539,0.0796,0.3379,0.6367,0.5014,0.0806,0.0276,0.5353,0.1126,0.1166,0.0343,0.0224,0.2994,0.0004,0.6874,0.0000,0.2605,0.2827
-ViT-B-32,commonpool_s_text_s13m_b4k,0.1573,0.0460,0.2231,0.4679,0.1844,0.1350,0.1899,0.0121,0.0670,0.0896,0.0139,0.0618,0.0411,0.0175,0.0398,0.0187,0.1270,0.0606,0.3980,0.0771,0.0494,0.0428,0.0581,0.2942,0.5027,0.5008,0.1029,0.0204,0.5019,0.1051,0.0933,0.0424,0.0214,0.3120,0.0015,0.5000,0.0000,0.2745,0.2843
-ViT-B-32,datacomp_s_s13m_b4k,0.1449,0.0392,0.2238,0.3176,0.1329,0.1121,0.2217,0.0109,0.0521,0.1593,0.0120,0.0604,0.0579,0.0186,0.0308,0.0155,0.1055,0.0578,0.2883,0.0991,0.0436,0.0528,0.0474,0.2666,0.5273,0.4646,0.0794,0.0173,0.4601,0.0725,0.1305,0.0171,0.0130,0.2525,0.0033,0.5425,0.0085,0.2150,0.2752
-ViT-B-32,commonpool_s_image_s13m_b4k,0.1449,0.0392,0.2238,0.3176,0.1329,0.1121,0.2217,0.0109,0.0521,0.1593,0.0120,0.0604,0.0579,0.0186,0.0308,0.0155,0.1055,0.0578,0.2883,0.0991,0.0436,0.0528,0.0474,0.2666,0.5273,0.4646,0.0794,0.0173,0.4601,0.0725,0.1305,0.0171,0.0130,0.2525,0.0033,0.5425,0.0085,0.2150,0.2752
-ViT-B-32,commonpool_s_basic_s13m_b4k,0.1423,0.0377,0.1806,0.2664,0.1154,0.1245,0.2335,0.0120,0.0553,0.0587,0.0103,0.0588,0.0638,0.0151,0.0319,0.0203,0.0985,0.0499,0.3390,0.1085,0.0440,0.0351,0.0488,0.3081,0.5096,0.4986,0.0795,0.0200,0.4659,0.0879,0.0810,0.0328,0.0168,0.3033,0.0003,0.5001,0.0000,0.2325,0.2643
-ViT-B-32,commonpool_s_s13m_b4k,0.1420,0.0270,0.1564,0.4079,0.1296,0.1305,0.2233,0.0126,0.0574,0.1487,0.0081,0.0473,0.0654,0.0108,0.0234,0.0141,0.1000,0.0404,0.3460,0.0708,0.0360,0.0338,0.0443,0.2235,0.5268,0.5008,0.0698,0.0143,0.4266,0.0766,0.1121,0.0257,0.0132,0.3126,0.0002,0.5124,0.0000,0.2290,0.2167
-ViT-B-32,commonpool_s_laion_s13m_b4k,0.1332,0.0305,0.1549,0.3364,0.1347,0.1309,0.1299,0.0098,0.0553,0.1578,0.0134,0.0501,0.0538,0.0125,0.0271,0.0147,0.1015,0.0443,0.2518,0.1387,0.0369,0.0244,0.0399,0.3030,0.4216,0.4992,0.0583,0.0155,0.4874,0.0659,0.1473,0.0223,0.0121,0.2410,0.0017,0.3703,0.0000,0.2079,0.2580
-coca_ViT-B-32,mscoco_finetuned_laion2b_s13b_b90k,0.1108,0.0079,0.0320,0.2564,0.0193,0.1245,0.2027,0.0044,0.0303,0.1157,0.0064,0.0159,0.0146,0.0028,0.0067,0.0121,0.0220,0.0199,0.3010,0.1506,0.0144,0.0054,0.0416,0.2023,0.5713,0.4992,0.0478,0.0056,0.2579,0.0204,0.1529,0.0092,0.0060,0.2329,0.0004,0.5681,0.0000,0.1729,0.0589
+name,pretrained,params (M),FLOPs (B),Average perf. on 38 datasets,ImageNet 1k,Caltech-101,CIFAR-10,CIFAR-100,CLEVR Counts,CLEVR Distance,Country211,Describable Textures,EuroSAT,FGVC Aircraft,Food-101,GTSRB,ImageNet Sketch,ImageNet v2,ImageNet-A,ImageNet-O,ImageNet-R,KITTI Vehicle Distance,MNIST,ObjectNet,Oxford Flowers-102,Oxford-IIIT Pet,Pascal VOC 2007,PatchCamelyon,Rendered SST2,RESISC45,Stanford Cars,STL-10,SUN397,SVHN,Flickr,MSCOCO,WinoGAViL,iWildCam,Camelyon17,FMoW,Dollar Street,GeoDE
+EVA02-E-14-plus,laion2b_s9b_b144k,5044.89,2362.19,0.6930,0.8201,0.9535,0.9934,0.9316,0.2991,0.1998,0.3564,0.6777,0.7574,0.5360,0.9496,0.6740,0.7162,0.7564,0.8223,0.3540,0.9456,0.1842,0.7463,0.7937,0.8433,0.9567,0.8569,0.6442,0.6271,0.7490,0.9457,0.9926,0.7510,0.7560,0.8648,0.5991,0.4403,0.2591,0.6948,0.2668,0.6951,0.9244
+ViT-SO400M-14-SigLIP-384,webli,877.96,723.48,0.6921,0.8308,0.9599,0.9672,0.8357,0.4071,0.2246,0.3645,0.7303,0.6354,0.6069,0.9635,0.6429,0.7454,0.7717,0.8247,0.2775,0.9575,0.2082,0.8862,0.7695,0.9114,0.9680,0.7171,0.5268,0.7002,0.7211,0.9521,0.9930,0.7541,0.5151,0.8863,0.6331,0.5754,0.2294,0.6149,0.3309,0.7301,0.9328
+ViT-bigG-14-CLIPA-336,datacomp1b,2517.76,2271.58,0.6842,0.8309,0.9529,0.9904,0.9123,0.1399,0.2161,0.4094,0.7293,0.6457,0.5561,0.9623,0.6407,0.7454,0.7726,0.8599,0.3130,0.9535,0.2630,0.8533,0.7966,0.8694,0.9562,0.8162,0.5411,0.6420,0.7257,0.9542,0.9956,0.7645,0.6691,0.8524,0.5909,0.4487,0.2383,0.5874,0.1766,0.6869,0.9407
+ViT-bigG-14-CLIPA,datacomp1b,2517.22,1007.93,0.6822,0.8270,0.9513,0.9912,0.9135,0.1357,0.2113,0.3921,0.7207,0.6861,0.5576,0.9583,0.6460,0.7431,0.7699,0.8179,0.3075,0.9512,0.2743,0.8544,0.7694,0.8693,0.9576,0.8188,0.5345,0.6332,0.7137,0.9560,0.9965,0.7642,0.6811,0.8488,0.5888,0.4383,0.2269,0.5955,0.1959,0.6869,0.9382
+ViT-SO400M-14-SigLIP,webli,877.36,233.54,0.6808,0.8203,0.9600,0.9679,0.8417,0.4210,0.2213,0.3243,0.7106,0.6274,0.6029,0.9556,0.6382,0.7402,0.7607,0.7185,0.2960,0.9506,0.2489,0.8929,0.7060,0.8982,0.9522,0.7034,0.5057,0.6936,0.7257,0.9032,0.9939,0.7436,0.5670,0.8313,0.6071,0.5665,0.1915,0.6215,0.3163,0.7173,0.9278
+EVA02-E-14,laion2b_s4b_b115k,4704.59,2311.42,0.6690,0.8196,0.9541,0.9925,0.9258,0.1632,0.2499,0.3482,0.6878,0.7446,0.4892,0.9523,0.6729,0.7151,0.7566,0.8044,0.3340,0.9407,0.1294,0.7581,0.7674,0.8210,0.9569,0.8136,0.4972,0.5859,0.7324,0.9438,0.9926,0.7658,0.6381,0.8515,0.5892,0.4429,0.2289,0.4894,0.2801,0.6682,0.9182
+ViT-L-16-SigLIP-384,webli,652.48,422.91,0.6683,0.8207,0.9611,0.9605,0.8188,0.3275,0.2077,0.2470,0.7080,0.5817,0.5312,0.9564,0.6385,0.7360,0.7593,0.7663,0.3130,0.9507,0.2222,0.8525,0.7284,0.8934,0.9681,0.7172,0.5466,0.5634,0.6789,0.9493,0.9924,0.7250,0.5672,0.8756,0.6290,0.5550,0.2236,0.6637,0.1489,0.6916,0.9207
+ViT-H-14-CLIPA-336,datacomp1b,968.64,800.88,0.6677,0.8180,0.9467,0.9890,0.8968,0.1326,0.2254,0.3551,0.7197,0.6604,0.4718,0.9572,0.5816,0.7282,0.7562,0.8275,0.3115,0.9438,0.2574,0.8245,0.7742,0.8463,0.9573,0.8134,0.4979,0.6052,0.7114,0.9483,0.9955,0.7635,0.6599,0.8356,0.5822,0.4587,0.2239,0.4357,0.2500,0.6822,0.9278
+ViT-H-14-quickgelu,metaclip_fullcc,986.11,381.68,0.6671,0.8051,0.9536,0.9804,0.8634,0.2115,0.1881,0.3716,0.7271,0.6450,0.5114,0.9423,0.6257,0.7052,0.7417,0.7533,0.3040,0.9342,0.2771,0.7266,0.7642,0.8448,0.9561,0.7495,0.6222,0.6925,0.7024,0.8990,0.9944,0.7440,0.5910,0.8507,0.5752,0.5312,0.1680,0.5782,0.2314,0.6811,0.9077
+ViT-bigG-14,laion2b_s39b_b160k,2539.57,1065.36,0.6667,0.8009,0.9484,0.9824,0.8752,0.2989,0.2002,0.3379,0.6867,0.6919,0.4953,0.9309,0.6244,0.6894,0.7359,0.6933,0.3785,0.9213,0.1308,0.7157,0.7284,0.8163,0.9529,0.8077,0.6364,0.6535,0.7235,0.9460,0.9850,0.7450,0.6961,0.8623,0.5938,0.4488,0.1760,0.5905,0.2352,0.6857,0.9127
+ViT-H-14-CLIPA,datacomp1b,968.24,354.02,0.6653,0.8152,0.9458,0.9888,0.8991,0.1513,0.2255,0.3401,0.7090,0.7146,0.4751,0.9554,0.5538,0.7272,0.7498,0.7701,0.3135,0.9426,0.2461,0.8189,0.7423,0.8437,0.9559,0.8170,0.4958,0.6189,0.7098,0.9458,0.9948,0.7608,0.6622,0.8344,0.5804,0.4578,0.2160,0.4415,0.2684,0.6694,0.9236
+ViT-L-14,datacomp_xl_s13b_b90k,427.62,175.33,0.6627,0.7921,0.9465,0.9824,0.8736,0.3555,0.2443,0.3157,0.6649,0.7124,0.4750,0.9452,0.5853,0.6795,0.7205,0.6959,0.3255,0.9083,0.2785,0.8661,0.7425,0.8262,0.9506,0.8247,0.5118,0.6101,0.6941,0.9305,0.9925,0.7427,0.6769,0.8119,0.5451,0.4666,0.1614,0.5089,0.2403,0.6624,0.9152
+EVA01-g-14-plus,merged2b_s11b_b114k,1366.62,581.15,0.6624,0.7933,0.9506,0.9910,0.9008,0.2302,0.2293,0.3087,0.6734,0.7280,0.3947,0.9366,0.6644,0.6814,0.7214,0.7416,0.3415,0.9246,0.1491,0.7176,0.7491,0.7959,0.9490,0.8285,0.6244,0.5854,0.7079,0.9073,0.9949,0.7426,0.5951,0.8535,0.5925,0.4684,0.1882,0.7100,0.2283,0.6589,0.9148
+ViT-L-14-quickgelu,metaclip_fullcc,427.62,175.33,0.6592,0.7917,0.9527,0.9759,0.8410,0.3107,0.2260,0.3394,0.6862,0.5894,0.4537,0.9352,0.5623,0.6896,0.7256,0.7231,0.3010,0.9205,0.2785,0.6444,0.7457,0.8143,0.9461,0.8030,0.6197,0.6678,0.7360,0.8868,0.9933,0.7355,0.4681,0.8326,0.5576,0.5357,0.1581,0.7551,0.2592,0.6752,0.9140
+EVA02-L-14-336,merged2b_s6b_b61k,428.08,395.16,0.6583,0.8039,0.9525,0.9892,0.8980,0.3635,0.2485,0.3354,0.6473,0.7139,0.3758,0.9421,0.5759,0.6891,0.7380,0.8289,0.2850,0.9324,0.2377,0.6421,0.7789,0.7645,0.9424,0.8267,0.5487,0.6463,0.6910,0.9158,0.9966,0.7480,0.4575,0.8381,0.5605,0.5053,0.2105,0.5691,0.2198,0.6811,0.9136
+ViT-L-14-CLIPA-336,datacomp1b,414.54,387.39,0.6570,0.8026,0.9439,0.9864,0.8826,0.1566,0.2439,0.3066,0.6856,0.5811,0.4281,0.9456,0.5695,0.7087,0.7346,0.7771,0.3290,0.9329,0.1997,0.7667,0.7317,0.8100,0.9495,0.7979,0.6028,0.5316,0.6884,0.9407,0.9929,0.7560,0.6290,0.8251,0.5640,0.4449,0.1937,0.6783,0.2500,0.6752,0.9240
+ViT-L-16-SigLIP-256,webli,652.15,201.62,0.6557,0.8045,0.9593,0.9619,0.8191,0.4065,0.2150,0.2141,0.7027,0.5598,0.5259,0.9463,0.6115,0.7209,0.7376,0.6213,0.3265,0.9396,0.1983,0.8499,0.6526,0.8827,0.9604,0.7409,0.5458,0.6172,0.6817,0.9386,0.9911,0.7253,0.5211,0.8542,0.6154,0.5748,0.1796,0.5757,0.1296,0.6904,0.9173
+ViT-L-14-CLIPA,datacomp1b,414.21,167.5,0.6536,0.7957,0.9453,0.9866,0.8850,0.1857,0.2449,0.2941,0.6963,0.6044,0.4299,0.9415,0.5906,0.7061,0.7305,0.7125,0.3370,0.9288,0.1927,0.7374,0.6988,0.8101,0.9497,0.8067,0.5915,0.5387,0.6843,0.9366,0.9919,0.7528,0.6390,0.8188,0.5604,0.4388,0.1724,0.6760,0.2457,0.6647,0.9152
+convnext_xxlarge,laion2b_s34b_b82k_augreg_soup,1200.58,443.03,0.6530,0.7947,0.9448,0.9822,0.8687,0.1454,0.2365,0.3170,0.7053,0.6128,0.4434,0.9321,0.5508,0.6840,0.7260,0.6719,0.4060,0.9160,0.2363,0.8277,0.7273,0.8241,0.9445,0.8090,0.5142,0.6952,0.7190,0.9409,0.9810,0.7458,0.6254,0.8521,0.5867,0.4702,0.1730,0.6071,0.0000,0.6764,0.9215
+convnext_xxlarge,laion2b_s34b_b82k_augreg_rewind,1200.58,443.03,0.6521,0.7931,0.9452,0.9823,0.8686,0.1651,0.2534,0.3155,0.7016,0.6331,0.4398,0.9308,0.5491,0.6825,0.7228,0.6657,0.3975,0.9139,0.2419,0.7930,0.7252,0.8241,0.9438,0.8100,0.5014,0.6897,0.7168,0.9406,0.9801,0.7459,0.6137,0.8498,0.5871,0.4741,0.1735,0.6071,0.0000,0.6799,0.9228
+xlm-roberta-large-ViT-H-14,frozen_laion5b_s13b_b90k,1193.01,671.01,0.6515,0.7695,0.9422,0.9718,0.8430,0.3358,0.2050,0.3172,0.6926,0.6793,0.4673,0.9236,0.6239,0.6581,0.6944,0.5935,0.3390,0.8940,0.1364,0.7804,0.6911,0.7532,0.9431,0.7995,0.5792,0.6436,0.6825,0.9362,0.9889,0.7551,0.5950,0.8461,0.5758,0.5206,0.1392,0.6749,0.2098,0.6460,0.9111
+ViT-L-14,commonpool_xl_clip_s13b_b90k,427.62,175.33,0.6501,0.7637,0.9502,0.9797,0.8615,0.2547,0.2451,0.2984,0.6521,0.6681,0.3860,0.9355,0.5980,0.6538,0.6953,0.6197,0.3525,0.8924,0.2982,0.9040,0.7165,0.8006,0.9424,0.8336,0.5688,0.6178,0.6978,0.9352,0.9875,0.7351,0.6853,0.7768,0.5156,0.4728,0.1439,0.5100,0.1705,0.6776,0.9056
+EVA02-L-14,merged2b_s4b_b131k,427.76,175.3,0.6488,0.7977,0.9512,0.9908,0.9071,0.3176,0.2462,0.3091,0.6319,0.6994,0.3638,0.9340,0.5718,0.6813,0.7295,0.7619,0.2880,0.9272,0.2518,0.6729,0.7489,0.7631,0.9398,0.8220,0.5431,0.6150,0.6968,0.9055,0.9961,0.7410,0.4793,0.8351,0.5556,0.5081,0.1886,0.5124,0.2017,0.6624,0.9073
+convnext_xxlarge,laion2b_s34b_b82k_augreg,1200.58,443.03,0.6479,0.7907,0.9429,0.9816,0.8677,0.1399,0.1195,0.3127,0.7096,0.6030,0.4250,0.9295,0.5454,0.6806,0.7223,0.6692,0.4025,0.9131,0.2616,0.8687,0.7235,0.8091,0.9455,0.8116,0.5340,0.6782,0.7100,0.9399,0.9824,0.7436,0.6379,0.8531,0.5834,0.4536,0.1616,0.5719,0.0000,0.6729,0.9228
+ViT-B-16-SigLIP-512,webli,203.79,227.26,0.6459,0.7914,0.9516,0.9265,0.7146,0.2411,0.2226,0.1927,0.6793,0.4007,0.4521,0.9394,0.5171,0.6990,0.7283,0.6769,0.3615,0.9264,0.3924,0.8288,0.6764,0.8677,0.9499,0.7139,0.6615,0.5722,0.6538,0.9249,0.9853,0.7152,0.5444,0.8578,0.5963,0.5696,0.1925,0.6606,0.1411,0.6928,0.9244
+ViT-H-14-CLIPA-336,laion2b,968.64,800.88,0.6439,0.7910,0.9438,0.9826,0.8643,0.1835,0.2158,0.3111,0.7160,0.6393,0.3437,0.9303,0.5007,0.6994,0.7241,0.7213,0.3655,0.9269,0.1561,0.6365,0.7022,0.8009,0.9444,0.7723,0.5787,0.6178,0.7029,0.9476,0.9894,0.7567,0.6255,0.8522,0.5883,0.4878,0.1853,0.5001,0.1666,0.6706,0.9257
+ViT-g-14,laion2b_s34b_b88k,1366.68,581.15,0.6427,0.7847,0.9452,0.9815,0.8465,0.3768,0.1870,0.3091,0.6856,0.6530,0.4441,0.9241,0.4964,0.6754,0.7158,0.6092,0.3705,0.9020,0.2700,0.7191,0.6908,0.8010,0.9379,0.8166,0.5384,0.5678,0.6960,0.9394,0.9893,0.7411,0.5611,0.8456,0.5758,0.4104,0.1524,0.4771,0.2090,0.6671,0.9090
+ViT-H-14,laion2b_s32b_b79k,986.11,381.68,0.6419,0.7796,0.9421,0.9745,0.8473,0.2676,0.2358,0.2986,0.6782,0.7278,0.4265,0.9273,0.5832,0.6657,0.7090,0.5935,0.3825,0.8934,0.1097,0.7284,0.6941,0.7982,0.9438,0.7768,0.5430,0.6392,0.6995,0.9338,0.9848,0.7521,0.5252,0.8417,0.5770,0.4247,0.1528,0.5638,0.2264,0.6343,0.9086
+convnext_large_d_320,laion2b_s29b_b131k_ft_soup,351.77,157.98,0.6387,0.7685,0.9348,0.9659,0.8304,0.4293,0.2010,0.2654,0.6830,0.7161,0.3621,0.9162,0.5822,0.6504,0.6944,0.6044,0.4410,0.8862,0.1027,0.7434,0.6898,0.7755,0.9358,0.8129,0.4814,0.5585,0.7078,0.9369,0.9856,0.7376,0.6712,0.8467,0.5665,0.4549,0.1786,0.4088,0.1901,0.6449,0.9094
+ViT-B-16-SigLIP-384,webli,203.45,123.15,0.6379,0.7849,0.9507,0.9276,0.7147,0.2195,0.2239,0.1858,0.6718,0.4307,0.4522,0.9362,0.5196,0.6955,0.7211,0.6233,0.3640,0.9214,0.3333,0.8088,0.6343,0.8624,0.9515,0.7162,0.7010,0.5607,0.6579,0.9245,0.9863,0.7096,0.5285,0.8559,0.5882,0.5719,0.1719,0.5931,0.1365,0.6846,0.9194
+ViT-L-14,commonpool_xl_laion_s13b_b90k,427.62,175.33,0.6360,0.7545,0.9352,0.9796,0.8585,0.3819,0.2489,0.2503,0.6191,0.7378,0.2869,0.9200,0.6018,0.6352,0.6851,0.5747,0.3730,0.8708,0.1378,0.7740,0.6846,0.7435,0.9308,0.8107,0.5069,0.5986,0.7065,0.8912,0.9903,0.7327,0.5730,0.8130,0.5513,0.4966,0.1421,0.5671,0.2337,0.6600,0.9115
+EVA01-g-14,laion400m_s11b_b41k,1136.44,547.36,0.6358,0.7852,0.9477,0.9829,0.8865,0.1966,0.2467,0.2862,0.6144,0.7237,0.3226,0.9345,0.4913,0.6730,0.7152,0.7359,0.3285,0.9250,0.2405,0.6218,0.7200,0.7427,0.9414,0.8325,0.4987,0.5832,0.6976,0.9171,0.9889,0.7416,0.5889,0.8037,0.5293,0.4640,0.1975,0.4999,0.1859,0.6741,0.8969
+convnext_large_d_320,laion2b_s29b_b131k_ft,351.77,157.98,0.6345,0.7660,0.9341,0.9647,0.8313,0.3688,0.1999,0.2673,0.6846,0.7131,0.3770,0.9160,0.5688,0.6472,0.6929,0.5933,0.4400,0.8823,0.1027,0.7695,0.6813,0.7696,0.9346,0.8002,0.4576,0.5623,0.6989,0.9348,0.9854,0.7355,0.6496,0.8415,0.5599,0.4558,0.1664,0.4342,0.1782,0.6355,0.9090
+coca_ViT-L-14,laion2b_s13b_b90k,638.45,214.52,0.6327,0.7561,0.9430,0.9722,0.8318,0.3781,0.2446,0.2551,0.6239,0.6752,0.3590,0.9038,0.5624,0.6453,0.6798,0.5336,0.3540,0.8812,0.1899,0.7790,0.6405,0.7643,0.9402,0.8096,0.5500,0.6634,0.6878,0.9276,0.9894,0.7406,0.6237,0.8134,0.5428,0.4739,0.1375,0.4268,0.1932,0.6542,0.8960
+ViT-g-14,laion2b_s12b_b42k,1366.68,581.15,0.6299,0.7663,0.9415,0.9706,0.8392,0.3317,0.2225,0.2878,0.6824,0.6469,0.3768,0.9155,0.4985,0.6516,0.6956,0.5716,0.3785,0.8869,0.1350,0.6840,0.6761,0.7800,0.9431,0.8108,0.5624,0.6425,0.7176,0.9292,0.9865,0.7541,0.3930,0.8366,0.5647,0.4427,0.1486,0.4948,0.2040,0.6542,0.9132
+convnext_large_d,laion2b_s26b_b102k_augreg,351.77,107.5,0.6294,0.7591,0.9365,0.9655,0.8309,0.3461,0.1997,0.2525,0.6739,0.6959,0.3610,0.9055,0.5299,0.6430,0.6826,0.5352,0.4425,0.8767,0.1027,0.8063,0.6618,0.7667,0.9282,0.7891,0.5309,0.5612,0.6768,0.9316,0.9829,0.7307,0.6812,0.8384,0.5550,0.4646,0.1549,0.3964,0.1793,0.6402,0.9019
+ViT-L-14-336,openai,427.94,395.22,0.6284,0.7656,0.9225,0.9493,0.7436,0.2003,0.1895,0.3445,0.5559,0.6144,0.3346,0.9386,0.5239,0.6100,0.7089,0.7748,0.3265,0.8905,0.2616,0.7916,0.7183,0.7852,0.9369,0.7815,0.6073,0.7057,0.6379,0.7932,0.9943,0.6865,0.5560,0.7730,0.4751,0.4145,0.1490,0.6456,0.2325,0.6390,0.9015
+ViT-L-14-quickgelu,metaclip_400m,427.62,175.33,0.6252,0.7620,0.9464,0.9544,0.7727,0.2271,0.2514,0.3085,0.6245,0.6033,0.3983,0.9073,0.4755,0.6505,0.6977,0.6640,0.2895,0.8889,0.2419,0.6186,0.6923,0.7648,0.9381,0.7440,0.7039,0.6551,0.6848,0.8477,0.9928,0.7073,0.3239,0.7981,0.5191,0.5175,0.1408,0.6916,0.1874,0.6741,0.8931
+ViT-B-16-SigLIP,webli,203.16,46.44,0.6232,0.7604,0.9518,0.9234,0.7223,0.2373,0.2409,0.1594,0.6468,0.4428,0.4377,0.9162,0.5164,0.6792,0.6893,0.4541,0.3815,0.9030,0.4093,0.8354,0.5509,0.8549,0.9420,0.7212,0.5953,0.5244,0.6454,0.9081,0.9821,0.7001,0.5586,0.8189,0.5676,0.5738,0.1309,0.6045,0.1265,0.6589,0.9106
+ViT-B-16-SigLIP-256,webli,203.2,57.84,0.6226,0.7653,0.9496,0.9334,0.7327,0.2276,0.2340,0.1581,0.6574,0.4606,0.4473,0.9200,0.4940,0.6810,0.6920,0.4877,0.3785,0.9076,0.3685,0.8457,0.5723,0.8521,0.9424,0.7254,0.5657,0.5739,0.6440,0.9106,0.9818,0.7026,0.5399,0.8272,0.5724,0.5715,0.1493,0.4966,0.1253,0.6589,0.9061
+ViT-L-14,commonpool_xl_s13b_b90k,427.62,175.33,0.6207,0.7229,0.9327,0.9801,0.8410,0.1985,0.2461,0.2962,0.6202,0.6889,0.1957,0.9107,0.5467,0.6118,0.6511,0.5625,0.2855,0.8594,0.3390,0.9084,0.7022,0.6966,0.9060,0.8076,0.5248,0.5953,0.5756,0.8939,0.9890,0.7103,0.6589,0.7339,0.4652,0.5072,0.1229,0.5246,0.1948,0.6811,0.8990
+ViT-L-14,laion2b_s32b_b82k,427.62,175.33,0.6205,0.7525,0.9388,0.9662,0.8332,0.3123,0.2234,0.2631,0.6293,0.6459,0.3652,0.9100,0.5618,0.6328,0.6780,0.5385,0.3870,0.8742,0.2293,0.5410,0.6529,0.7479,0.9309,0.8053,0.5641,0.5925,0.6687,0.9263,0.9885,0.7434,0.4087,0.8251,0.5493,0.4385,0.1257,0.5972,0.2007,0.6402,0.8919
+ViT-L-14,openai,427.62,175.33,0.6173,0.7554,0.9249,0.9559,0.7582,0.1943,0.2021,0.3187,0.5537,0.6263,0.3181,0.9305,0.5055,0.5959,0.6983,0.7075,0.3235,0.8784,0.2180,0.7634,0.6889,0.7923,0.9323,0.7828,0.5204,0.6881,0.6337,0.7788,0.9936,0.6756,0.5840,0.7508,0.4642,0.4136,0.1211,0.6741,0.2229,0.6297,0.8839
+coca_ViT-L-14,mscoco_finetuned_laion2b_s13b_b90k,638.45,214.52,0.6159,0.7204,0.9420,0.9630,0.7965,0.3765,0.2501,0.1800,0.6213,0.5867,0.2329,0.8436,0.5453,0.6114,0.6475,0.4548,0.3865,0.8574,0.3797,0.8292,0.6253,0.7074,0.9115,0.8106,0.4943,0.6107,0.6267,0.8865,0.9861,0.7398,0.5564,0.8373,0.6028,0.5146,0.1303,0.4294,0.1678,0.6636,0.8772
+ViT-B-16,datacomp_xl_s13b_b90k,149.62,41.09,0.6147,0.7349,0.9380,0.9624,0.8212,0.3267,0.2461,0.2215,0.5793,0.5883,0.2970,0.9047,0.5523,0.6044,0.6598,0.4840,0.4285,0.8362,0.2883,0.7649,0.6350,0.7701,0.9254,0.8178,0.6002,0.5162,0.6535,0.8883,0.9811,0.7051,0.6272,0.7633,0.4880,0.4832,0.1181,0.4799,0.1504,0.6168,0.8990
+ViT-B-32-256,datacomp_s34b_b86k,151.29,17.46,0.6087,0.7281,0.9348,0.9653,0.8287,0.2489,0.2271,0.1968,0.6064,0.6469,0.3645,0.8909,0.5152,0.6065,0.6481,0.3757,0.4635,0.8344,0.2658,0.7939,0.5960,0.7822,0.9115,0.7880,0.5880,0.5294,0.6505,0.8990,0.9731,0.7021,0.6708,0.7486,0.4892,0.4300,0.0910,0.6252,0.0000,0.6238,0.8923
+ViT-B-16-SigLIP-i18n-256,webli,370.63,57.84,0.6068,0.7513,0.9475,0.9118,0.7216,0.2552,0.1976,0.1593,0.6426,0.3826,0.3325,0.9171,0.5276,0.6588,0.6814,0.4585,0.3685,0.8920,0.3826,0.8301,0.5977,0.8387,0.9387,0.7536,0.5381,0.5700,0.5737,0.8926,0.9764,0.6978,0.4272,0.8088,0.5470,0.5710,0.1451,0.4899,0.1064,0.6472,0.9186
+RN50x64,openai,623.26,552.65,0.6061,0.7391,0.9026,0.8510,0.5985,0.2254,0.1994,0.2981,0.5314,0.5765,0.3103,0.9205,0.4792,0.5593,0.6706,0.7077,0.3830,0.8441,0.3094,0.8583,0.6820,0.7745,0.9360,0.7398,0.5387,0.7106,0.6265,0.7581,0.9829,0.6661,0.6044,0.7794,0.4683,0.3936,0.1469,0.5280,0.1939,0.6472,0.8898
+ViT-B-16-quickgelu,metaclip_fullcc,149.62,41.09,0.6041,0.7212,0.9328,0.9572,0.7891,0.2935,0.2260,0.2271,0.6223,0.5265,0.3059,0.8882,0.4659,0.6016,0.6505,0.4953,0.4150,0.8423,0.1871,0.6610,0.6138,0.7358,0.9175,0.7818,0.5915,0.5898,0.6744,0.8302,0.9841,0.6879,0.3909,0.7811,0.5035,0.5221,0.1227,0.6993,0.1932,0.6402,0.8868
+ViT-L-14,laion400m_e32,427.62,175.33,0.5971,0.7277,0.9266,0.9464,0.7741,0.2421,0.2452,0.2302,0.6053,0.6233,0.2490,0.9007,0.4989,0.5964,0.6545,0.4647,0.4190,0.8467,0.1997,0.7612,0.5969,0.7306,0.9170,0.7561,0.4968,0.5601,0.6741,0.8962,0.9808,0.7258,0.4955,0.7891,0.5137,0.3932,0.1254,0.4555,0.1708,0.6168,0.8839
+ViT-L-14,laion400m_e31,427.62,175.33,0.5964,0.7271,0.9259,0.9465,0.7738,0.2420,0.2452,0.2290,0.5973,0.6322,0.2462,0.9002,0.4965,0.5944,0.6547,0.4596,0.4225,0.8466,0.1997,0.7668,0.5962,0.7323,0.9154,0.7585,0.4877,0.5651,0.6710,0.8964,0.9804,0.7247,0.4956,0.7885,0.5129,0.3949,0.1239,0.4595,0.1651,0.6075,0.8831
+EVA02-B-16,merged2b_s8b_b131k,149.69,41.09,0.5890,0.7472,0.9302,0.9846,0.8773,0.2125,0.2254,0.2136,0.5282,0.6635,0.2506,0.8943,0.4630,0.5771,0.6701,0.5396,0.3410,0.8244,0.2208,0.4729,0.6214,0.7245,0.9211,0.8019,0.5091,0.5415,0.6037,0.7855,0.9949,0.7064,0.2497,0.7873,0.5044,0.4722,0.1515,0.7095,0.1724,0.6086,0.8810
+convnext_base_w_320,laion_aesthetic_s13b_b82k_augreg,179.39,71.94,0.5869,0.7128,0.9255,0.8823,0.6515,0.2825,0.2225,0.2243,0.6074,0.5124,0.2632,0.8947,0.4365,0.5646,0.6362,0.4157,0.5075,0.8136,0.2180,0.7219,0.5237,0.7524,0.9239,0.7530,0.5696,0.5508,0.6421,0.8918,0.9755,0.7037,0.4443,0.8009,0.5142,0.4293,0.1392,0.5502,0.1215,0.6297,0.8935
+ViT-B-16,laion2b_s34b_b88k,149.62,41.09,0.5866,0.7023,0.9287,0.9494,0.7684,0.2149,0.2455,0.2029,0.5633,0.5346,0.2695,0.8663,0.4826,0.5608,0.6228,0.3823,0.4625,0.8061,0.1730,0.6577,0.5598,0.7084,0.9048,0.7886,0.5639,0.5969,0.6275,0.8848,0.9786,0.7085,0.5002,0.7807,0.5087,0.4601,0.1217,0.6249,0.1211,0.5841,0.8735
+convnext_base_w,laion2b_s13b_b82k_augreg,179.39,49.38,0.5835,0.7147,0.9258,0.9561,0.8021,0.3307,0.2450,0.2016,0.6144,0.4828,0.2235,0.8675,0.4654,0.5890,0.6329,0.3817,0.5110,0.8253,0.2068,0.6441,0.5732,0.7017,0.9191,0.7979,0.4823,0.5925,0.6056,0.9126,0.9705,0.7113,0.5376,0.7985,0.5222,0.4390,0.1285,0.3801,0.0000,0.5935,0.8881
+ViT-B-32,datacomp_xl_s13b_b90k,151.28,14.78,0.5795,0.6917,0.9230,0.9561,0.8031,0.1294,0.2423,0.1756,0.5713,0.5746,0.2463,0.8632,0.5185,0.5676,0.6075,0.3035,0.4975,0.7818,0.1632,0.8124,0.5510,0.7353,0.9002,0.8151,0.5284,0.4849,0.6343,0.8728,0.9654,0.6780,0.6240,0.7004,0.4534,0.4594,0.0863,0.6656,0.0000,0.5643,0.8731
+ViT-B-16-quickgelu,metaclip_400m,149.62,41.09,0.5785,0.7080,0.9341,0.9014,0.6657,0.3010,0.2245,0.2260,0.5590,0.5572,0.2839,0.8725,0.4375,0.5789,0.6261,0.4700,0.3920,0.8177,0.2419,0.4794,0.5916,0.7229,0.9035,0.7217,0.6203,0.6046,0.6619,0.7421,0.9724,0.6678,0.2523,0.7668,0.4822,0.5113,0.1122,0.6769,0.1991,0.6063,0.8894
+convnext_base_w,laion_aesthetic_s13b_b82k,179.39,49.38,0.5766,0.7099,0.9061,0.8305,0.6116,0.2960,0.1956,0.2228,0.6229,0.4519,0.2938,0.8847,0.4016,0.5546,0.6342,0.4123,0.4750,0.7986,0.2630,0.6739,0.5559,0.7170,0.9199,0.7548,0.5517,0.5579,0.6162,0.8661,0.9709,0.7143,0.2802,0.8093,0.5238,0.4764,0.1378,0.5859,0.1284,0.6343,0.8722
+convnext_base_w,laion2b_s13b_b82k,179.39,49.38,0.5761,0.7078,0.9222,0.9383,0.7519,0.2385,0.1866,0.2018,0.5957,0.5678,0.2825,0.8711,0.4930,0.5712,0.6234,0.3993,0.4815,0.8070,0.1505,0.5435,0.5795,0.6955,0.9189,0.8038,0.4154,0.6041,0.6284,0.8957,0.9775,0.7128,0.3459,0.7992,0.5171,0.4706,0.1181,0.4812,0.1072,0.6075,0.8802
+ViT-B-16-plus-240,laion400m_e32,208.38,64.03,0.5724,0.6919,0.9239,0.9273,0.7377,0.2387,0.2348,0.1894,0.5548,0.5820,0.1852,0.8734,0.4944,0.5442,0.6148,0.3689,0.4980,0.8049,0.2813,0.5709,0.5384,0.6886,0.9015,0.7636,0.5524,0.5799,0.6137,0.8448,0.9698,0.6985,0.3777,0.7730,0.4979,0.4069,0.1163,0.4876,0.1616,0.5923,0.8697
+ViT-B-16-plus-240,laion400m_e31,208.38,64.03,0.5713,0.6904,0.9219,0.9247,0.7329,0.2413,0.2346,0.1884,0.5548,0.5702,0.1861,0.8735,0.4897,0.5443,0.6138,0.3676,0.5030,0.8038,0.2799,0.5722,0.5374,0.6825,0.9035,0.7634,0.5512,0.5859,0.6144,0.8450,0.9689,0.6991,0.3767,0.7675,0.4954,0.4093,0.1164,0.4837,0.1618,0.5841,0.8689
+ViT-B-32,laion2b_s34b_b79k,151.28,14.78,0.5694,0.6656,0.9105,0.9358,0.7555,0.1535,0.2451,0.1667,0.5569,0.4806,0.2453,0.8269,0.4933,0.5366,0.5814,0.2627,0.4995,0.7643,0.2630,0.6996,0.4883,0.7024,0.9076,0.7910,0.5993,0.5728,0.6106,0.8607,0.9656,0.6872,0.4257,0.7544,0.4783,0.4479,0.0930,0.6392,0.1479,0.5666,0.8543
+RN50x16,openai,290.98,162.69,0.5670,0.7072,0.8856,0.8134,0.5209,0.1953,0.2095,0.2437,0.5266,0.4328,0.2783,0.9051,0.3984,0.5063,0.6420,0.5724,0.4495,0.7933,0.2307,0.6798,0.6071,0.7188,0.8956,0.6800,0.6249,0.6771,0.5883,0.7286,0.9775,0.6391,0.4548,0.7552,0.4538,0.3946,0.1079,0.6248,0.1593,0.6121,0.8539
+convnext_base_w_320,laion_aesthetic_s13b_b82k,179.39,71.94,0.5665,0.7167,0.9136,0.8613,0.5900,0.2283,0.2255,0.2237,0.5931,0.3519,0.2834,0.8930,0.4459,0.5639,0.6398,0.4225,0.4745,0.8054,0.0928,0.6647,0.5616,0.7165,0.9244,0.7240,0.4899,0.5541,0.6176,0.8821,0.9664,0.7161,0.2606,0.8236,0.5247,0.4610,0.1473,0.4729,0.1813,0.6273,0.8856
+xlm-roberta-base-ViT-B-32,laion5b_s13b_b90k,366.12,105.87,0.5643,0.6236,0.9079,0.9366,0.7654,0.1675,0.2025,0.1896,0.6037,0.6006,0.2692,0.8010,0.4561,0.5071,0.5425,0.2355,0.4825,0.7410,0.1814,0.7407,0.4607,0.6235,0.8690,0.7856,0.6423,0.5354,0.6137,0.8556,0.9668,0.6785,0.5532,0.7359,0.4566,0.4827,0.0801,0.5770,0.1292,0.5771,0.8647
+ViT-B-16,openai,149.62,41.09,0.5626,0.6834,0.8901,0.9077,0.6695,0.2123,0.2231,0.2282,0.4495,0.5594,0.2421,0.8872,0.4339,0.4824,0.6188,0.4995,0.4230,0.7770,0.2644,0.5135,0.5531,0.6907,0.8886,0.7831,0.5072,0.6068,0.5822,0.6477,0.9825,0.6435,0.5190,0.7218,0.4275,0.4316,0.1099,0.6808,0.1888,0.5876,0.8614
+ViT-B-16,laion400m_e32,149.62,41.09,0.5621,0.6705,0.9131,0.9172,0.7116,0.2869,0.2451,0.1810,0.5133,0.5019,0.1765,0.8613,0.4346,0.5238,0.5963,0.3324,0.5075,0.7793,0.1814,0.6624,0.5152,0.6691,0.8917,0.7684,0.5960,0.5437,0.5852,0.8373,0.9698,0.6961,0.3413,0.7458,0.4688,0.4326,0.1028,0.5999,0.1546,0.5935,0.8534
+ViT-B-16,laion400m_e31,149.62,41.09,0.5617,0.6698,0.9159,0.9169,0.7130,0.2889,0.2451,0.1804,0.5138,0.5033,0.1742,0.8587,0.4353,0.5233,0.5943,0.3327,0.5035,0.7777,0.1997,0.6531,0.5128,0.6693,0.8911,0.7678,0.5925,0.5459,0.5849,0.8365,0.9703,0.6958,0.3388,0.7451,0.4674,0.4225,0.1056,0.5976,0.1546,0.5946,0.8534
+ViT-B-32-quickgelu,metaclip_fullcc,151.28,14.78,0.5577,0.6766,0.9290,0.9518,0.7767,0.1871,0.2307,0.1764,0.5883,0.4991,0.2705,0.8309,0.3922,0.5599,0.5957,0.2993,0.4825,0.7805,0.1871,0.4272,0.5286,0.6935,0.9087,0.7652,0.5596,0.5310,0.6124,0.7738,0.9630,0.6689,0.3447,0.7295,0.4662,0.5238,0.0915,0.5656,0.1588,0.6051,0.8610
+convnext_base,laion400m_s13b_b51k,151.52,36.67,0.5576,0.6627,0.9151,0.8899,0.6462,0.2386,0.2209,0.1700,0.5404,0.4850,0.1556,0.8515,0.4551,0.5196,0.5859,0.3092,0.4925,0.7575,0.2925,0.6114,0.5058,0.6900,0.8853,0.7528,0.6116,0.5376,0.5683,0.8409,0.9656,0.6845,0.4038,0.7438,0.4615,0.4045,0.1095,0.6565,0.1589,0.5537,0.8530
+coca_ViT-B-32,laion2b_s13b_b90k,253.56,33.34,0.5533,0.6331,0.9078,0.9387,0.7378,0.1831,0.2175,0.1450,0.5367,0.4602,0.1783,0.7893,0.4532,0.5121,0.5522,0.2149,0.4920,0.7376,0.2644,0.7097,0.4470,0.6226,0.8875,0.7832,0.5938,0.5766,0.5994,0.8397,0.9626,0.6736,0.5503,0.7248,0.4537,0.4698,0.0876,0.5749,0.1010,0.5724,0.8430
+ViT-B-32,laion2b_e16,151.28,14.78,0.5483,0.6565,0.9104,0.9403,0.7544,0.1923,0.2310,0.1652,0.5383,0.5030,0.2298,0.8166,0.3655,0.5287,0.5739,0.2615,0.5030,0.7588,0.1758,0.6347,0.4877,0.6732,0.8903,0.7877,0.5072,0.5437,0.6190,0.8437,0.9653,0.6851,0.4164,0.7539,0.4768,0.4602,0.0971,0.4648,0.0000,0.5724,0.8526
+roberta-ViT-B-32,laion2b_s12b_b32k,212.72,105.87,0.5411,0.6171,0.9039,0.9325,0.7505,0.1472,0.2007,0.1472,0.5920,0.5215,0.1725,0.7812,0.4082,0.4912,0.5331,0.2120,0.5075,0.7224,0.3854,0.6636,0.4499,0.5893,0.8670,0.7804,0.4985,0.5420,0.6117,0.8315,0.9564,0.6627,0.4526,0.7302,0.4590,0.4583,0.0606,0.4098,0.1161,0.5549,0.8426
+ViT-B-32-quickgelu,metaclip_400m,151.28,14.78,0.5387,0.6558,0.9171,0.9125,0.7006,0.2175,0.2448,0.1716,0.5255,0.5239,0.2680,0.8106,0.3576,0.5330,0.5760,0.2863,0.4680,0.7477,0.2588,0.4144,0.5046,0.6811,0.8877,0.7081,0.6426,0.5338,0.5954,0.7060,0.9543,0.6345,0.2056,0.7007,0.4386,0.5097,0.0819,0.6443,0.0000,0.5970,0.8539
+ViT-B-16,datacomp_l_s1b_b8k,149.62,41.09,0.5372,0.6310,0.8969,0.9381,0.7540,0.2314,0.2513,0.1434,0.4691,0.5011,0.1001,0.8311,0.4343,0.4976,0.5521,0.2545,0.4955,0.7177,0.4008,0.5400,0.5298,0.6261,0.8352,0.8089,0.4973,0.5294,0.5273,0.7718,0.9576,0.6431,0.4595,0.6428,0.4045,0.4465,0.0729,0.5000,0.0976,0.5748,0.8493
+ViT-B-16,commonpool_l_clip_s1b_b8k,149.62,41.09,0.5294,0.5777,0.8853,0.9349,0.7313,0.2691,0.2313,0.1417,0.4500,0.4728,0.0822,0.7995,0.4657,0.4589,0.4995,0.2165,0.4950,0.6843,0.3755,0.7032,0.4914,0.5667,0.7561,0.7821,0.4962,0.5036,0.5295,0.8171,0.9496,0.6295,0.5985,0.5956,0.3658,0.4359,0.0741,0.4920,0.1257,0.5818,0.8501
+ViT-B-32-quickgelu,laion400m_e32,151.28,14.78,0.5272,0.6293,0.9118,0.9074,0.7029,0.1624,0.2391,0.1475,0.5457,0.5143,0.1658,0.8086,0.4197,0.4939,0.5506,0.2172,0.5345,0.7342,0.2897,0.3733,0.4389,0.6620,0.8671,0.7582,0.5592,0.5228,0.5454,0.7926,0.9560,0.6700,0.3039,0.7025,0.4395,0.4072,0.0745,0.4709,0.1296,0.5491,0.8380
+ViT-B-32-quickgelu,laion400m_e31,151.28,14.78,0.5263,0.6294,0.9121,0.9060,0.7021,0.1659,0.2397,0.1476,0.5447,0.5085,0.1675,0.8080,0.4230,0.4937,0.5487,0.2161,0.5335,0.7349,0.2911,0.3656,0.4374,0.6638,0.8629,0.7539,0.5543,0.5217,0.5446,0.7914,0.9553,0.6702,0.3144,0.7022,0.4395,0.4034,0.0788,0.4554,0.1310,0.5467,0.8363
+ViT-B-32-quickgelu,openai,151.28,14.78,0.5245,0.6332,0.8758,0.8983,0.6423,0.2320,0.2335,0.1720,0.4436,0.5044,0.1953,0.8400,0.3258,0.4229,0.5592,0.3155,0.4775,0.6933,0.2743,0.4839,0.4431,0.6670,0.8700,0.7640,0.6224,0.5865,0.5362,0.5963,0.9713,0.6248,0.3159,0.6884,0.4028,0.4125,0.0732,0.6061,0.1676,0.5386,0.8217
+ViT-B-32,openai,151.28,14.78,0.5245,0.6332,0.8758,0.8983,0.6423,0.2320,0.2335,0.1720,0.4436,0.5044,0.1953,0.8400,0.3258,0.4229,0.5592,0.3155,0.4775,0.6933,0.2743,0.4839,0.4431,0.6670,0.8700,0.7640,0.6224,0.5865,0.5362,0.5963,0.9713,0.6248,0.3159,0.6884,0.4028,0.4125,0.0732,0.6061,0.1676,0.5386,0.8217
+RN50x4,openai,178.3,51.82,0.5188,0.6627,0.8661,0.7943,0.4514,0.2045,0.0905,0.2039,0.4862,0.3354,0.2102,0.8640,0.3622,0.4468,0.5944,0.4145,0.4955,0.7274,0.2335,0.4903,0.5141,0.6766,0.8829,0.6814,0.5675,0.6716,0.5338,0.6673,0.9658,0.6089,0.3190,0.7234,0.4318,0.3912,0.0870,0.5435,0.1130,0.5654,0.8376
+ViT-B-32,laion400m_e31,151.28,14.78,0.5077,0.6022,0.8916,0.8825,0.6781,0.1549,0.2261,0.1356,0.5218,0.4694,0.1437,0.7814,0.4082,0.4648,0.5234,0.1957,0.5085,0.7079,0.1224,0.4108,0.4281,0.6319,0.8541,0.7312,0.5495,0.5162,0.5108,0.7436,0.9494,0.6508,0.2891,0.6890,0.4327,0.4262,0.0745,0.4975,0.1076,0.5491,0.8328
+ViT-B-32,laion400m_e32,151.28,14.78,0.5074,0.6024,0.8918,0.8840,0.6773,0.1536,0.2261,0.1349,0.5229,0.4754,0.1467,0.7817,0.4070,0.4646,0.5237,0.1953,0.5080,0.7084,0.1181,0.4000,0.4292,0.6323,0.8513,0.7328,0.5490,0.5206,0.5094,0.7454,0.9498,0.6509,0.2759,0.6866,0.4337,0.4265,0.0741,0.5084,0.1068,0.5444,0.8326
+RN101,openai,119.69,25.5,0.5033,0.6228,0.8527,0.8078,0.4764,0.2437,0.0923,0.1693,0.4335,0.3131,0.1853,0.8367,0.3753,0.4106,0.5612,0.2944,0.5085,0.6817,0.2644,0.5254,0.4515,0.6532,0.8652,0.6512,0.5819,0.6403,0.5476,0.6100,0.9680,0.5803,0.3185,0.6852,0.4025,0.4130,0.0888,0.4723,0.1615,0.5631,0.8164
+RN101-quickgelu,openai,119.69,25.5,0.5033,0.6228,0.8527,0.8078,0.4764,0.2437,0.0923,0.1693,0.4335,0.3131,0.1853,0.8367,0.3753,0.4106,0.5612,0.2944,0.5085,0.6817,0.2644,0.5254,0.4515,0.6532,0.8652,0.6512,0.5819,0.6403,0.5476,0.6100,0.9680,0.5803,0.3185,0.6852,0.4025,0.4130,0.0888,0.4723,0.1615,0.5631,0.8164
+ViT-B-16,commonpool_l_laion_s1b_b8k,149.62,41.09,0.5011,0.5526,0.8766,0.9296,0.7184,0.2681,0.2173,0.1119,0.4144,0.4115,0.0714,0.7661,0.3296,0.4315,0.4790,0.2004,0.4930,0.6501,0.3432,0.4753,0.4638,0.5023,0.7769,0.7686,0.5158,0.5228,0.5314,0.6760,0.9409,0.6278,0.4301,0.6447,0.3924,0.4476,0.0490,0.5127,0.1026,0.5514,0.8463
+ViT-B-16,commonpool_l_image_s1b_b8k,149.62,41.09,0.4812,0.5719,0.8856,0.9321,0.6955,0.2143,0.2453,0.1308,0.4170,0.3193,0.0735,0.7797,0.2514,0.4343,0.4872,0.2143,0.4725,0.6356,0.3826,0.2219,0.4793,0.4817,0.7784,0.7841,0.5002,0.4986,0.4622,0.6627,0.9489,0.6335,0.2673,0.6026,0.3622,0.4787,0.0424,0.5000,0.0000,0.5946,0.8422
+RN50,openai,102.01,18.18,0.4810,0.5982,0.8329,0.7157,0.4030,0.2171,0.1623,0.1542,0.4154,0.4081,0.1703,0.8080,0.3510,0.3544,0.5284,0.2327,0.5720,0.6073,0.1730,0.5755,0.4141,0.6522,0.8529,0.6510,0.6393,0.5645,0.4521,0.5453,0.9419,0.5994,0.2883,0.6868,0.3869,0.3622,0.0623,0.5624,0.0000,0.5222,0.8129
+RN50-quickgelu,openai,102.01,18.18,0.4810,0.5982,0.8329,0.7157,0.4030,0.2171,0.1623,0.1542,0.4154,0.4081,0.1703,0.8080,0.3510,0.3544,0.5284,0.2327,0.5720,0.6073,0.1730,0.5755,0.4141,0.6522,0.8529,0.6510,0.6393,0.5645,0.4521,0.5453,0.9419,0.5994,0.2883,0.6868,0.3869,0.3622,0.0623,0.5624,0.0000,0.5222,0.8129
+ViT-B-16,commonpool_l_text_s1b_b8k,149.62,41.09,0.4760,0.5605,0.8720,0.9391,0.7054,0.1843,0.2373,0.0995,0.3941,0.3830,0.0451,0.7724,0.2317,0.4437,0.4835,0.2220,0.4770,0.6708,0.2686,0.2593,0.4911,0.5164,0.7049,0.7669,0.4857,0.4931,0.4663,0.6525,0.9523,0.6088,0.2122,0.6078,0.3730,0.4570,0.0623,0.5697,0.0000,0.5643,0.8564
+ViT-B-16,commonpool_l_basic_s1b_b8k,149.62,41.09,0.4585,0.5155,0.8444,0.8289,0.5251,0.2061,0.2277,0.1173,0.4133,0.3820,0.0481,0.7461,0.2021,0.3932,0.4325,0.1913,0.4600,0.6087,0.3333,0.2809,0.4493,0.4357,0.6956,0.7151,0.5899,0.5387,0.4313,0.7216,0.9373,0.5974,0.1173,0.6015,0.3583,0.4812,0.0436,0.5712,0.0000,0.5421,0.8384
+ViT-B-16,commonpool_l_s1b_b8k,149.62,41.09,0.4370,0.4593,0.8089,0.9133,0.6421,0.1594,0.2203,0.1177,0.3383,0.3348,0.0316,0.6735,0.2766,0.3448,0.3914,0.1592,0.4335,0.5265,0.2686,0.3603,0.4126,0.3681,0.5587,0.7093,0.5516,0.5118,0.4154,0.6060,0.9339,0.5713,0.3047,0.4948,0.2855,0.4777,0.0399,0.5102,0.0000,0.5654,0.8305
+nllb-clip-large,v1,1399.22,1468.46,0.4227,0.3672,0.7234,0.9634,0.6797,0.2389,0.2254,0.0691,0.3447,0.5454,0.0216,0.4447,0.2462,0.3316,0.3233,0.2632,0.1725,0.5624,0.3727,0.2716,0.5268,0.0978,0.1283,0.7551,0.5417,0.5585,0.4983,0.3865,0.9811,0.5512,0.1725,0.6625,0.4004,0.4299,0.0403,0.5181,0.1419,0.6752,0.8305
+nllb-clip-base,v1,501.89,369.6,0.3351,0.2432,0.5914,0.8435,0.4839,0.1531,0.2254,0.0312,0.2782,0.4104,0.0185,0.2962,0.1852,0.1838,0.2029,0.0921,0.2195,0.3656,0.3741,0.1821,0.2874,0.0850,0.0784,0.6802,0.5509,0.5420,0.3603,0.1921,0.9514,0.4708,0.1441,0.5200,0.3081,0.3904,0.0463,0.4873,0.0000,0.5456,0.7136
+ViT-B-32,datacomp_m_s128m_b4k,151.28,14.78,0.3281,0.2972,0.7159,0.8252,0.5476,0.1365,0.2249,0.0453,0.2133,0.3393,0.0304,0.4168,0.1366,0.1930,0.2440,0.0493,0.4085,0.3402,0.2110,0.1147,0.1971,0.2965,0.4311,0.5459,0.5862,0.5316,0.2778,0.2803,0.8365,0.3637,0.1500,0.2241,0.1407,0.3287,0.0142,0.6669,0.0000,0.4498,0.6559
+ViT-B-32,commonpool_m_clip_s128m_b4k,151.28,14.78,0.3278,0.2725,0.6678,0.8405,0.5549,0.1402,0.2238,0.0458,0.2176,0.2589,0.0215,0.3999,0.1586,0.1844,0.2247,0.0420,0.3925,0.3297,0.3235,0.1778,0.2093,0.2551,0.3828,0.6074,0.5210,0.5014,0.2641,0.4123,0.8370,0.3875,0.1931,0.2465,0.1476,0.3581,0.0154,0.5369,0.0000,0.4451,0.6610
+RN50-quickgelu,cc12m,102.01,18.18,0.3260,0.3647,0.6581,0.5404,0.2079,0.2063,0.1574,0.0431,0.1910,0.2146,0.0226,0.4392,0.1284,0.2412,0.3098,0.0759,0.4160,0.4468,0.3713,0.1261,0.2320,0.2383,0.5651,0.4394,0.5033,0.4789,0.2137,0.1837,0.8751,0.4442,0.0918,0.5373,0.2891,0.3876,0.0476,0.5000,0.0000,0.4883,0.7119
+RN50,cc12m,102.01,18.18,0.3247,0.3591,0.6432,0.5241,0.2093,0.2076,0.1576,0.0422,0.2074,0.2202,0.0178,0.4241,0.1155,0.2354,0.3065,0.0763,0.4165,0.4466,0.3713,0.0919,0.2326,0.2465,0.5504,0.4700,0.5035,0.4871,0.2351,0.1818,0.8696,0.4440,0.0923,0.5357,0.2890,0.3828,0.0464,0.5000,0.0000,0.4907,0.7086
+ViT-B-32,commonpool_m_image_s128m_b4k,151.28,14.78,0.3118,0.2678,0.6650,0.7815,0.5203,0.1298,0.2248,0.0466,0.1910,0.2261,0.0219,0.3553,0.1513,0.1623,0.2183,0.0385,0.3795,0.2959,0.2996,0.1079,0.1837,0.2383,0.3482,0.6147,0.5742,0.5266,0.2275,0.1593,0.8171,0.3706,0.1294,0.2303,0.1354,0.4026,0.0149,0.6905,0.0000,0.4638,0.6397
+ViT-B-32,commonpool_m_text_s128m_b4k,151.28,14.78,0.3066,0.2548,0.6632,0.8164,0.5133,0.1891,0.2449,0.0355,0.1995,0.3587,0.0212,0.3568,0.1048,0.1655,0.2142,0.0431,0.3705,0.3107,0.2897,0.1034,0.1889,0.2184,0.2991,0.5355,0.5495,0.5008,0.2627,0.1935,0.7966,0.3535,0.1265,0.2386,0.1452,0.3618,0.0063,0.5336,0.0000,0.4544,0.6317
+RN101-quickgelu,yfcc15m,119.69,25.5,0.2993,0.3487,0.5437,0.5298,0.2262,0.1609,0.2504,0.0683,0.1851,0.2030,0.0420,0.4686,0.0940,0.0888,0.3003,0.1568,0.3370,0.2643,0.2068,0.1239,0.1988,0.4942,0.2970,0.4603,0.5004,0.4992,0.2138,0.0373,0.8661,0.4085,0.0781,0.4422,0.2326,0.3147,0.0357,0.5000,0.0546,0.4930,0.6483
+RN101,yfcc15m,119.69,25.5,0.2988,0.3407,0.5538,0.5048,0.2197,0.1369,0.2257,0.0699,0.1899,0.2076,0.0443,0.4729,0.1092,0.0888,0.2933,0.1611,0.3240,0.2629,0.2138,0.1086,0.1991,0.4886,0.3068,0.4886,0.5013,0.4920,0.2011,0.0381,0.8803,0.4235,0.1348,0.4426,0.2404,0.2987,0.0371,0.5000,0.0000,0.5035,0.6509
+ViT-B-32,commonpool_m_laion_s128m_b4k,151.28,14.78,0.2919,0.2304,0.6312,0.7744,0.5009,0.1623,0.2261,0.0345,0.2043,0.1880,0.0169,0.3131,0.0906,0.1515,0.1895,0.0424,0.3480,0.2801,0.2827,0.1520,0.1763,0.2090,0.2973,0.5302,0.6225,0.4964,0.2470,0.2189,0.7774,0.3327,0.0881,0.2276,0.1353,0.3348,0.0167,0.5054,0.0000,0.4357,0.6234
+ViT-B-32,commonpool_m_basic_s128m_b4k,151.28,14.78,0.2849,0.2255,0.6118,0.6321,0.3531,0.1417,0.2217,0.0423,0.1973,0.2191,0.0155,0.3165,0.1225,0.1434,0.1820,0.0383,0.3505,0.2684,0.2982,0.1229,0.1754,0.1853,0.2752,0.5323,0.5402,0.5014,0.2305,0.2900,0.7793,0.3490,0.0638,0.2187,0.1333,0.4015,0.0133,0.5137,0.0285,0.4591,0.6322
+RN50,yfcc15m,102.01,18.18,0.2811,0.3238,0.5095,0.4943,0.1862,0.1315,0.2003,0.0642,0.1745,0.1811,0.0373,0.4304,0.0844,0.0729,0.2806,0.1371,0.3265,0.2231,0.2602,0.1004,0.1824,0.4680,0.2777,0.3888,0.5331,0.4992,0.1494,0.0429,0.8161,0.3999,0.0640,0.4106,0.2236,0.3023,0.0324,0.5256,0.0501,0.4673,0.6289
+RN50-quickgelu,yfcc15m,102.01,18.18,0.2776,0.3275,0.5089,0.4919,0.2033,0.1305,0.1990,0.0637,0.1729,0.1596,0.0371,0.4493,0.0956,0.0715,0.2793,0.1373,0.3315,0.2220,0.2560,0.0924,0.1772,0.4718,0.2771,0.3845,0.5131,0.4992,0.1424,0.0407,0.7914,0.3919,0.0642,0.4045,0.2182,0.3130,0.0261,0.5058,0.0000,0.4638,0.6343
+ViT-B-32,commonpool_m_s128m_b4k,151.28,14.78,0.2580,0.1755,0.5231,0.7459,0.4391,0.1263,0.2265,0.0362,0.1606,0.2537,0.0115,0.2342,0.0869,0.0952,0.1440,0.0388,0.2780,0.1983,0.2743,0.0933,0.1574,0.1128,0.1676,0.5448,0.5048,0.5003,0.1810,0.1332,0.7690,0.3066,0.0933,0.1599,0.0974,0.3983,0.0127,0.5015,0.0000,0.4276,0.5942
+ViT-B-32,commonpool_s_clip_s13m_b4k,151.28,14.78,0.1731,0.0505,0.2483,0.4768,0.1937,0.1529,0.2313,0.0119,0.0782,0.2067,0.0083,0.0801,0.0732,0.0200,0.0380,0.0181,0.1380,0.0655,0.2785,0.0874,0.0506,0.0539,0.0796,0.3379,0.6367,0.5014,0.0806,0.0276,0.5353,0.1126,0.1166,0.0343,0.0224,0.2994,0.0004,0.6874,0.0000,0.2605,0.2827
+ViT-B-32,commonpool_s_text_s13m_b4k,151.28,14.78,0.1573,0.0460,0.2231,0.4679,0.1844,0.1350,0.1899,0.0121,0.0670,0.0896,0.0139,0.0618,0.0411,0.0175,0.0398,0.0187,0.1270,0.0606,0.3980,0.0771,0.0494,0.0428,0.0581,0.2942,0.5027,0.5008,0.1029,0.0204,0.5019,0.1051,0.0933,0.0424,0.0214,0.3120,0.0015,0.5000,0.0000,0.2745,0.2843
+ViT-B-32,datacomp_s_s13m_b4k,151.28,14.78,0.1449,0.0392,0.2238,0.3176,0.1329,0.1121,0.2217,0.0109,0.0521,0.1593,0.0120,0.0604,0.0579,0.0186,0.0308,0.0155,0.1055,0.0578,0.2883,0.0991,0.0436,0.0528,0.0474,0.2666,0.5273,0.4646,0.0794,0.0173,0.4601,0.0725,0.1305,0.0171,0.0130,0.2525,0.0033,0.5425,0.0085,0.2150,0.2752
+ViT-B-32,commonpool_s_image_s13m_b4k,151.28,14.78,0.1449,0.0392,0.2238,0.3176,0.1329,0.1121,0.2217,0.0109,0.0521,0.1593,0.0120,0.0604,0.0579,0.0186,0.0308,0.0155,0.1055,0.0578,0.2883,0.0991,0.0436,0.0528,0.0474,0.2666,0.5273,0.4646,0.0794,0.0173,0.4601,0.0725,0.1305,0.0171,0.0130,0.2525,0.0033,0.5425,0.0085,0.2150,0.2752
+ViT-B-32,commonpool_s_basic_s13m_b4k,151.28,14.78,0.1423,0.0377,0.1806,0.2664,0.1154,0.1245,0.2335,0.0120,0.0553,0.0587,0.0103,0.0588,0.0638,0.0151,0.0319,0.0203,0.0985,0.0499,0.3390,0.1085,0.0440,0.0351,0.0488,0.3081,0.5096,0.4986,0.0795,0.0200,0.4659,0.0879,0.0810,0.0328,0.0168,0.3033,0.0003,0.5001,0.0000,0.2325,0.2643
+ViT-B-32,commonpool_s_s13m_b4k,151.28,14.78,0.1420,0.0270,0.1564,0.4079,0.1296,0.1305,0.2233,0.0126,0.0574,0.1487,0.0081,0.0473,0.0654,0.0108,0.0234,0.0141,0.1000,0.0404,0.3460,0.0708,0.0360,0.0338,0.0443,0.2235,0.5268,0.5008,0.0698,0.0143,0.4266,0.0766,0.1121,0.0257,0.0132,0.3126,0.0002,0.5124,0.0000,0.2290,0.2167
+ViT-B-32,commonpool_s_laion_s13m_b4k,151.28,14.78,0.1332,0.0305,0.1549,0.3364,0.1347,0.1309,0.1299,0.0098,0.0553,0.1578,0.0134,0.0501,0.0538,0.0125,0.0271,0.0147,0.1015,0.0443,0.2518,0.1387,0.0369,0.0244,0.0399,0.3030,0.4216,0.4992,0.0583,0.0155,0.4874,0.0659,0.1473,0.0223,0.0121,0.2410,0.0017,0.3703,0.0000,0.2079,0.2580
+coca_ViT-B-32,mscoco_finetuned_laion2b_s13b_b90k,253.56,33.34,0.1108,0.0079,0.0320,0.2564,0.0193,0.1245,0.2027,0.0044,0.0303,0.1157,0.0064,0.0159,0.0146,0.0028,0.0067,0.0121,0.0220,0.0199,0.3010,0.1506,0.0144,0.0054,0.0416,0.2023,0.5713,0.4992,0.0478,0.0056,0.2579,0.0204,0.1529,0.0092,0.0060,0.2329,0.0004,0.5681,0.0000,0.1729,0.0589