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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
ViT-H-14-378-quickgelu,dfn5b,986.71,1054.05,0.7079,0.8437,0.9517,0.9880,0.9043,0.3596,0.2085,0.3787,0.7106,0.6133,0.7219,0.9623,0.6782,0.7324,0.7833,0.7964,0.3810,0.9376,0.3966,0.8364,0.7340,0.8935,0.9696,0.8241,0.6964,0.5546,0.7589,0.9598,0.9906,0.7733,0.6739,0.8801,0.6376,0.5674,0.2205,0.7211,0.2075,0.7173,0.9349
ViT-H-14-quickgelu,dfn5b,986.11,381.68,0.6961,0.8344,0.9552,0.9878,0.9051,0.2967,0.2117,0.3442,0.7064,0.6546,0.7147,0.9568,0.6772,0.7274,0.7736,0.6987,0.3810,0.9296,0.3347,0.8579,0.6813,0.8995,0.9658,0.8184,0.6539,0.5464,0.7508,0.9580,0.9890,0.7691,0.6764,0.8646,0.6311,0.5561,0.2025,0.7050,0.2079,0.7009,0.9286
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-14-quickgelu,dfn2b,427.62,175.33,0.6687,0.8141,0.9532,0.9836,0.8837,0.3325,0.2481,0.2823,0.6606,0.6493,0.3936,0.9457,0.6168,0.6832,0.7461,0.6677,0.3930,0.9000,0.2011,0.8470,0.7397,0.8654,0.9555,0.8162,0.6318,0.5502,0.7327,0.9470,0.9768,0.7546,0.6525,0.8253,0.5708,0.5519,0.1883,0.6237,0.2237,0.6916,0.9111
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-16,dfn2b,149.62,41.09,0.6092,0.7624,0.9429,0.9672,0.8349,0.2327,0.2453,0.1955,0.5755,0.5402,0.2473,0.9130,0.4701,0.6204,0.6818,0.4820,0.4925,0.8310,0.1927,0.7814,0.6319,0.8201,0.9372,0.7884,0.5214,0.4876,0.6137,0.9073,0.9753,0.7143,0.5985,0.7726,0.5188,0.5417,0.1554,0.4993,0.1415,0.6250,0.8910
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,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-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
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
nllb-clip-large-siglip,v1,1195.5,1804.22,0.5184,0.5175,0.8392,0.9651,0.7626,0.1737,0.2211,0.1549,0.4394,0.4941,0.0451,0.6312,0.4700,0.5050,0.4631,0.5611,0.1825,0.8325,0.4290,0.6203,0.6492,0.2846,0.4082,0.7823,0.5004,0.5601,0.5656,0.6451,0.9939,0.6355,0.4258,0.7803,0.4949,0.4035,0.0950,0.5000,0.1415,0.6390,0.8855
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
nllb-clip-base-siglip,v1,507.47,472.91,0.4451,0.3909,0.7507,0.9043,0.5939,0.1453,0.2254,0.0583,0.3617,0.3744,0.0090,0.4961,0.3429,0.3886,0.3439,0.3165,0.1695,0.6846,0.1927,0.5007,0.5001,0.1567,0.1868,0.7599,0.6692,0.5859,0.5049,0.4703,0.9818,0.5640,0.4033,0.7421,0.4716,0.3815,0.0694,0.6500,0.0956,0.6320,0.8392
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,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,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_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
docs/openclip_retrieval_results.csv 0 → 100755
View file @ 6f43e8fa
name,pretrained,params (M),FLOPs (B),Average score,Flickr image retr. R@1,Flickr image retr. R@5,Flickr image retr. R@10,Flickr text retr. R@1,Flickr text retr. R@5,Flickr text retr. R@10,MSCOCO image retr. R@1,MSCOCO image retr. R@5,MSCOCO image retr. R@10,MSCOCO text retr. R@1,MSCOCO text retr. R@5,MSCOCO text retr. R@10,WinoGAViL avg jaccard score,WinoGAViL jaccard score 10,WinoGAViL jaccard score 10-12,WinoGAViL jaccard score 12,WinoGAViL jaccard score 5,WinoGAViL jaccard score 5-6,WinoGAViL jaccard score 6
ViT-SO400M-14-SigLIP-384,webli,877.96,723.48,0.7721,0.8296,0.9610,0.9804,0.9430,0.9970,0.9980,0.5421,0.7678,0.8424,0.7242,0.8998,0.9448,0.6181,0.5807,0.5754,0.5701,0.6427,0.6316,0.6210
ViT-H-14-378-quickgelu,dfn5b,986.71,1054.05,0.7719,0.8202,0.9598,0.9798,0.9400,0.9920,0.9960,0.5564,0.7920,0.8626,0.7188,0.9048,0.9496,0.6123,0.5668,0.5674,0.5679,0.6409,0.6265,0.6127
ViT-L-16-SigLIP-384,webli,652.48,422.91,0.7642,0.8142,0.9536,0.9748,0.9370,0.9920,0.9990,0.5391,0.7657,0.8399,0.7190,0.9006,0.9410,0.6070,0.5562,0.5550,0.5539,0.6422,0.6234,0.6056
ViT-H-14-quickgelu,dfn5b,986.11,381.68,0.7640,0.8012,0.9526,0.9738,0.9280,0.9940,0.9990,0.5391,0.7805,0.8553,0.7230,0.9024,0.9452,0.6022,0.5568,0.5561,0.5554,0.6315,0.6167,0.6028
ViT-L-16-SigLIP-256,webli,652.15,201.62,0.7619,0.7904,0.9446,0.9684,0.9180,0.9900,0.9980,0.5228,0.7580,0.8334,0.7080,0.8870,0.9374,0.6142,0.5877,0.5748,0.5619,0.6450,0.6267,0.6092
ViT-SO400M-14-SigLIP,webli,877.36,233.54,0.7567,0.7526,0.9226,0.9554,0.9100,0.9910,0.9980,0.5176,0.7527,0.8300,0.6966,0.8908,0.9348,0.6189,0.5736,0.5665,0.5594,0.6430,0.6354,0.6282
ViT-B-16-SigLIP-512,webli,203.79,227.26,0.7554,0.7906,0.9458,0.9690,0.9250,0.9920,0.9960,0.5055,0.7421,0.8217,0.6872,0.8786,0.9266,0.6070,0.5761,0.5696,0.5633,0.6291,0.6187,0.6088
ViT-B-16-SigLIP-384,webli,203.45,123.15,0.7542,0.7848,0.9416,0.9708,0.9270,0.9910,0.9980,0.4990,0.7366,0.8204,0.6774,0.8758,0.9258,0.6077,0.5730,0.5719,0.5709,0.6314,0.6190,0.6072
ViT-B-16-SigLIP-256,webli,203.2,57.84,0.7462,0.7504,0.9242,0.9626,0.9040,0.9830,0.9930,0.4834,0.7254,0.8099,0.6614,0.8634,0.9182,0.6113,0.5754,0.5715,0.5677,0.6373,0.6238,0.6110
ViT-B-16-SigLIP,webli,203.16,46.44,0.7442,0.7468,0.9230,0.9562,0.8910,0.9800,0.9930,0.4778,0.7244,0.8100,0.6574,0.8542,0.9126,0.6134,0.5726,0.5738,0.5750,0.6335,0.6259,0.6186
coca_ViT-L-14,mscoco_finetuned_laion2b_s13b_b90k,638.45,214.52,0.7432,0.7846,0.9452,0.9712,0.8900,0.9870,0.9950,0.5374,0.7779,0.8567,0.6682,0.8762,0.9242,0.5762,0.5265,0.5146,0.5028,0.5978,0.5956,0.5934
ViT-H-14-quickgelu,metaclip_fullcc,986.11,381.68,0.7412,0.7834,0.9464,0.9692,0.9180,0.9870,0.9970,0.4882,0.7323,0.8136,0.6622,0.8618,0.9188,0.5891,0.5316,0.5312,0.5308,0.6220,0.6073,0.5934
ViT-L-14-quickgelu,dfn2b,427.62,175.33,0.7406,0.7546,0.9280,0.9608,0.8960,0.9850,0.9930,0.4856,0.7381,0.8237,0.6560,0.8584,0.9120,0.5955,0.5688,0.5519,0.5351,0.6219,0.6093,0.5973
xlm-roberta-large-ViT-H-14,frozen_laion5b_s13b_b90k,1193.01,671.01,0.7363,0.7742,0.9392,0.9670,0.9180,0.9930,0.9980,0.4921,0.7305,0.8159,0.6596,0.8618,0.9184,0.5767,0.5277,0.5206,0.5135,0.6076,0.5943,0.5818
ViT-B-16-SigLIP-i18n-256,webli,370.63,57.84,0.7347,0.7216,0.9036,0.9470,0.8960,0.9820,0.9910,0.4492,0.6948,0.7837,0.6448,0.8434,0.9060,0.6113,0.5887,0.5710,0.5534,0.6303,0.6240,0.6180
ViT-L-14-quickgelu,metaclip_fullcc,427.62,175.33,0.7325,0.7642,0.9366,0.9646,0.9010,0.9850,0.9930,0.4709,0.7141,0.8026,0.6442,0.8504,0.9130,0.5817,0.5539,0.5357,0.5176,0.5990,0.5963,0.5937
ViT-H-14-CLIPA-336,laion2b,968.64,800.88,0.7289,0.7814,0.9392,0.9684,0.9230,0.9920,0.9970,0.5013,0.7387,0.8224,0.6752,0.8802,0.9308,0.5452,0.4970,0.4878,0.4786,0.5764,0.5633,0.5508
convnext_xxlarge,laion2b_s34b_b82k_augreg_rewind,1200.58,443.03,0.7238,0.7886,0.9438,0.9714,0.9110,0.9910,0.9970,0.5003,0.7407,0.8240,0.6740,0.8738,0.9264,0.5327,0.4826,0.4741,0.4656,0.5674,0.5512,0.5357
EVA02-L-14-336,merged2b_s6b_b61k,428.08,395.16,0.7235,0.7802,0.9432,0.9684,0.8960,0.9890,0.9960,0.4794,0.7172,0.7999,0.6416,0.8522,0.9084,0.5532,0.5081,0.5053,0.5025,0.5719,0.5683,0.5649
convnext_xxlarge,laion2b_s34b_b82k_augreg_soup,1200.58,443.03,0.7232,0.7902,0.9460,0.9706,0.9140,0.9920,0.9970,0.4997,0.7403,0.8227,0.6736,0.8722,0.9260,0.5316,0.4790,0.4702,0.4615,0.5651,0.5509,0.5374
EVA01-g-14-plus,merged2b_s11b_b114k,1366.62,581.15,0.7231,0.7900,0.9448,0.9692,0.9170,0.9930,0.9970,0.5033,0.7398,0.8206,0.6816,0.8750,0.9250,0.5298,0.4787,0.4684,0.4582,0.5655,0.5491,0.5336
ViT-bigG-14-CLIPA-336,datacomp1b,2517.76,2271.58,0.7220,0.7828,0.9408,0.9674,0.9220,0.9940,0.9980,0.5042,0.7432,0.8238,0.6776,0.8792,0.9306,0.5323,0.4624,0.4487,0.4350,0.5619,0.5587,0.5556
ViT-bigG-14,laion2b_s39b_b160k,2539.57,1065.36,0.7213,0.7956,0.9498,0.9714,0.9290,0.9930,0.9980,0.5137,0.7490,0.8300,0.6738,0.8686,0.9266,0.5224,0.4714,0.4488,0.4263,0.5588,0.5456,0.5330
EVA02-L-14,merged2b_s4b_b131k,427.76,175.3,0.7207,0.7732,0.9374,0.9678,0.8970,0.9850,0.9910,0.4747,0.7123,0.7971,0.6366,0.8434,0.9038,0.5518,0.5128,0.5081,0.5034,0.5767,0.5656,0.5551
ViT-L-14,commonpool_xl_laion_s13b_b90k,427.62,175.33,0.7206,0.7490,0.9308,0.9630,0.8770,0.9900,0.9950,0.4677,0.7142,0.8042,0.6350,0.8458,0.9122,0.5635,0.5193,0.4966,0.4740,0.6023,0.5846,0.5677
convnext_xxlarge,laion2b_s34b_b82k_augreg,1200.58,443.03,0.7201,0.7902,0.9414,0.9726,0.9160,0.9920,0.9970,0.4970,0.7400,0.8199,0.6698,0.8744,0.9236,0.5290,0.4730,0.4536,0.4343,0.5622,0.5527,0.5437
ViT-H-14-CLIPA-336,datacomp1b,968.64,800.88,0.7192,0.7652,0.9350,0.9630,0.9060,0.9920,0.9950,0.4928,0.7309,0.8144,0.6716,0.8746,0.9276,0.5365,0.4801,0.4587,0.4375,0.5658,0.5610,0.5566
EVA02-E-14-plus,laion2b_s9b_b144k,5044.89,2362.19,0.7188,0.7886,0.9434,0.9698,0.9410,0.9930,0.9980,0.5110,0.7492,0.8276,0.6872,0.8760,0.9274,0.5134,0.4576,0.4403,0.4232,0.5470,0.5364,0.5263
ViT-H-14-CLIPA,datacomp1b,968.24,354.02,0.7178,0.7588,0.9330,0.9628,0.9100,0.9900,0.9960,0.4910,0.7291,0.8140,0.6698,0.8730,0.9272,0.5343,0.4793,0.4578,0.4365,0.5641,0.5584,0.5529
ViT-bigG-14-CLIPA,datacomp1b,2517.22,1007.93,0.7175,0.7786,0.9374,0.9650,0.9190,0.9930,0.9980,0.4996,0.7414,0.8214,0.6780,0.8742,0.9312,0.5247,0.4461,0.4383,0.4306,0.5552,0.5519,0.5488
ViT-B-16,dfn2b,149.62,41.09,0.7158,0.6912,0.8982,0.9406,0.8540,0.9780,0.9860,0.4339,0.6924,0.7882,0.6038,0.8310,0.8946,0.5852,0.5509,0.5417,0.5327,0.6058,0.5989,0.5923
EVA02-E-14,laion2b_s4b_b115k,4704.59,2311.42,0.7152,0.7810,0.9438,0.9700,0.9220,0.9950,0.9970,0.5037,0.7429,0.8224,0.6746,0.8738,0.9256,0.5110,0.4316,0.4429,0.4542,0.5485,0.5325,0.5173
convnext_large_d_320,laion2b_s29b_b131k_ft_soup,351.77,157.98,0.7148,0.7704,0.9394,0.9648,0.9230,0.9890,0.9980,0.4829,0.7251,0.8103,0.6502,0.8608,0.9180,0.5285,0.4574,0.4549,0.4525,0.5650,0.5517,0.5391
ViT-L-14-quickgelu,metaclip_400m,427.62,175.33,0.7137,0.7342,0.9228,0.9574,0.8620,0.9800,0.9960,0.4381,0.6862,0.7780,0.6000,0.8290,0.8934,0.5701,0.5322,0.5175,0.5029,0.5941,0.5867,0.5796
convnext_large_d_320,laion2b_s29b_b131k_ft,351.77,157.98,0.7122,0.7690,0.9364,0.9668,0.9140,0.9890,0.9980,0.4814,0.7232,0.8103,0.6384,0.8558,0.9168,0.5250,0.4727,0.4558,0.4389,0.5623,0.5468,0.5321
convnext_large_d,laion2b_s26b_b102k_augreg,351.77,107.5,0.7102,0.7588,0.9310,0.9652,0.9180,0.9850,0.9940,0.4701,0.7139,0.8013,0.6400,0.8506,0.9140,0.5252,0.4835,0.4646,0.4457,0.5571,0.5443,0.5322
ViT-L-14-CLIPA-336,datacomp1b,414.54,387.39,0.7092,0.7462,0.9240,0.9590,0.9040,0.9920,0.9980,0.4715,0.7159,0.8024,0.6564,0.8636,0.9180,0.5276,0.4601,0.4449,0.4297,0.5611,0.5537,0.5467
ViT-L-14,datacomp_xl_s13b_b90k,427.62,175.33,0.7091,0.7338,0.9174,0.9554,0.8900,0.9860,0.9970,0.4573,0.7003,0.7916,0.6330,0.8414,0.9040,0.5471,0.4836,0.4666,0.4497,0.5912,0.5724,0.5546
ViT-g-14,laion2b_s12b_b42k,1366.68,581.15,0.7085,0.7642,0.9364,0.9624,0.9090,0.9910,0.9980,0.4802,0.7238,0.8079,0.6492,0.8530,0.9152,0.5178,0.4498,0.4427,0.4357,0.5589,0.5414,0.5249
coca_ViT-L-14,laion2b_s13b_b90k,638.45,214.52,0.7085,0.7428,0.9202,0.9542,0.8840,0.9930,0.9990,0.4565,0.7042,0.7921,0.6292,0.8370,0.9038,0.5403,0.4800,0.4739,0.4677,0.5704,0.5612,0.5525
ViT-B-16-quickgelu,metaclip_fullcc,149.62,41.09,0.7077,0.7072,0.9082,0.9454,0.8550,0.9740,0.9890,0.4134,0.6718,0.7696,0.5936,0.8058,0.8784,0.5787,0.5391,0.5221,0.5052,0.6064,0.5965,0.5871
ViT-H-14,laion2b_s32b_b79k,986.11,381.68,0.7057,0.7764,0.9418,0.9660,0.9070,0.9920,0.9970,0.4948,0.7338,0.8151,0.6592,0.8606,0.9188,0.4998,0.4289,0.4247,0.4206,0.5462,0.5234,0.5018
convnext_base_w,laion_aesthetic_s13b_b82k,179.39,49.38,0.7047,0.7306,0.9160,0.9532,0.8880,0.9820,0.9930,0.4355,0.6858,0.7808,0.6120,0.8338,0.8978,0.5461,0.4937,0.4764,0.4592,0.5829,0.5681,0.5540
ViT-L-14-CLIPA,datacomp1b,414.21,167.5,0.7044,0.7356,0.9206,0.9550,0.9020,0.9860,0.9930,0.4695,0.7084,0.7981,0.6512,0.8544,0.9150,0.5244,0.4495,0.4388,0.4282,0.5583,0.5514,0.5449
ViT-g-14,laion2b_s34b_b88k,1366.68,581.15,0.7038,0.7772,0.9416,0.9690,0.9140,0.9930,0.9960,0.4878,0.7334,0.8151,0.6638,0.8598,0.9184,0.4973,0.4207,0.4104,0.4001,0.5458,0.5247,0.5047
convnext_base_w_320,laion_aesthetic_s13b_b82k,179.39,71.94,0.7030,0.7402,0.9200,0.9524,0.9070,0.9830,0.9920,0.4387,0.6920,0.7824,0.6106,0.8312,0.8964,0.5385,0.4742,0.4610,0.4478,0.5695,0.5630,0.5567
ViT-L-14,laion2b_s32b_b82k,427.62,175.33,0.7010,0.7552,0.9286,0.9594,0.8950,0.9870,0.9940,0.4651,0.7108,0.7980,0.6336,0.8398,0.9074,0.5142,0.4448,0.4385,0.4322,0.5507,0.5381,0.5261
EVA01-g-14,laion400m_s11b_b41k,1136.44,547.36,0.7003,0.7264,0.9162,0.9510,0.8810,0.9830,0.9930,0.4406,0.6849,0.7732,0.6180,0.8328,0.8998,0.5363,0.4646,0.4640,0.4634,0.5665,0.5591,0.5521
convnext_base_w,laion2b_s13b_b82k,179.39,49.38,0.6976,0.7214,0.9152,0.9538,0.8770,0.9800,0.9930,0.4285,0.6805,0.7770,0.6058,0.8324,0.8954,0.5311,0.4926,0.4706,0.4488,0.5648,0.5501,0.5362
ViT-B-16-quickgelu,metaclip_400m,149.62,41.09,0.6962,0.6766,0.8960,0.9414,0.8570,0.9720,0.9870,0.3997,0.6536,0.7530,0.5648,0.7988,0.8714,0.5675,0.4984,0.5113,0.5242,0.5916,0.5853,0.5792
ViT-L-14,commonpool_xl_clip_s13b_b90k,427.62,175.33,0.6956,0.6886,0.8996,0.9424,0.8650,0.9740,0.9920,0.4273,0.6761,0.7700,0.6040,0.8190,0.8858,0.5460,0.4833,0.4728,0.4622,0.5821,0.5691,0.5566
convnext_base_w,laion2b_s13b_b82k_augreg,179.39,49.38,0.6922,0.7240,0.9144,0.9514,0.8730,0.9830,0.9920,0.4303,0.6786,0.7750,0.6140,0.8308,0.8964,0.5229,0.4504,0.4390,0.4276,0.5567,0.5494,0.5424
EVA02-B-16,merged2b_s8b_b131k,149.69,41.09,0.6904,0.7146,0.9114,0.9468,0.8600,0.9660,0.9880,0.4215,0.6686,0.7629,0.5874,0.8056,0.8812,0.5325,0.4686,0.4722,0.4758,0.5522,0.5515,0.5509
ViT-B-16,laion2b_s34b_b88k,149.62,41.09,0.6884,0.6984,0.9038,0.9456,0.8630,0.9790,0.9940,0.4231,0.6770,0.7706,0.5944,0.8178,0.8862,0.5220,0.4628,0.4601,0.4575,0.5549,0.5415,0.5288
ViT-B-32-quickgelu,metaclip_fullcc,151.28,14.78,0.6879,0.6510,0.8766,0.9274,0.8080,0.9530,0.9730,0.3806,0.6411,0.7430,0.5518,0.7890,0.8650,0.5729,0.5351,0.5238,0.5126,0.5983,0.5883,0.5788
convnext_base_w_320,laion_aesthetic_s13b_b82k_augreg,179.39,71.94,0.6870,0.7108,0.9032,0.9452,0.8910,0.9740,0.9900,0.4243,0.6722,0.7680,0.6040,0.8276,0.8912,0.5192,0.4599,0.4293,0.3989,0.5686,0.5475,0.5274
ViT-B-16,datacomp_xl_s13b_b90k,149.62,41.09,0.6867,0.6756,0.8834,0.9300,0.8510,0.9720,0.9840,0.4016,0.6595,0.7562,0.5744,0.8086,0.8830,0.5408,0.4966,0.4832,0.4699,0.5730,0.5590,0.5457
ViT-L-14,commonpool_xl_s13b_b90k,427.62,175.33,0.6817,0.6478,0.8656,0.9210,0.8200,0.9500,0.9740,0.3859,0.6310,0.7328,0.5446,0.7712,0.8484,0.5697,0.5115,0.5072,0.5030,0.5932,0.5894,0.5858
ViT-B-32,laion2b_e16,151.28,14.78,0.6777,0.6638,0.8830,0.9322,0.8440,0.9650,0.9840,0.3913,0.6467,0.7481,0.5624,0.7956,0.8708,0.5343,0.4800,0.4602,0.4404,0.5669,0.5577,0.5490
xlm-roberta-base-ViT-B-32,laion5b_s13b_b90k,366.12,105.87,0.6759,0.6448,0.8628,0.9168,0.8270,0.9640,0.9780,0.3778,0.6344,0.7348,0.5354,0.7798,0.8640,0.5519,0.4912,0.4827,0.4742,0.5834,0.5737,0.5645
ViT-B-32,laion2b_s34b_b79k,151.28,14.78,0.6750,0.6678,0.8838,0.9310,0.8410,0.9620,0.9830,0.3934,0.6543,0.7561,0.5632,0.7984,0.8712,0.5254,0.4603,0.4479,0.4356,0.5603,0.5498,0.5398
nllb-clip-large-siglip,v1,1195.5,1804.22,0.6738,0.7276,0.9224,0.9560,0.8330,0.9710,0.9910,0.4513,0.7084,0.8016,0.5386,0.7920,0.8712,0.4871,0.4138,0.4035,0.3933,0.5230,0.5135,0.5045
ViT-L-14,laion400m_e32,427.62,175.33,0.6734,0.7022,0.9094,0.9458,0.8760,0.9780,0.9950,0.4300,0.6803,0.7740,0.5974,0.8218,0.8938,0.4815,0.4006,0.3932,0.3858,0.5245,0.5094,0.4950
ViT-L-14,laion400m_e31,427.62,175.33,0.6728,0.7050,0.9068,0.9464,0.8720,0.9760,0.9950,0.4284,0.6797,0.7731,0.5974,0.8216,0.8934,0.4805,0.4022,0.3949,0.3877,0.5262,0.5075,0.4897
ViT-B-32-256,datacomp_s34b_b86k,151.29,17.46,0.6712,0.6492,0.8722,0.9216,0.8480,0.9670,0.9850,0.3993,0.6543,0.7524,0.5792,0.8056,0.8810,0.5165,0.4554,0.4300,0.4048,0.5428,0.5437,0.5446
ViT-B-32-quickgelu,metaclip_400m,151.28,14.78,0.6710,0.6234,0.8558,0.9152,0.7780,0.9350,0.9700,0.3591,0.6179,0.7209,0.5182,0.7640,0.8466,0.5657,0.5279,0.5097,0.4916,0.5907,0.5834,0.5764
coca_ViT-B-32,laion2b_s13b_b90k,253.56,33.34,0.6689,0.6336,0.8566,0.9144,0.8160,0.9570,0.9740,0.3618,0.6136,0.7176,0.5456,0.7788,0.8556,0.5499,0.4924,0.4698,0.4472,0.5778,0.5751,0.5725
ViT-B-16-plus-240,laion400m_e32,208.38,64.03,0.6676,0.6810,0.8888,0.9406,0.8650,0.9720,0.9880,0.4100,0.6619,0.7611,0.5858,0.8108,0.8806,0.4856,0.4146,0.4069,0.3993,0.5250,0.5104,0.4964
ViT-B-16-plus-240,laion400m_e31,208.38,64.03,0.6671,0.6790,0.8878,0.9392,0.8560,0.9730,0.9860,0.4075,0.6604,0.7594,0.5834,0.8082,0.8796,0.4882,0.4206,0.4093,0.3980,0.5290,0.5131,0.4981
ViT-L-14-336,openai,427.94,395.22,0.6666,0.6690,0.8900,0.9334,0.8770,0.9850,0.9940,0.3709,0.6162,0.7147,0.5794,0.8120,0.8792,0.5041,0.4201,0.4145,0.4089,0.5403,0.5324,0.5249
roberta-ViT-B-32,laion2b_s12b_b32k,212.72,105.87,0.6641,0.6434,0.8674,0.9250,0.8170,0.9490,0.9720,0.3744,0.6309,0.7355,0.5436,0.7774,0.8568,0.5224,0.4602,0.4583,0.4564,0.5531,0.5426,0.5325
ViT-B-16,laion400m_e32,149.62,41.09,0.6638,0.6566,0.8828,0.9300,0.8350,0.9680,0.9850,0.3835,0.6362,0.7386,0.5542,0.7964,0.8688,0.5033,0.4380,0.4326,0.4272,0.5294,0.5256,0.5219
ViT-B-16,laion400m_e31,149.62,41.09,0.6621,0.6572,0.8808,0.9314,0.8330,0.9660,0.9840,0.3834,0.6366,0.7383,0.5514,0.7960,0.8688,0.5024,0.4255,0.4225,0.4195,0.5323,0.5276,0.5232
ViT-B-32,datacomp_xl_s13b_b90k,151.28,14.78,0.6594,0.6108,0.8492,0.9092,0.7900,0.9390,0.9620,0.3714,0.6235,0.7268,0.5354,0.7778,0.8604,0.5317,0.4772,0.4594,0.4418,0.5589,0.5544,0.5502
ViT-L-14,openai,427.62,175.33,0.6588,0.6496,0.8724,0.9204,0.8520,0.9740,0.9920,0.3651,0.6106,0.7113,0.5634,0.7938,0.8660,0.5047,0.4307,0.4136,0.3966,0.5457,0.5334,0.5218
RN50x64,openai,623.26,552.65,0.6563,0.6898,0.8990,0.9432,0.8690,0.9820,0.9920,0.3524,0.5992,0.7033,0.5842,0.8046,0.8786,0.4779,0.4149,0.3936,0.3725,0.5280,0.5044,0.4820
nllb-clip-base-siglip,v1,507.47,472.91,0.6545,0.6922,0.9002,0.9424,0.7920,0.9500,0.9820,0.4315,0.6913,0.7852,0.5116,0.7776,0.8628,0.4715,0.3776,0.3815,0.3854,0.5113,0.4999,0.4890
convnext_base,laion400m_s13b_b51k,151.52,36.67,0.6541,0.6496,0.8814,0.9304,0.8380,0.9710,0.9910,0.3760,0.6315,0.7337,0.5470,0.7990,0.8676,0.4811,0.4146,0.4045,0.3944,0.5145,0.5052,0.4964
RN50x16,openai,290.98,162.69,0.6518,0.6534,0.8710,0.9178,0.8570,0.9700,0.9880,0.3541,0.6002,0.7014,0.5536,0.7876,0.8670,0.4957,0.4311,0.3946,0.3584,0.5419,0.5275,0.5138
ViT-B-16,openai,149.62,41.09,0.6507,0.6216,0.8572,0.9192,0.8220,0.9660,0.9900,0.3309,0.5842,0.6899,0.5242,0.7670,0.8462,0.5171,0.4487,0.4316,0.4146,0.5550,0.5441,0.5337
ViT-B-32,laion400m_e31,151.28,14.78,0.6412,0.5970,0.8398,0.9036,0.7810,0.9380,0.9660,0.3420,0.6001,0.7059,0.5234,0.7634,0.8432,0.5059,0.4283,0.4262,0.4242,0.5477,0.5310,0.5152
ViT-B-32,laion400m_e32,151.28,14.78,0.6412,0.5962,0.8396,0.9020,0.7770,0.9410,0.9680,0.3431,0.6000,0.7054,0.5244,0.7642,0.8454,0.5055,0.4272,0.4265,0.4258,0.5476,0.5304,0.5139
ViT-B-32-quickgelu,laion400m_e32,151.28,14.78,0.6394,0.6170,0.8546,0.9086,0.7880,0.9400,0.9700,0.3533,0.6089,0.7165,0.5258,0.7672,0.8464,0.4884,0.4097,0.4072,0.4047,0.5280,0.5140,0.5006
ViT-B-32-quickgelu,laion400m_e31,151.28,14.78,0.6389,0.6174,0.8548,0.9078,0.7870,0.9400,0.9730,0.3535,0.6100,0.7177,0.5254,0.7702,0.8490,0.4860,0.4054,0.4034,0.4015,0.5273,0.5120,0.4974
RN50x4,openai,178.3,51.82,0.6373,0.6258,0.8476,0.9018,0.8210,0.9630,0.9830,0.3339,0.5812,0.6830,0.5296,0.7662,0.8490,0.4893,0.4104,0.3912,0.3720,0.5354,0.5202,0.5058
nllb-clip-large,v1,1399.22,1468.46,0.6346,0.6090,0.8576,0.9202,0.7160,0.9220,0.9600,0.3617,0.6250,0.7304,0.4392,0.7086,0.8036,0.5097,0.4334,0.4299,0.4265,0.5395,0.5348,0.5304
ViT-B-32,openai,151.28,14.78,0.6321,0.5878,0.8356,0.9002,0.7890,0.9490,0.9820,0.3044,0.5594,0.6687,0.5012,0.7500,0.8352,0.5054,0.4454,0.4125,0.3798,0.5492,0.5347,0.5210
ViT-B-32-quickgelu,openai,151.28,14.78,0.6321,0.5878,0.8356,0.9002,0.7890,0.9490,0.9820,0.3044,0.5594,0.6687,0.5012,0.7500,0.8352,0.5054,0.4454,0.4125,0.3798,0.5492,0.5347,0.5210
ViT-B-16,commonpool_l_laion_s1b_b8k,149.62,41.09,0.6274,0.5664,0.8114,0.8836,0.7230,0.9100,0.9510,0.3195,0.5756,0.6848,0.4652,0.7170,0.8088,0.5227,0.4558,0.4476,0.4395,0.5563,0.5463,0.5369
ViT-B-16,datacomp_l_s1b_b8k,149.62,41.09,0.6267,0.5536,0.8090,0.8768,0.7320,0.9170,0.9480,0.3218,0.5747,0.6858,0.4872,0.7292,0.8246,0.5113,0.4613,0.4465,0.4318,0.5404,0.5317,0.5235
RN101,openai,119.69,25.5,0.6249,0.5804,0.8228,0.8852,0.7900,0.9490,0.9740,0.3069,0.5546,0.6603,0.4982,0.7448,0.8250,0.4920,0.4347,0.4130,0.3913,0.5272,0.5170,0.5072
RN101-quickgelu,openai,119.69,25.5,0.6249,0.5804,0.8228,0.8852,0.7900,0.9490,0.9740,0.3069,0.5546,0.6603,0.4982,0.7448,0.8250,0.4920,0.4347,0.4130,0.3913,0.5272,0.5170,0.5072
ViT-B-16,commonpool_l_image_s1b_b8k,149.62,41.09,0.6164,0.5162,0.7908,0.8700,0.6890,0.8830,0.9270,0.2907,0.5449,0.6628,0.4338,0.6882,0.7902,0.5339,0.4932,0.4787,0.4643,0.5609,0.5513,0.5421
ViT-B-16,commonpool_l_basic_s1b_b8k,149.62,41.09,0.6132,0.5250,0.7880,0.8670,0.6780,0.8780,0.9330,0.2862,0.5411,0.6535,0.4304,0.6844,0.7826,0.5285,0.4872,0.4812,0.4753,0.5517,0.5434,0.5355
ViT-B-16,commonpool_l_text_s1b_b8k,149.62,41.09,0.6126,0.5336,0.7954,0.8650,0.6820,0.8880,0.9320,0.3020,0.5538,0.6674,0.4440,0.7012,0.7906,0.5147,0.4815,0.4570,0.4326,0.5394,0.5329,0.5266
RN50,openai,102.01,18.18,0.6124,0.5736,0.8318,0.9004,0.8000,0.9500,0.9790,0.2854,0.5291,0.6459,0.4884,0.7278,0.8212,0.4766,0.3682,0.3622,0.3562,0.5318,0.5127,0.4945
RN50-quickgelu,openai,102.01,18.18,0.6124,0.5736,0.8318,0.9004,0.8000,0.9500,0.9790,0.2854,0.5291,0.6459,0.4884,0.7278,0.8212,0.4766,0.3682,0.3622,0.3562,0.5318,0.5127,0.4945
ViT-B-16,commonpool_l_clip_s1b_b8k,149.62,41.09,0.6054,0.5102,0.7764,0.8564,0.6810,0.8940,0.9430,0.2880,0.5368,0.6492,0.4436,0.6938,0.7954,0.5133,0.4493,0.4359,0.4225,0.5472,0.5377,0.5287
ViT-B-16,commonpool_l_s1b_b8k,149.62,41.09,0.5635,0.4186,0.7040,0.7952,0.5710,0.8260,0.8940,0.2224,0.4565,0.5694,0.3486,0.6026,0.7096,0.5272,0.5029,0.4777,0.4526,0.5532,0.5428,0.5329
nllb-clip-base,v1,501.89,369.6,0.5562,0.4740,0.7554,0.8350,0.5660,0.8210,0.8920,0.2649,0.5150,0.6321,0.3514,0.6100,0.7204,0.4708,0.3890,0.3904,0.3919,0.5085,0.4962,0.4844
RN50-quickgelu,cc12m,102.01,18.18,0.5531,0.4696,0.7432,0.8284,0.6050,0.8600,0.9100,0.2412,0.4868,0.6024,0.3370,0.6136,0.7180,0.4644,0.4136,0.3876,0.3617,0.4970,0.4887,0.4807
RN50,cc12m,102.01,18.18,0.5475,0.4594,0.7336,0.8234,0.6120,0.8540,0.9070,0.2367,0.4787,0.5947,0.3412,0.6072,0.7154,0.4553,0.4081,0.3828,0.3577,0.4918,0.4782,0.4653
RN101-quickgelu,yfcc15m,119.69,25.5,0.4846,0.3474,0.6126,0.7192,0.5370,0.8030,0.8900,0.1779,0.3908,0.5043,0.2872,0.5456,0.6544,0.4226,0.3363,0.3147,0.2933,0.4723,0.4566,0.4416
RN101,yfcc15m,119.69,25.5,0.4796,0.3402,0.6034,0.7124,0.5450,0.8010,0.8810,0.1772,0.3895,0.5040,0.3036,0.5536,0.6652,0.4088,0.3252,0.2987,0.2724,0.4643,0.4435,0.4239
RN50-quickgelu,yfcc15m,102.01,18.18,0.4716,0.3180,0.5876,0.6968,0.4910,0.7840,0.8870,0.1645,0.3758,0.4891,0.2720,0.5260,0.6442,0.4209,0.3393,0.3130,0.2867,0.4634,0.4549,0.4469
RN50,yfcc15m,102.01,18.18,0.4709,0.3092,0.5884,0.6952,0.5120,0.8040,0.8850,0.1645,0.3747,0.4894,0.2826,0.5350,0.6546,0.4106,0.3249,0.3023,0.2799,0.4536,0.4448,0.4364
ViT-B-32,commonpool_m_image_s128m_b4k,151.28,14.78,0.3976,0.1896,0.4156,0.5312,0.2710,0.5300,0.6360,0.1054,0.2710,0.3703,0.1654,0.3758,0.4898,0.4804,0.4206,0.4026,0.3847,0.5261,0.5050,0.4849
ViT-B-32,commonpool_m_clip_s128m_b4k,151.28,14.78,0.3923,0.1890,0.4106,0.5238,0.3040,0.5540,0.6590,0.1127,0.2718,0.3719,0.1826,0.3960,0.5070,0.4519,0.3685,0.3581,0.3478,0.4947,0.4815,0.4689
ViT-B-32,commonpool_m_text_s128m_b4k,151.28,14.78,0.3917,0.1872,0.4200,0.5344,0.2900,0.5350,0.6590,0.1086,0.2712,0.3731,0.1818,0.3920,0.5008,0.4540,0.3863,0.3618,0.3373,0.5038,0.4831,0.4635
ViT-B-32,commonpool_m_basic_s128m_b4k,151.28,14.78,0.3907,0.1874,0.4172,0.5350,0.2500,0.5190,0.6530,0.1007,0.2559,0.3578,0.1658,0.3528,0.4654,0.4727,0.4245,0.4015,0.3786,0.5182,0.4951,0.4732
ViT-B-32,datacomp_m_s128m_b4k,151.28,14.78,0.3756,0.1812,0.4036,0.5188,0.2670,0.5200,0.6320,0.1100,0.2699,0.3750,0.1714,0.3770,0.4886,0.4337,0.3570,0.3287,0.3005,0.4914,0.4667,0.4433
ViT-B-32,commonpool_m_laion_s128m_b4k,151.28,14.78,0.3741,0.1792,0.3964,0.5120,0.2760,0.5330,0.6220,0.1052,0.2606,0.3637,0.1654,0.3592,0.4660,0.4409,0.3585,0.3348,0.3113,0.4894,0.4743,0.4600
ViT-B-32,commonpool_m_s128m_b4k,151.28,14.78,0.3449,0.1268,0.3164,0.4252,0.1930,0.4140,0.5360,0.0701,0.1941,0.2803,0.1246,0.3002,0.3996,0.4759,0.4354,0.3983,0.3614,0.5273,0.5003,0.4747
ViT-B-32,commonpool_s_text_s13m_b4k,151.28,14.78,0.1922,0.0278,0.0950,0.1462,0.0570,0.1300,0.2000,0.0170,0.0551,0.0906,0.0258,0.0814,0.1234,0.3964,0.3312,0.3120,0.2929,0.4487,0.4231,0.3987
ViT-B-32,commonpool_s_basic_s13m_b4k,151.28,14.78,0.1874,0.0256,0.0924,0.1466,0.0400,0.1220,0.2000,0.0144,0.0487,0.0782,0.0192,0.0646,0.1024,0.4008,0.3164,0.3033,0.2903,0.4526,0.4315,0.4115
ViT-B-32,commonpool_s_clip_s13m_b4k,151.28,14.78,0.1857,0.0286,0.0938,0.1454,0.0400,0.1370,0.2070,0.0157,0.0515,0.0847,0.0292,0.0794,0.1206,0.3801,0.3282,0.2994,0.2708,0.4299,0.4055,0.3823
ViT-B-32,commonpool_s_s13m_b4k,151.28,14.78,0.1789,0.0214,0.0690,0.1138,0.0300,0.1080,0.1760,0.0088,0.0351,0.0601,0.0176,0.0568,0.0902,0.3979,0.3338,0.3126,0.2914,0.4484,0.4249,0.4025
ViT-B-32,commonpool_s_image_s13m_b4k,151.28,14.78,0.1536,0.0142,0.0594,0.0960,0.0200,0.0740,0.1160,0.0109,0.0385,0.0641,0.0150,0.0500,0.0842,0.3552,0.2669,0.2525,0.2382,0.4123,0.3875,0.3640
ViT-B-32,datacomp_s_s13m_b4k,151.28,14.78,0.1536,0.0142,0.0594,0.0960,0.0200,0.0740,0.1160,0.0109,0.0385,0.0641,0.0150,0.0500,0.0842,0.3552,0.2669,0.2525,0.2382,0.4123,0.3875,0.3640
ViT-B-32,commonpool_s_laion_s13m_b4k,151.28,14.78,0.1527,0.0176,0.0678,0.1056,0.0270,0.0870,0.1440,0.0102,0.0363,0.0607,0.0140,0.0442,0.0770,0.3463,0.2607,0.2410,0.2215,0.4049,0.3795,0.3554
coca_ViT-B-32,mscoco_finetuned_laion2b_s13b_b90k,253.56,33.34,0.1306,0.0074,0.0214,0.0436,0.0110,0.0490,0.0990,0.0033,0.0137,0.0249,0.0088,0.0338,0.0552,0.3299,0.2484,0.2329,0.2175,0.3873,0.3604,0.3348
docs/script_examples/clipa/vit_b16/i50_t16_finetune.sh 0 → 100755
View file @ 6f43e8fa
torchrun --nproc_per_node 8 -m open_clip_train.main \
--save-frequency 1 \
--save-most-recent \
--zeroshot-frequency 1 \
--train-data '/path/to/laion-400m' \
--dataset-type webdataset \
--lr "2.56e-5" \
--beta1 0.9 \
--beta2 0.95 \
--warmup 3072 \
--wd 0.2 \
--batch-size 1024 \
--aug-cfg scale='(0.4, 1.0)' \
--epochs 1 \
--train-num-samples 131072000 \
--workers 6 \
--model ViT-B-16-CL16 \
--pretrained '/path/to/ckpt' \
--precision 'amp_bf16' \
--ddp-static-graph \
--local-loss \
--gather-with-grad \
--grad-checkpointing \
--log-every-n-steps 256 \
--seed 0 \
--logs ./logs/ \
--imagenet-val '/path/to/imagenet/val'
docs/script_examples/clipa/vit_b16/i50_t16_pretrain.sh 0 → 100755
View file @ 6f43e8fa
torchrun --nproc_per_node 8 -m open_clip_train.main \
--save-frequency 1 \
--save-most-recent \
--zeroshot-frequency 1 \
--train-data '/path/to/laion-400m' \
--dataset-type webdataset \
--lr "2.048e-3" \
--beta1 0.9 \
--beta2 0.95 \
--warmup 782 \
--wd 0.2 \
--batch-size 8192 \
--aug-cfg scale='(0.4, 1.0)' \
--epochs 6 \
--workers 6 \
--model ViT-B-16-CL16 \
--precision 'amp_bf16' \
--ddp-static-graph \
--local-loss \
--gather-with-grad \
--force-image-size 112 \
--grad-checkpointing \
--log-every-n-steps 32 \
--seed 0 \
--logs ./logs/ \
--imagenet-val '/path/to/imagenet/val'
\ No newline at end of file
docs/script_examples/clipa/vit_l16/i17_t16_finetune.sh 0 → 100755
View file @ 6f43e8fa
torchrun --nproc_per_node 8 -m open_clip_train.main \
--save-frequency 1 \
--save-most-recent \
--zeroshot-frequency 1 \
--train-data '/path/to/laion-400m' \
--dataset-type webdataset \
--lr "2.24e-5" \
--beta1 0.9 \
--beta2 0.95 \
--warmup 3571 \
--wd 0.2 \
--batch-size 896 \
--aug-cfg scale='(0.4, 1.0)' color_jitter='(0.32, 0.32, 0.32, 0.08)' color_jitter_prob=0.8 gray_scale_prob=0.2 \
--epochs 1 \
--train-num-samples 131072000 \
--workers 6 \
--model ViT-L-16-CL16-GAP \
--pretrained '/path/to/ckpt' \
--precision 'amp_bf16' \
--ddp-static-graph \
--local-loss \
--gather-with-grad \
--grad-checkpointing \
--log-every-n-steps 293 \
--seed 0 \
--logs ./logs/ \
--imagenet-val '/path/to/imagenet/val'
\ No newline at end of file
docs/script_examples/clipa/vit_l16/i17_t16_pretrain.sh 0 → 100755
View file @ 6f43e8fa
torchrun --nproc_per_node 8 -m open_clip_train.main \
--save-frequency 1 \
--save-most-recent \
--zeroshot-frequency 1 \
--train-data '/path/to/laion-400m' \
--dataset-type webdataset \
--lr "1.024e-3" \
--beta1 0.9 \
--beta2 0.95 \
--warmup 1563 \
--wd 0.2 \
--batch-size 4096 \
--aug-cfg scale='(0.4, 1.0)' color_jitter='(0.32, 0.32, 0.32, 0.08)' color_jitter_prob=0.8 gray_scale_prob=0.2 \
--epochs 6 \
--workers 6 \
--model ViT-L-16-CL16-GAP \
--precision 'amp_bf16' \
--ddp-static-graph \
--local-loss \
--gather-with-grad \
--force-image-size 64 \
--grad-checkpointing \
--log-every-n-steps 64 \
--seed 0 \
--logs ./logs/ \
--imagenet-val '/path/to/imagenet/val'
\ No newline at end of file
docs/script_examples/clipa/vit_l16/i37_t8_finetune.sh 0 → 100755
View file @ 6f43e8fa
torchrun --nproc_per_node 8 -m open_clip_train.main \
--save-frequency 1 \
--save-most-recent \
--zeroshot-frequency 1 \
--train-data '/path/to/laion-400m' \
--dataset-type webdataset \
--lr "2.24e-5" \
--beta1 0.9 \
--beta2 0.95 \
--warmup 3571 \
--wd 0.2 \
--batch-size 896 \
--aug-cfg scale='(0.4, 1.0)' color_jitter='(0.32, 0.32, 0.32, 0.08)' color_jitter_prob=0.8 gray_scale_prob=0.2 \
--epochs 1 \
--train-num-samples 131072000 \
--workers 6 \
--model ViT-L-16-CL32-GAP \
--pretrained '/path/to/ckpt' \
--precision 'amp_bf16' \
--ddp-static-graph \
--local-loss \
--gather-with-grad \
--grad-checkpointing \
--log-every-n-steps 293 \
--seed 0 \
--logs ./logs/ \
--imagenet-val '/path/to/imagenet/val'
\ No newline at end of file
docs/script_examples/clipa/vit_l16/i37_t8_pretrain.sh 0 → 100755
View file @ 6f43e8fa
torchrun --nproc_per_node 8 -m open_clip_train.main \
--save-frequency 1 \
--save-most-recent \
--zeroshot-frequency 1 \
--train-data '/path/to/laion-400m' \
--dataset-type webdataset \
--lr "1.024e-3" \
--beta1 0.9 \
--beta2 0.95 \
--warmup 1563 \
--wd 0.2 \
--batch-size 4096 \
--aug-cfg scale='(0.4, 1.0)' color_jitter='(0.32, 0.32, 0.32, 0.08)' color_jitter_prob=0.8 gray_scale_prob=0.2 \
--epochs 6 \
--workers 6 \
--model ViT-L-16-CL8-Syntax-GAP \
--precision 'amp_bf16' \
--ddp-static-graph \
--local-loss \
--gather-with-grad \
--force-image-size 96 \
--grad-checkpointing \
--log-every-n-steps 64 \
--seed 0 \
--logs ./logs/ \
--imagenet-val '/path/to/imagenet/val'
\ No newline at end of file
docs/script_examples/clipav2/vit_h14/i257_t32_finetunex4.sh 0 → 100755
View file @ 6f43e8fa
# have not been tested. use it at your own discretion
# the original experiment was run on tpu v3-256.
# this example script assumes 8 gpus, each with huge memory. Tune batchsize, warmup, and lr accordingly if you have different machine setups.
torchrun --nproc_per_node 8 -m open_clip_train.main \
--save-frequency 1 \
--save-most-recent \
--zeroshot-frequency 1 \
--train-data '/path/to/laion2b_or_datacomp1b' \
--train-num-samples 131072000 \
--dataset-type webdataset \
--lr "5.12e-5" \
--beta1 0.9 \
--beta2 0.95 \
--warmup 800 \
--wd 0.2 \
--batch-size 4096 \
--aug-cfg scale='(0.4, 1.0)' color_jitter='(0.32, 0.32, 0.32, 0.08)' color_jitter_prob=0.8 gray_scale_prob=0.2 \
--epochs 4 \
--workers 6 \
--model ViT-H-14-CL32-GAP \
--pretrained '/path/to/pretrain84_ckpt' \
--precision 'amp_bf16' \
--ddp-static-graph \
--local-loss \
--gather-with-grad \
--force-image-size 224 \
--force-patch-dropout 0.3 \
--grad-checkpointing \
--log-every-n-steps 64 \
--seed 0 \
--logs ./logs/ \
--imagenet-val '/path/to/imagenet/val'
\ No newline at end of file
docs/script_examples/clipav2/vit_h14/i50_t8_pretrain.sh 0 → 100755
View file @ 6f43e8fa
# have not been tested. use it at your own discretion
# the original experiment was run on tpu v3-256.
# this example script assumes 8 gpus, each with huge memory. Tune batchsize, warmup, and lr accordingly if you have different machine setups.
torchrun --nproc_per_node 8 -m open_clip_train.main \
--save-frequency 1 \
--save-most-recent \
--zeroshot-frequency 1 \
--train-data '/path/to/laion2b_or_datacomp1b' \
--train-num-samples 4e8 \
--dataset-type webdataset \
--lr "2.048e-3" \
--beta1 0.9 \
--beta2 0.95 \
--warmup 3200 \
--wd 0.2 \
--batch-size 8192 \
--aug-cfg scale='(0.4, 1.0)' color_jitter='(0.32, 0.32, 0.32, 0.08)' color_jitter_prob=0.8 gray_scale_prob=0.2 \
--epochs 32 \
--workers 6 \
--model ViT-H-14-CL8-Syntax-GAP \
--precision 'amp_bf16' \
--ddp-static-graph \
--local-loss \
--gather-with-grad \
--force-image-size 84 \
--grad-checkpointing \
--log-every-n-steps 32 \
--seed 0 \
--logs ./logs/ \
--imagenet-val '/path/to/imagenet/val'
\ No newline at end of file
docs/script_examples/clipav2/vit_h14/i577_t32_finetunex1.sh 0 → 100755
View file @ 6f43e8fa
# have not been tested. use it at your own discretion
# the original experiment was run on tpu v3-256.
# this example script assumes 8 gpus, each with huge memory. Tune batchsize, warmup, and lr accordingly if you have different machine setups.
torchrun --nproc_per_node 8 -m open_clip_train.main \
--save-frequency 1 \
--save-most-recent \
--zeroshot-frequency 1 \
--train-data '/path/to/laion2b_or_datacomp1b' \
--train-num-samples 131072000 \
--dataset-type webdataset \
--lr "6.4e-6" \
--beta1 0.9 \
--beta2 0.95 \
--warmup 1600 \
--wd 0.2 \
--batch-size 2048 \
--aug-cfg scale='(0.4, 1.0)' color_jitter='(0.32, 0.32, 0.32, 0.08)' color_jitter_prob=0.8 gray_scale_prob=0.2 \
--epochs 1 \
--workers 6 \
--model ViT-H-14-CL32-GAP \
--pretrained '/path/to/finetune224_ckpt' \
--precision 'amp_bf16' \
--ddp-static-graph \
--local-loss \
--gather-with-grad \
--force-image-size 336 \
--force-patch-dropout 0.4 \
--grad-checkpointing \
--log-every-n-steps 64 \
--seed 0 \
--logs ./logs/ \
--imagenet-val '/path/to/imagenet/val'
\ No newline at end of file
docs/script_examples/stability_example.sh 0 → 100755
View file @ 6f43e8fa
#!/bin/bash
#SBATCH --partition=g40423
#SBATCH --job-name=testopenclip
#SBATCH --nodes 30
#SBATCH --ntasks-per-node=8
#SBATCH --cpus-per-task=12
#SBATCH --output=%x_%j.out
#SBATCH --comment=laion
#SBATCH --open-mode=append
#SBATCH --exclusive
module load openmpi
module load cuda/11.7
export MASTER_ADDR=`hostname`
export MASTER_PORT=12802
export NCCL_PROTO=simple
export FI_EFA_FORK_SAFE=1
export FI_LOG_LEVEL=1
export FI_EFA_USE_DEVICE_RDMA=1
export NCCL_DEBUG=info
export PYTHONFAULTHANDLER=1
export CUDA_LAUNCH_BLOCKING=0
export OMPI_MCA_mtl_base_verbose=1
export FI_EFA_ENABLE_SHM_TRANSFER=0
export FI_PROVIDER=efa
export FI_EFA_TX_MIN_CREDITS=64
export NCCL_TREE_THRESHOLD=0
cd /admin/home-mitchellw/open_clip/src
export PYTHONPATH="$PYTHONPATH:/admin/home-mitchellw/open_clip/src"
EXP_NAME="test-B-32-laion5b-lr1e-3-bs90k"
srun --comment laion --cpu_bind=v --accel-bind=gn python -m open_clip_train.main \
--save-frequency 1 \
--train-data="pipe:aws s3 cp s3://s-datasets/laion5b/{laion2B-data/{000000..231349}.tar,laion2B-multi-data/{000000..226687}.tar,laion1B-nolang-data/{000000..127231}.tar} -" \
--train-num-samples 135646078 \
--dataset-type webdataset \
--dataset-resampled \
--warmup 2000 \
--batch-size=375 \
--epochs=97 \
--lr 1e-3 \
--workers=8 \
--report-to wandb \
--name ${EXP_NAME} \
--logs /scratch/logs/ \
--model ViT-B-32 \
--seed 0 \
--ddp-static-graph \
--local-loss \
--gather-with-grad \
--grad-checkpointing \
--precision amp_bfloat16 \
--wandb-project-name open_clip6 \
--resume "latest" \
--remote-sync s3://s-laion/mitchellw/logs
extra_utils/coca_data.py 0 → 100644
View file @ 6f43e8fa
from clip_benchmark.datasets.builder import build_dataset
import pandas as pd
import os
root_path = "datasets" # set this to smth meaningful
ds = build_dataset("mscoco_captions", root=root_path, split="val", task="captioning") # this downloads the dataset if it is not there already
coco = ds.coco
imgs = coco.loadImgs(coco.getImgIds())
future_df = {"filepath":[], "title":[]}
for img in imgs:
caps = coco.imgToAnns[img["id"]]
for cap in caps:
future_df["filepath"].append(img["file_name"])
future_df["title"].append(cap["caption"])
pd.DataFrame.from_dict(future_df).to_csv(
os.path.join(root_path, "train2014.csv"), index=False, sep="\t"
)
\ No newline at end of file
extra_utils/convert_to_csv.py 0 → 100755
View file @ 6f43e8fa
import pandas as pd
from pathlib import Path
from typing import Optional
def convert_to_csv(data_root: str,
image_subfolder: str = "",
text_subfolder: str = "",
save_path: str = None,
counts: Optional[int] = 10000):
if not save_path.endswith(".csv"):
save_path += ".csv"
data_root = Path(data_root)
images_root = data_root / image_subfolder
texts_root = data_root / text_subfolder
image_files = [
*images_root.glob("*.png"), *images_root.glob("*.jpg"),
*images_root.glob("*.jpeg"), *images_root.glob("*.bmp")
]
text_files = [*texts_root.glob("*.txt")]
image_files = {image_file.stem: image_file for image_file in image_files}
text_files = {text_file.stem: text_file for text_file in text_files}
keys = (image_files.keys() & text_files.keys())
keys = list(keys)[:counts]
text_files = {k: v for k, v in text_files.items() if k in keys}
image_files = {k: v for k, v in image_files.items() if k in keys}
results = []
for key in keys:
with open(text_files[key], "r") as f:
title = f.read().strip()
results.append({"filepath": image_files[key], "title": title})
df = pd.DataFrame(results)
df.to_csv(save_path, index=False)
if __name__ == "__main__":
import argparse
parser = argparse.ArgumentParser()
parser.add_argument("--data_root", type=str, help="存有images和texts文件夹的目录")
parser.add_argument("--image_subfolder", type=str, default="")
parser.add_argument("--text_subfolder", type=str, default="")
parser.add_argument("--save_path", type=str, help="csv保存路径")
args = parser.parse_args()
convert_to_csv(args.data_root, args.image_subfolder, args.text_subfolder, args.save_path)
extra_utils/valprep.sh 0 → 100755
View file @ 6f43e8fa
This source diff could not be displayed because it is too large. You can view the blob instead.
model.properties 0 → 100644
View file @ 6f43e8fa
# 模型唯一标识
modelCode=999
# 模型名称
modelName=open_clip_pytorch
# 模型描述
modelDescription=多模态图像分类
# 应用场景
appScenario=训练,推理,图像分类,电商,绘画,交通
# 框架类型
frameType=Pytorch
pyproject.toml 0 → 100755
View file @ 6f43e8fa
[build-system]
requires = ["pdm-backend"]
build-backend = "pdm.backend"
[project]
name = "open_clip_torch"
# NOTE for full list of authors see https://github.com/mlfoundations/open_clip?tab=readme-ov-file#citing
# below covers most active / recent maintainers
authors = [
{name = "Ross Wightman", email = "ross@huggingface.co"},
{name = "Gabriel Ilharco"},
{name = "Mitchell Wortsman"},
{name = "Romain Beaumont"},
]
description = "Open reproduction of consastive language-image pretraining (CLIP) and related."
readme = "README.md"
requires-python = ">=3.8"
keywords = ["pytorch", "clip", "image-text", "language-image", "multimodal"]
license = {text = "MIT"}
classifiers = [
'Development Status :: 4 - Beta',
'Intended Audience :: Education',
'Intended Audience :: Science/Research',
'License :: OSI Approved :: MIT License',
'Programming Language :: Python :: 3.8',
'Programming Language :: Python :: 3.9',
'Programming Language :: Python :: 3.10',
'Programming Language :: Python :: 3.11',
'Programming Language :: Python :: 3.12',
'Topic :: Scientific/Engineering',
'Topic :: Scientific/Engineering :: Artificial Intelligence',
'Topic :: Software Development',
'Topic :: Software Development :: Libraries',
'Topic :: Software Development :: Libraries :: Python Modules',
]
dependencies = [
'torch>=1.9.0',
'torchvision',
'regex',
'ftfy',
'tqdm',
'huggingface-hub',
'timm',
"transformers[sentencepiece]",
"transformers"
]
dynamic = ["version"]
[project.optional-dependencies]
training = [
'torch>=2.0',
'webdataset>=0.2.5',
'pandas',
'transformers[sentencepiece]',
"transformers",
'timm>=1.0.7',
'fsspec',
]
test = [
'pytest-split',
'pytest',
'open_clip_torch[training]',
"transformers"
]
[project.urls]
homepage = "https://github.com/mlfoundations/open_clip"
repository = "https://github.com/mlfoundations/open_clip"
[tool.pdm.version]
source = "file"
path = "src/open_clip/version.py"
[tool.pdm.build]
excludes = ["./**/.git", "./**/logs/*"]
package-dir = "src"
includes = ["src/open_clip", "src/open_clip_train"]
[tool.pytest.ini_options]
testpaths = ['tests']
markers = [
'regression_test'
]
\ No newline at end of file
pytest.ini 0 → 100755
View file @ 6f43e8fa
[pytest]
markers =
regression_test
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