| "('Model', 'family')","('Model', 'model')","('Model', 'tag')","('length_group', 'XS')","('length_group', 'S')","('length_group', 'M')","('length_group', 'L')","('neg_type', 'relation')","('neg_type', 'attribute')","('Avg', 'Avg')","('length_group.1', 'XS.1')","('length_group.1', 'S.1')","('length_group.1', 'M.1')","('length_group.1', 'L.1')","('neg_type.1', 'relation.1')","('neg_type.1', 'attribute.1')","('Avg.1', 'Avg.1')" | |
| ALIGN,align-base,coyo700m,59.71982759,50,50,50,51.25,53.60991379,52.4299569,64.96212121,50,50,50,53.125,54.35606061,53.7405303 | |
| CLIPS,CLIPS-Large-14-224,recap-datacomp1b,60.75123153,50.32467532,50,50,52.14285714,53.39509628,52.76897671,66.93181818,50,50,50,55.625,52.84090909,54.23295455 | |
| CLIPS,CLIPS-Large-14-336,recap-datacomp1b,57.74630542,50.32467532,50,50,51.07142857,52.9640618,52.01774519,65.41666667,49.26470588,50,50,55.25735294,52.08333333,53.67034314 | |
| CLIPS,CLIPS-Huge-14-224,recap-datacomp1b,59.11945813,49.67532468,50,50,50.35714286,54.04024854,52.1986957,63.21969697,49.26470588,50,50,51.50735294,54.73484848,53.12110071 | |
| DreamLIP,dreamlip-vitb16,cc3m-long,59.95689655,50,50,50,52.5,52.47844828,52.48922414,55.90909091,50,50,50,51.25,51.70454545,51.47727273 | |
| DreamLIP,dreamlip-vitb16,cc12m-long,53.16502463,50,50,50,49.64285714,51.93965517,50.79125616,70.45454545,50,50,50,56.25,53.97727273,55.11363636 | |
| DreamLIP,dreamlip-vitb16,yfcc15m-long,55.17241379,50,50,50,50,52.5862069,51.29310345,65.45454545,50,50,50,53.75,53.97727273,53.86363636 | |
| DreamLIP,dreamlip-vitb16,cc30m-long,60.26477833,50,50,50,50.71428571,54.41810345,52.56619458,72.72727273,50,50,50,56.25,55.11363636,55.68181818 | |
| FLAIR,flair-vitb16,cc3m-recap,65.97906404,50,50,50,53.57142857,54.41810345,53.99476601,59.92424242,50,50,50,52.5,52.46212121,52.48106061 | |
| FLAIR,flair-vitb16,cc12m-recap,60.33251232,50,50,50,51.07142857,54.09482759,52.58312808,67.95454545,50,50,50,55,53.97727273,54.48863636 | |
| FLAIR,flair-vitb16,yfcc15m-recap,61.46551724,50,50,50,52.5,53.23275862,52.86637931,67.1969697,50,50,50,55,53.59848485,54.29924242 | |
| FLAIR,flair-vitb16,cc30m-recap,60.97906404,50,50,50,51.07142857,54.41810345,52.74476601,67.1969697,50,50,50,55,53.59848485,54.29924242 | |
| FSC-CLIP,fsc-clip-ViT-B-32,laioncoco-ft,58.89162562,50,50,50,51.42857143,53.01724138,52.2229064,69.16666667,50,50,50,57.5,52.08333333,54.79166667 | |
| FSC-CLIP,fsc-clip-ViT-B-16,laioncoco-ft,57.31527094,50,50,50,51.07142857,52.5862069,51.82881773,65.90909091,50,50,50,56.25,51.70454545,53.97727273 | |
| FSC-CLIP,fsc-clip-ViT-L-14,laioncoco-ft,60.38793103,50,50,50,52.5,52.69396552,52.59698276,67.87878788,50,50,50,58.75,50.18939394,54.46969697 | |
| Jina-CLIP,jina-clip-v1,jinaai,62.62315271,58.18903319,56.3515382,61.41522029,54.04932441,65.24014778,59.6447361,67.8030303,63.62229102,59.22619048,54.31034483,61.65272143,60.82820688,61.24046416 | |
| Jina-CLIP,jina-clip-v2,jinaai,63.76231527,62.42784993,57.48574144,56.40186916,56.96454845,63.07433945,60.01944395,69.09090909,70.00773994,53.3234127,45.86206897,59.49557697,59.64648838,59.57103267 | |
| LoTLIP,LoTLIP-ViT-B-32,lotlip100m,65.40024631,51.46103896,50.11363636,50,53.36038961,55.1270712,54.24373041,71.36363636,62.15170279,50,50,56.47058824,60.28708134,58.37883479 | |
| LoTLIP,LoTLIP-ViT-B-16,lotlip100m,60.11699507,52.43506494,49.88636364,50,51.63961039,54.57960143,53.10960591,55.83333333,45.00773994,50,50,46.91176471,53.50877193,50.21026832 | |
| LongCLIP,longclip-vitb32,sharegpt4v-1m,52.54618227,51.22655123,53.00380228,50,49.48530662,53.90296126,51.69413394,47.15909091,62.67414861,61.45833333,50,51.86887255,58.77691388,55.32289321 | |
| LongCLIP,longclip-vitb16,sharegpt4v-1m,52.3429803,54.74386724,53.78283788,50,49.12536555,56.30947716,52.71742136,57.87878788,57.02399381,53.37301587,50,53.08619281,56.05170597,54.56894939 | |
| LongCLIP,longclip-vitl14,sharegpt4v-1m,57.41071429,60.31746032,55.99637055,50,56.63094141,55.23133117,55.93113629,64.54545455,60.35216718,56.15079365,50,59.03390523,56.49030246,57.76210384 | |
| LongCLIP,longclip-vitl14_336px,sharegpt4v-1m,57.47844828,56.38528139,54.00449361,50,56.05527711,52.87883453,54.46705582,59.24242424,70.87848297,54.01785714,50,58.86029412,58.20908806,58.53469109 | |
| OpenCLIP,roberta-ViT-B-32,laion2b_s12b_b32k,66.72105911,50,50,50,54.64285714,53.71767241,54.18026478,65.15151515,50,50,50,56.25,51.32575758,53.78787879 | |
| OpenCLIP,coca_ViT-B-32,laion2b_s13b_b90k,64.96921182,50,50,50,53.92857143,53.55603448,53.74230296,65.79545455,50,50,50,55.625,52.27272727,53.94886364 | |
| OpenCLIP,coca_ViT-L-14,laion2b_s13b_b90k,60.60344828,50,50,50,52.5,52.80172414,52.65086207,59.81060606,50,50,50,51.875,53.03030303,52.45265152 | |
| OpenCLIP,ViT-H-14,laion2b_s32b_b79k,66.5455665,50,50,50,54.28571429,53.98706897,54.13639163,67.1969697,50,50,50,55,53.59848485,54.29924242 | |
| OpenCLIP,ViT-L-14,laion2b_s32b_b82k,59.95689655,50,50,50,52.5,52.47844828,52.48922414,64.6969697,50,50,50,53.75,53.59848485,53.67424242 | |
| OpenCLIP,ViT-B-32,laion2b_s34b_b79k,59.96921182,50,50,50,51.42857143,53.55603448,52.49230296,65.68181818,50,50,50,55,52.84090909,53.92045455 | |
| OpenCLIP,ViT-B-16,laion2b_s34b_b88k,59.09482759,50,50,50,52.5,52.04741379,52.2737069,68.18181818,50,50,50,56.25,52.84090909,54.54545455 | |
| OpenCLIP,ViT-g-14,laion2b_s34b_b88k,58.67610837,50,50,50,51.42857143,52.90948276,52.16902709,69.16666667,50,50,50,57.5,52.08333333,54.79166667 | |
| OpenCLIP,ViT-B-16,openai,59.0270936,50,50,50,52.14285714,52.37068966,52.2567734,64.16666667,50,50,50,55,52.08333333,53.54166667 | |
| OpenCLIP,ViT-B-32,openai,60.88669951,50,50,50,52.85714286,52.5862069,52.72167488,60.90909091,50,50,50,53.75,51.70454545,52.72727273 | |
| OpenCLIP,ViT-L-14,openai,59.17487685,50,50,50,51.78571429,52.80172414,52.29371921,56.36363636,50,50,50,53.75,49.43181818,51.59090909 | |
| OpenCLIP,ViT-L-14-336,openai,61.46551724,50,50,50,52.5,53.23275862,52.86637931,58.63636364,50,50,50,53.75,50.56818182,52.15909091 | |
| OpenCLIP,ViT-B-16-SigLIP,webli,55.52955665,50,50,50,50.17857143,52.5862069,51.38238916,54.81060606,50,50,50,49.375,53.03030303,51.20265152 | |
| OpenCLIP,ViT-B-16-SigLIP-384,webli,55.52955665,50,50,50,50.17857143,52.5862069,51.38238916,54.0530303,50,50,50,49.375,52.65151515,51.01325758 | |
| OpenCLIP,ViT-L-16-SigLIP-256,webli,57.88793103,50,50,50,51.25,52.69396552,51.97198276,55.79545455,50,50,50,50.625,52.27272727,51.44886364 | |
| OpenCLIP,ViT-L-16-SigLIP-384,webli,55.03078818,50,50,50,49.82142857,52.69396552,51.25769704,60.79545455,50,50,50,53.125,52.27272727,52.69886364 | |
| OpenCLIP,ViT-SO400M-14-SigLIP,webli,50,50,50,50,50,50,50,50,50,50,50,50,50,50 | |
| Recap-CLIP,ViT-L-16-HTxt-Recap-CLIP,recap-datacomp1b,58.32512315,55.73593074,50.11363636,50,51.47186147,55.61548365,53.54367256,74.31818182,53.73452012,50,50,59.30147059,54.72488038,57.01317549 | |
| StructuredCLIP,NegCLIP-ViT-B-32,coco-ft,64.59359606,50,50,50,55.35714286,51.93965517,53.64839901,64.92424242,50,50,50,55,52.46212121,53.73106061 | |
| StructuredCLIP,CE-CLIP-ViT-B-32,coco-ft,64.0270936,50,50,50,54.64285714,52.37068966,53.5067734,68.71212121,50,50,50,55,54.35606061,54.6780303 | |
| StructuredCLIP,DAC-LLM-ViT-B-32,cc3m-ft,62.09975369,50,50,50,53.57142857,52.47844828,53.02493842,73.93939394,50,50,50,58.75,53.21969697,55.98484848 | |
| StructuredCLIP,DAC-SAM-ViT-B-32,cc3m-ft,56.50862069,50,50,50,52.5,50.75431034,51.62715517,66.66666667,50,50,50,56.25,52.08333333,54.16666667 | |