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SotA/Computer Vision/Image Retrieval/CREPE (Compositional REPresentation Evaluation)

Image Retrieval on CREPE (Compositional REPresentation Evaluation)

Metric: Recall@1 (HN-Atom, UC) (higher is better)

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Results

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#Model↕Recall@1 (HN-Atom, UC)▼Extra DataPaperDate↕Code
1ViT-L-14 (LAION400M)47.86NoCREPE: Can Vision-Language Foundation Models Rea...2022-12-13Code
2ViT-B-16+240 (LAION400M)46.53NoCREPE: Can Vision-Language Foundation Models Rea...2022-12-13Code
3ViT-B-16 (LAION400M)44.93NoCREPE: Can Vision-Language Foundation Models Rea...2022-12-13Code
4Swin-T (MosaiCLIP, CC-12M)44.5NoCoarse-to-Fine Contrastive Learning in Image-Tex...2023-05-23-
5RN-50 (MosaiCLIP, CC-12M)44.4NoCoarse-to-Fine Contrastive Learning in Image-Tex...2023-05-23-
6ViT-B-32 (LAION400M)42.75NoCREPE: Can Vision-Language Foundation Models Rea...2022-12-13Code
7MosaiCLIP (YFCC-FT)41.5NoCoarse-to-Fine Contrastive Learning in Image-Tex...2023-05-23-
8RN-50 (NegCLIP, CC-12M)41.4NoCoarse-to-Fine Contrastive Learning in Image-Tex...2023-05-23-
9MosaiCLIP (CC-FT)40.9NoCoarse-to-Fine Contrastive Learning in Image-Tex...2023-05-23-
10RN50 (YFCC15M)39.85NoCREPE: Can Vision-Language Foundation Models Rea...2022-12-13Code
11Swin-T (NegCLIP, CC-12M)39.6NoCoarse-to-Fine Contrastive Learning in Image-Tex...2023-05-23-
12RN101 (YFCC15M)39.5NoCREPE: Can Vision-Language Foundation Models Rea...2022-12-13Code
13CLIP (YFCC-FT)39.5NoCoarse-to-Fine Contrastive Learning in Image-Tex...2023-05-23-
14NegCLIP (YFCC-FT)39NoCoarse-to-Fine Contrastive Learning in Image-Tex...2023-05-23-
15CLIP-FT (YFCC-FT)38.3NoCoarse-to-Fine Contrastive Learning in Image-Tex...2023-05-23-
16NegCLIP (CC-FT)37.5NoCoarse-to-Fine Contrastive Learning in Image-Tex...2023-05-23-
17Swin-T (CLIP, CC-12M)37.3NoCoarse-to-Fine Contrastive Learning in Image-Tex...2023-05-23-
18RN-50 (CLIP, CC-12M)36.7NoCoarse-to-Fine Contrastive Learning in Image-Tex...2023-05-23-
19CLIP-FT (CC-FT)35.6NoCoarse-to-Fine Contrastive Learning in Image-Tex...2023-05-23-
20CLIP (CC-FT)35NoCoarse-to-Fine Contrastive Learning in Image-Tex...2023-05-23-
21RN50 (CC12M)34.88NoCREPE: Can Vision-Language Foundation Models Rea...2022-12-13Code
22Random20NoCREPE: Can Vision-Language Foundation Models Rea...2022-12-13Code