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Papers Benchmarks Datasets Tasks

Fine-grained retrieval research benchmarks · SOTA2 Research

Fine-grained retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Winoground (test)

40Text Agreement (%)

12

Feb 26, 2026

FG-CLIP (w/ hard negatives)

68.7R@1

9

Feb 26, 2026

FG-OVD (Medium)

FG-CLIP (w/ hard negatives)

66.6R@1

9

Feb 26, 2026

FG-OVD Hard split

FG-CLIP (w/ hard negatives)

46.1R@1

9

Feb 26, 2026

FG-OVD (Trivial split)

FG-CLIP (w/ hard negatives)

83.4R@1

8

Feb 26, 2026

Food-101 (test)

95.4Recall@1

6

Mar 9, 2026

Two-stage BM25-V pipeline

76.9R@1

6

Mar 9, 2026

Flowers-102 (test)

Two-stage BM25-V pipeline

99.1Recall@1

6

Mar 9, 2026

Two-stage BM25-V pipeline

0.916R@1

6

Mar 9, 2026

Cars-196 (test)

92.2R@1

6

Mar 9, 2026

0.768R@1

6

Mar 9, 2026

Fusion 360 Gallery Assembly (test)

4.72Top-1 Retrieval

5

Jul 2, 2026

68.2Retrieval Score

4

Apr 15, 2026

68.51MR (CN)

4

Feb 26, 2026

9.96Mean Rank (CN)

4

Feb 26, 2026

14.54MR (CN)

4

Feb 26, 2026

22.42MR (EN)

4

Feb 26, 2026

48.81MR (CN)

4

Feb 26, 2026

M2-Encoder-0.4B

57.22Mean Rank (EN)

4

Feb 26, 2026

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FG-OVD COCO CUB DTD Pets

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