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Text-to-Image Retrieval research benchmarks – Page 10 · SOTA2 Research

Text-to-Image Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SkyScript 10k (test)

27.3Recall@10

4

Jun 30, 2026

Polyvore 500 Pairs (test)

55.3Recall@5

4

Jun 30, 2026

Flickr30k 500 Pairs (test)

63.3Recall@5

4

Jun 30, 2026

COCO 100 Pairs (test)

35Recall@5

4

Jun 30, 2026

Gemini Embedding 2

89.6Recall@1

4

May 27, 2026

76.6R@1

4

May 27, 2026

Unseen species-level

86.5Top-1 Acc

4

Mar 26, 2026

RS-SigLIP2 400M

37.74Avg R@1/5/10

4

Feb 26, 2026

ICFG-PEDES (test)

43.32R@1

4

Feb 26, 2026

DHARANI High Res. Tiles 1.0 (val)

CytoCLIP (BiomedCLIP)

5.3Recall@1

4

Feb 26, 2026

IIW (It Is What it is)

97.4R@1

4

Feb 26, 2026

SkinCap n=4000 (test)

17.8Recall@5

4

Feb 26, 2026

33.9Recall@5

4

Feb 26, 2026

95.49R@1

4

Feb 26, 2026

68Accuracy

4

Feb 26, 2026

74Accuracy

4

Feb 26, 2026

MSCOCO Karpathy (test)

Prompt Highlighter

45.2R@1

4

Feb 26, 2026

37.4R@1

4

Feb 26, 2026

61.6R@1

4

Feb 26, 2026

20R@1

4

Feb 26, 2026

36.7R@1

4

Feb 26, 2026

MSCOCO 1M (test)

117.3Throughput (Query/s)

4

Feb 26, 2026

MSCOCO 113K (test)

275.5Throughput (Q/s)

4

Feb 26, 2026

MMUpubmed zero-shot

11.1Recall@1

3

Jul 2, 2026

Educontent zero-shot

14.6R@1

3

Jul 2, 2026

Page 10 of 12

Popular datasets

MS-COCO Flickr30k MSCOCO COCO Flickr

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