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Image-to-Text Retrieval research benchmarks – Page 9 · SOTA2 Research

Image-to-Text Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ShareGPT4V 5,000 samples (test)

88.62R@1

6

Feb 26, 2026

ECCV Caption COCO (test)

53.8mAP@R

6

Feb 26, 2026

FashionGen 31 (test)

54.43Recall@1

6

Feb 26, 2026

Places audio caption dataset ASR Text (held out)

22R@1

6

Feb 26, 2026

64.7R@1

5

Jun 30, 2026

0.981Spearman S

5

May 14, 2026

58.7Recall@5

5

Apr 16, 2026

GeoSound Bing imagery, scale=1

90.8R@10%

5

Apr 14, 2026

Taxonomic Retrieval Family level

36.9Top-1 Accuracy

5

Mar 26, 2026

Taxonomic Retrieval Genus level

74.7Top-1 Accuracy

5

Mar 26, 2026

9.5R@1

5

Feb 26, 2026

68.22R@1

5

Feb 26, 2026

RS-SigLIP2 400M

76.67Average Recall (R@1, R@5, R@10)

5

Feb 26, 2026

EfficientNet-B0

33.65R@1

5

Feb 26, 2026

DHARANI Complete Region 1.0 (val)

CytoCLIP (BiomedCLIP)

4.8Recall@1

5

Feb 26, 2026

Pediatric Wrist Radiographs

9.35Recall@5

5

Feb 27, 2026

9.35R@5

5

Feb 27, 2026

42.65P@1

5

Feb 26, 2026

COCO sports 10% labeled

49.79Retrieval Score (Image-to-Text)

5

Feb 26, 2026

Flickr (non-Karpathy)

80Top-1 Recall

5

Feb 26, 2026

39.5R@1

5

Feb 26, 2026

58.6R@1

5

Feb 26, 2026

86R@1

5

Feb 26, 2026

Educontent zero-shot

12.1R@1 (Zero-Shot)

4

Jul 2, 2026

SkyScript 10k (test)

27.4Recall@10

4

Jun 30, 2026

Page 9 of 11

Popular datasets

Flickr30k COCO MS-COCO MSCOCO Flickr

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