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Text-to-Image Retrieval research benchmarks – Page 12 · SOTA2 Research

Text-to-Image Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

COCO Full (train+val)

52.23Recall@5

2

Feb 26, 2026

52.06R@1

2

Feb 26, 2026

LLS48-VQA (test)

7.03R@1

2

Feb 26, 2026

DeepEyeNet (unseen)

Knowledge-Enhanced Multimodal Transformer

9,395R@1

2

Feb 26, 2026

41.3R@1

2

Feb 26, 2026

60.7R@1

2

Feb 26, 2026

17.95R@1

2

Feb 26, 2026

OpenImages 5K (test)

41.96R@1

2

Feb 26, 2026

Stock 10K (test)

Multimodal Contrastive Training

33.83R@1

2

Feb 26, 2026

Page 12 of 12

Popular datasets

MS-COCO Flickr30k MSCOCO COCO Flickr

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