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Papers Benchmarks Datasets Tasks

Text-to-Image Retrieval research benchmarks – Page 4 · SOTA2 Research

Text-to-Image Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Crisscrossed Captions (CxC)

61.8R@1

15

Jun 1, 2026

99.7Score

14

May 13, 2026

QUILT-1M (holdout set)

6.27R@1

14

Feb 27, 2026

0.434mAP

14

Feb 26, 2026

66.61R@10

14

Feb 26, 2026

57R@1

14

Feb 26, 2026

83.88Multi-Obj Acc

14

Feb 26, 2026

65.25Recall@1

13

Jun 24, 2026

38.21Recall@1

13

Jun 24, 2026

Image-Text Retrieval

59.3ASR (IR@1)

13

May 20, 2026

MMDocRAG (test)

69.1MRR

13

Apr 28, 2026

Rad-ChestCT (RC) (val)

Prompt loss only

78.6AUC

13

Mar 4, 2026

COCO 2017 (test)

54.8T2I Score

13

Feb 26, 2026

Flickr30k-CNA (test)

84.9R@1

13

May 26, 2026

22.3Recall@1

13

Apr 30, 2026

14.8Recall@1

13

Apr 30, 2026

48.6R@1

13

Feb 26, 2026

Noisy RSITMD (test)

19.03R@1

12

Jul 8, 2026

RSICD Noisy (test)

11R@1

12

Jul 8, 2026

Continual Multimodal Retrieval Benchmark

52.8Recall@1

12

Jun 1, 2026

79.04R@1

12

May 27, 2026

97.6R@1

12

May 15, 2026

99.89MRR

12

May 13, 2026

99.8MRR

12

May 13, 2026

COCO 2014 (test)

56.78Accuracy

12

Apr 1, 2026

Page 4 of 12

Popular datasets

MS-COCO Flickr30k MSCOCO COCO Flickr

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