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Papers Benchmarks Datasets Tasks

Image-Text Retrieval research benchmarks – Page 3 · SOTA2 Research

Image-Text Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

NAIL-STAR (test)

34.9MRR

10

Mar 6, 2026

Retrieval Benchmarks

30.53Average Score

10

Mar 5, 2026

MSCOCO Flickr30K Retrieval (test)

56.71Retrieval Score

10

May 22, 2026

32.46R@1

10

Feb 26, 2026

PathFLIP (Ours)

15.13Recall@1

10

Feb 26, 2026

0.853Rt@1

10

Feb 26, 2026

372.2Sum

10

Feb 26, 2026

Flickr30K 1K (test)

85.6IR@1

10

Feb 26, 2026

27.99Rank@1

10

Feb 26, 2026

Fashion-IQ (test)

48.53Avg Recall@(10, 50)

10

Feb 26, 2026

SugarCrepe clean

36.84Transfer R@1

9

May 19, 2026

76.3Recall@1

9

Mar 31, 2026

RemoteCLIP (ViT-B)

20.48I2T R@1

9

Feb 26, 2026

MIMIC-CXR 5x200

60.7mAP@1

9

Feb 26, 2026

52.7Recall@1

9

Feb 26, 2026

2 image-text retrieval datasets average

EVA-01-CLIP-g/14

80.9MR

9

Feb 26, 2026

0.898NDCG@5

8

Apr 21, 2026

COCO & Flickr30k Retrieval (test)

69.44Mean Recall (Zero-shot)

8

Feb 26, 2026

WIT Under-resourced v1 (test)

0.729Recall@1 (tg)

8

Feb 26, 2026

WIT Well-resourced v1 (test)

82.4Retrieval Score (en)

8

Feb 26, 2026

EchoGround-MIMIC (test)

0.03Recall@5

7

Feb 26, 2026

CC3M-595K-LLaVA 1

7.6IR Score

6

Jun 30, 2026

0.525Delta H@1

6

Jun 17, 2026

17.3Image Retrieval @ 1 (IR@1)

6

May 25, 2026

CLIP-Benchmark zero-shot

65.5IR@5

6

Feb 26, 2026

Page 3 of 4

Popular datasets

COCO Flickr30k MSCOCO RSICD DCI

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