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Cross-modal retrieval research benchmarks – Page 3 · SOTA2 Research

Cross-modal retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Long-caption Dataset

70.2Retrieval Score (Word Dropout p=0.5)

4

Jul 2, 2026

Cross-modal Retrieval Suite MS-COCO & Flickr30K

79.4Average Score

4

Jun 24, 2026

TartanAir N=128 (test)

Omnivorous ViT-B/14

90.6R@1

4

Jun 9, 2026

ScanNet N=3072 (test)

Omnivorous ViT-B/14

46.1R@1

4

Jun 9, 2026

MOVi N=128 (test)

Omnivorous ViT-B/14

86.2R@1

4

Jun 9, 2026

41.5Precision@1

4

Mar 10, 2026

37.9P@1

4

Mar 10, 2026

51.7P@1

4

Mar 10, 2026

38.7P@1

4

Mar 10, 2026

Multimodal Dataset

Vision-Enhanced LLM

72.1Recall@10

4

Feb 26, 2026

Skull–Face IIT_Mandi_S2F

50R@1

4

Feb 26, 2026

AV-MNIST 3 modal

0.09Gap

3

Feb 26, 2026

0.03Gap

3

Feb 26, 2026

CIFAR10 2 modal

0.86Gap

3

Feb 26, 2026

Page 3 of 3

Popular datasets

InstVL MSCOCO MS-COCO NUS-WIDE Wikipedia

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