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Papers Benchmarks Datasets Tasks

Image-Text Matching research benchmarks · SOTA2 Research

Image-Text Matching

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

93.5Accuracy

28

Jun 19, 2026

89.5Text Agreement Score

26

Feb 26, 2026

0.245AURC

23

Feb 26, 2026

0.258AURC

23

Feb 26, 2026

26.2AURC

23

Feb 26, 2026

16.7AURC

17

Feb 26, 2026

86.1Accuracy

17

Feb 26, 2026

90.81Text Score

14

Feb 26, 2026

EQ-KUBRIC EQBEN

51.9Text Score

14

Feb 26, 2026

32.49Text Score

14

Feb 26, 2026

EQ-GEBC (EQBEN)

25.19Text Score

14

Feb 26, 2026

59.22Text Score

14

Feb 26, 2026

OpenCLIP (ViT-B-32)

49.07I-to-T Score

11

Feb 26, 2026

CC-Neg (unseen)

87.3Accuracy

9

Jun 19, 2026

Winoground 1.0 (full)

89.5Text Agreement Score

5

Feb 26, 2026

Urban-1k hard-negative perturbations

62.07Accuracy (%)

4

Jul 2, 2026

MSCOCO, Flickr30K, Visual Genome, and Conceptual Captions sequence

Enhanced EWC with Cross-Modal Knowledge Retention

-0.05Backward Transfer

4

May 14, 2026

Winoground clean

52.63Text Agreement Score

4

Feb 26, 2026

SugarCREPE sampled balanced

58.7Accuracy

3

Feb 26, 2026

Winoground (full)

52.7Accuracy

3

Feb 26, 2026

Popular datasets

Winoground SugarCrepe CC-Neg MSCOCO FOIL

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