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Papers Benchmarks Datasets Tasks

Image-text alignment research benchmarks · SOTA2 Research

Image-text alignment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

63.5Winoground

14

Feb 26, 2026

Winoground (test)

89.5Text Score

12

Feb 26, 2026

MS-COCO 5K (test)

Ground Truth (upper bound)

32.5BLEU

8

Apr 15, 2026

ProtoBias Objects (300 human annotated samples)

1SC Score

7

Feb 26, 2026

ProtoBias Demography

75SC

7

Feb 26, 2026

ProtoBias Animals (300 human annotated samples)

0.89SC Score

7

Feb 26, 2026

T2I-CompBench (val)

20.912Image Alignment Reward

4

Mar 10, 2026

60.59Macro F1

3

Mar 13, 2026

GenAI-Bench Advanced

0.276Alignment Score

3

Feb 26, 2026

GenAI-Bench Basic

29.6Alignment Score

3

Feb 26, 2026

Popular datasets

ProtoBias GenAI-Bench MS-COCO T2I-CompBench Winoground

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