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Papers Benchmarks Datasets Tasks

Image-to-Image Editing research benchmarks · SOTA2 Research

Image-to-Image Editing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImagenHub Instruction-image pairs

88.42VQA Accuracy

14

Jun 8, 2026

Unsafe-1K (adversarial)

402Total Unsafe Images Count

7

Jun 8, 2026

46Total Unsafe Images

7

Jun 8, 2026

FluxKontext Instruction Adherence vs. Preservation

0.574HV Score

5

Apr 23, 2026

sketch → oil pastel editing task

75.2CLIP Accuracy

4

Feb 26, 2026

cat → cat w/ glasses

71.2CLIP Accuracy

4

Feb 26, 2026

horse → zebra

94CLIP-Acc

4

Feb 26, 2026

cat → dog editing

92.4CLIP Accuracy

4

Feb 26, 2026

WinoBias adapted for I2I editing (test)

93.9Edit Success Rate

3

Feb 26, 2026

Popular datasets

I2P WinoBias Horse-Zebra cat → dog editing cat → cat w/ glasses

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