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Papers Benchmarks Datasets Tasks

Image Editing research benchmarks – Page 4 · SOTA2 Research

Image Editing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WorldEdit Break (test)

4.9VC

13

Feb 26, 2026

WorldEdit Light (test)

4.64VC

13

Feb 26, 2026

WorldEdit Acidity (test)

4.74VC

13

Feb 26, 2026

WorldEdit Humidity (test)

4.5VC Score

13

Feb 26, 2026

WorldEdit Temperature (test)

4.22VC

13

Feb 26, 2026

WorldEdit Time (test)

4.6VC

13

Feb 26, 2026

PIE-Bench++ (test)

24.14PSNR

12

Jun 24, 2026

FlowEdit + VAGS

8.62Distance

12

May 18, 2026

Independent Chain 500 unseen tasks Complex-Edit (test)

BAGEL (Finetuned)

0.756DINO-I

12

May 12, 2026

Synthetic tasks Dependent Chain (unseen editing)

77.9DINO-I

12

May 12, 2026

PIEBench Reconstruction Setting

29.92PSNR

12

Apr 20, 2026

PIEBench Editing Setting

28.95FCES

12

Apr 20, 2026

PIEBench Default Setting

29.81FCES

12

Apr 20, 2026

88.8Average OCA

12

Mar 30, 2026

Inference Speed Benchmark per-sample

2.28Inference Time (s)

12

Mar 4, 2026

8.35G_SC Score

12

May 8, 2026

InpaintCOCO 512px

41.5FID

12

Feb 26, 2026

HumanEdit 1024px

30.5FID

12

Feb 26, 2026

SNR-Bench 1.0 (test)

3.55Reward Model Structural Score

12

Feb 26, 2026

ImgEdit v1.0 (test)

Qwen-Image-Edit

4.27Overall Score

12

Feb 26, 2026

0.876DINO Similarity

12

Apr 23, 2026

Complex-Edit (test)

8.25IF Score

11

May 12, 2026

30.34CLIP Score

11

Apr 14, 2026

our dataset film-grey style

24.14PSNR

11

Mar 24, 2026

film-dream-blue style

25.82PSNR

11

Mar 24, 2026

Page 4 of 11

Popular datasets

GEdit-Bench ImgEdit WorldEdit PIE-Bench GEdit

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