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Papers Benchmarks Datasets Tasks

Image Editing research benchmarks – Page 8 · SOTA2 Research

Image Editing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.274Editing Reward

6

Feb 26, 2026

Original Inference

0.741CLIP Similarity

6

Feb 26, 2026

imgEdit-Benchmark 43

Original Inference

0.699CLIP Score

6

Feb 26, 2026

7.42Average Score

6

Feb 26, 2026

DreamOmni2Bench Editing - Local

6.11PF Score

6

Feb 26, 2026

DreamOmni2Bench Editing - Global

7.47PF Score

6

Feb 26, 2026

DreamOmni2Bench Editing - Replace

1.15PF Score

6

Feb 26, 2026

DreamOmni2Bench Editing - Add

9.27PF Score

6

Feb 26, 2026

LSUN-Church Red Brick (test)

0.22Sdir

6

Feb 26, 2026

LSUN-Church Ancient (test)

0.219Sdir

6

Feb 26, 2026

LSUN-Church Department Store (test)

0.196Sdir

6

Feb 26, 2026

ImgEdit-Bench official (test)

3.72Overall Score

6

Feb 26, 2026

ImageNetR-Fake (test)

44.346Structural Distance

6

Feb 26, 2026

0.22LPIPS

6

Feb 26, 2026

83.5CLIP Similarity

6

Feb 26, 2026

26.4LPIPS

6

Feb 26, 2026

100 evaluation samples (test)

0.015L1 Loss

6

Feb 26, 2026

Multi-Instruction Image Editing

0.926CLIP-I

6

Feb 26, 2026

Single-Instruction Image Editing

0.94CLIP-I

6

Feb 26, 2026

User Study 60 input-edit pairs

3.36Human Preference Score

5

Jul 2, 2026

0.6DINOv1 Score

5

Jun 26, 2026

7.36G_SC Score

5

May 13, 2026

Structure-based Injection Combined Injection Pro

4.67M Avg

5

Apr 23, 2026

Structure-based Injection Emoji Injection

10.45M Avg

5

Apr 23, 2026

Structure-based Warning Injection

18.67M Avg

5

Apr 23, 2026

Page 8 of 11

Popular datasets

GEdit-Bench ImgEdit WorldEdit PIE-Bench GEdit

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