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Papers Benchmarks Datasets Tasks

Text-Guided Image Editing research benchmarks · SOTA2 Research

Text-Guided Image Editing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

29.78CLIP Similarity (Whole)

40

Jun 17, 2026

General Image Editing

150.84Speedup

12

Feb 26, 2026

Gradient Ascent

0.357CLIP

10

Apr 28, 2026

PIE-Bench 700 images

0.023Structure Distance

9

Mar 31, 2026

PIE-Bench (test)

14,520Structure Distance

8

Feb 26, 2026

Analysis-by-Proxy curated n=200 samples (test)

0.07LPIPS

7

Jul 8, 2026

7.9SC Score

7

Apr 28, 2026

Image Editing and Reconstruction (test)

Exponential Schedule

16.22Structure Distance

7

Feb 26, 2026

StableDiffusion Evaluation Set 3

Gradient Ascent

0.357CLIPScore

6

Mar 5, 2026

78.67SA

6

Feb 26, 2026

Image Editing (test)

88.33Text Following

6

Feb 26, 2026

User Study 50 images

Trajectory Optimization Control

3.67Reward Alignment

5

Mar 5, 2026

134Throughput Metric (Batch Size 1)

4

Jun 2, 2026

SECOND-CC (test)

4.6SC

4

Mar 17, 2026

LEVIR-CC (test)

InstructPix2Pix

4.98SC

4

Mar 17, 2026

Custom Scene-Prompt 2,125 scene-prompt pairs (test)

9.811G2.5F-SA

4

Feb 26, 2026

GEdit-CN Full set

TeleStylev2-QIE-2509-DMD

7.712Query Score (SC)

2

Jun 23, 2026

GEdit-EN (Full set)

TeleStylev2-QIE-2509-DMD

7.737Q_SC Score

2

Jun 23, 2026

Popular datasets

PIE-Bench User Study Image Editing CelebA LEVIR

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