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Papers Benchmarks Datasets Tasks

Image Editing research benchmarks – Page 11 · SOTA2 Research

Image Editing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImgEdit Overall

6.853SC

2

May 19, 2026

Pretrained DDPM

29.3FID

2

Apr 28, 2026

Nano Banana Pro

52.2Win Rate (vs Other)

2

Apr 23, 2026

Open Images OOD Overall (test)

46.8Accuracy

2

Mar 4, 2026

Open Images OOD Style Category (test)

45.41Accuracy

2

Mar 4, 2026

Open Images Text Category OOD (test)

47.83Accuracy

2

Mar 4, 2026

Image Editing Dataset (All Edits)

MLLM-as-a-Judge

5.758Unchanged Regions

2

Feb 26, 2026

Image Editing Dataset (Relation)

MLLM-as-a-Judge

5.833Unchanged Regions Score

2

Feb 26, 2026

Image Editing Dataset (Counting)

MLLM-as-a-Judge

4.4Unchanged Regions

2

Feb 26, 2026

Image Editing Dataset (Action)

MLLM-as-a-Judge

5.826Unchanged Regions

2

Feb 26, 2026

Image Editing Dataset Replace

MLLM-as-a-Judge

6.222Unchanged Regions Preservation

2

Feb 26, 2026

Image Editing Dataset Remove

MLLM-as-a-Judge

5.824Unchanged Regions

2

Feb 26, 2026

Image Editing Dataset Add

MLLM-as-a-Judge

6.444Unchanged Regions Score

2

Feb 26, 2026

Image Editing Prompts (400 samples)

96.42CLIP Similarity (Image)

2

Feb 26, 2026

ImageNet fake-edit

Free-Prompt-Editing

27.8CS

2

Feb 26, 2026

Free-Prompt-Editing

0.249CS

2

Feb 26, 2026

Free-Prompt-Editing

26.02CS

2

Feb 26, 2026

User Study (test)

67.3Image Quality Preference

1

May 12, 2026

Page 11 of 11

Popular datasets

GEdit-Bench ImgEdit WorldEdit PIE-Bench GEdit

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