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Papers Benchmarks Datasets Tasks

Text-driven Image Editing research benchmarks · SOTA2 Research

Text-driven Image Editing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Dedicated evaluation dataset 88 concept pairs

93.43CLIP Image Fidelity

7

Feb 26, 2026

COCO-based (test)

0.24CLIPtxt

6

Feb 26, 2026

Stable Diffusion-generated images 100

0.03LPIPS

5

Jul 2, 2026

COCO User Study

82.33Prompt Adherence

5

Feb 26, 2026

COCO (random edits)

18.19IS

2

Feb 27, 2026

Popular datasets

COCO Dedicated evaluation dataset Stable Diffusion-generated images

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