ResearchTasksText-driven Image EditingText-driven Image EditingFollowBenchmarksDatasetSOTA methodSortMost resultsRecently updatedMost papersApplyDatasetSOTA methodMetricTrendResultsLast updatedDedicated evaluation dataset 88 concept pairsPCI93.43CLIP Image Fidelity7Feb 26, 2026COCO-based (test)SDEdit0.24CLIPtxt6Feb 26, 2026Stable Diffusion-generated images 100ViDiT0.03LPIPS5Jul 2, 2026COCO User StudyStable Flow82.33Prompt Adherence5Feb 26, 2026COCO (random edits)FlexIT18.19IS2Feb 27, 2026