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ResearchFormerly WizWand

Image Editing on PIE-Bench++ (test)

24.14PSNRInfEdit

Evaluation results

Method	Links
InfEdit2026.06		24.14	0.0068	0.0557	80	0.0352	24.89	21.88	4	1.41
RRLS2026.06		23.93	0.0063	0.1049	82	0.0305	25.49	24.69	1	0.52
InstantEdit2026.06		23.8	0.0042	0.0609	87	0.0349	24.97	21.82	4	1.3
RRLS2026.06		23.58	0.0069	0.1096	81	0.0323	25.53	24.74	1	0.52
ChordEdit2026.06		22.2	0.0068	0.1283	78	0.0334	24.58	22.96	1	0.38
FlowEdit2026.06		22.17	0.0077	0.1048	79	0.0374	26.64	23.69	33	7.22
Direct Inversion + MasaCtrl2026.06		21.78	0.008	0.0874	77	0.0386	24.42	21.38	50	79.1
SwiftEdit2026.06		21.71	0.0082	0.0912	83	0.0379	24.93	21.85	1	0.54
TurboEdit2026.06		21.44	0.0095	0.1086	81	0.0378	24.66	21.79	4	2.69
Direct Inversion + PnP2026.06		21.43	0.0081	0.1063	75	0.0368	25.48	22.63	50	28.03
DDIM + PnP2026.06		21.26	0.0084	0.1136	81	0.0345	25.45	22.54	50	28.01
DDIM + MasaCtrl2026.06		21.25	0.0086	0.1066	77	0.0383	24.13	21.13	50	55.2