Image Editing on PIE Bench (Including Efficiency Metrics) benchmark leaderboard · SOTA2 Research

Image Editing on PIE Bench (Including Efficiency Metrics)

29.89PSNRBiFM

Evaluation Results

Method	Links
BiFM2026.03		29.89	—	—	87.5	—	27.42	24.66	—	—	—	—	47.01	42.66	—
InstantEdit2026.03		29.63	—	—	87.4	—	26.06	22.73	—	—	—	—	35.27	24.57	—
BiFM2026.03		28.92	—	—	87.29	—	26.77	23.58	—	—	—	—	67.25	54.92	—
InstantEdit2026.03		27.96	—	—	86.44	—	26.28	22.82	—	—	—	—	44.39	34.94	—
EditFT2026.03		26.62	—	—	91.5	—	25.74	22.27	—	—	—	—	80.55	40.24	—
InfEdit2026.02		24.14	17.06	6.82	85.02	55.69	24.89	21.88	1.41	4	4	6,502	—	—	—
ChordEdit2026.02		23.89	10.37	5.05	81.24	88.36	24.97	21.87	0.2	1	1	6,988	—	—	—
InstantEdit2026.02		23.8	7.14	4.21	84.84	60.92	24.97	21.82	1.3	4	8	16,270	—	—	—
DNAEdit2026.03		23.24	—	—	83.69	—	28.9	23.66	—	—	—	—	112.6	67.32	—
ChordEdit2026.02		23.05	6.33	5.45	82.49	53.33	24.17	21.39	0.38	1	2	6,198	—	—	—
FireFlow2026.03		23.03	—	—	82.49	—	26.02	22.81	—	—	—	—	—	—	—
ChordEdit2026.02		22.2	16.58	6.84	75.91	128.25	25.58	22.96	0.38	1	2	6,988	—	—	—
FlowEdit2026.02		22.17	12.34	7.69	83.54	104.81	26.64	23.69	7.22	33	33	17,140	—	—	—
ChordEdit2026.02		22.05	13.32	10.45	73.49	103.33	22.97	20.19	0.38	1	2	6,198	—	—	—
ChordEdit2026.02		22.04	12.96	7.13	75.84	111.22	25.12	22.58	0.38	1	2	6,988	—	—	—
FlowEdit2026.03		21.96	—	—	83.08	—	25.25	22.58	—	—	—	—	112.19	94.99	—
ChordEdit2026.02		21.89	19.18	10.84	77.24	105.27	23.68	20.83	0.2	1	1	6,988	—	—	—
Direct Inversion + MasaCtrl2026.02		21.78	24.46	7.99	81.74	87.38	24.42	21.38	79.1	50	150	12,272	—	—	—
SwiftEdit2026.02		21.71	12.96	8.22	74.84	91.22	24.93	21.85	0.54	1	2	15,060	—	—	—
TurboEdit2026.02		21.44	13.8	9.49	80.08	108.6	24.66	21.79	2.69	4	4	13,826	—	—	—
Direct Inversion + PnP2026.02		21.43	24.27	8.1	79.52	106.26	25.48	22.63	28.03	50	150	9,262	—	—	—
ChordEdit2026.02		21.38	25.44	9.73	74.39	131.3	25.11	21.96	0.38	1	2	6,988	—	—	—
DDIM + PnP2026.02		21.26	28.2	8.42	78.9	113.58	25.45	22.54	28.01	50	150	9,262	—	—	—
DDIM + MasaCtrl2026.02		21.25	28.79	8.58	80.11	106.59	24.13	21.13	55.19	50	150	12,272	—	—	—
ChordEdit2026.02		20.52	16.33	17.17	73.42	127.43	23.78	21.06	0.38	1	2	6,988	—	—	—
FlowAlign2025.10		—	0.028	—	—	—	—	—	4	—	—	16,384	—	—	25.28
FlowCycle2025.10		—	0.013	—	—	—	—	—	247	—	—	16,384	—	—	25.48
FlowCycle-accelerate-mid2025.10		—	0.014	—	—	—	—	—	126	—	—	16,384	—	—	25.34
FlowCycle-accelerate-strong2025.10		—	0.017	—	—	—	—	—	90	—	—	16,384	—	—	25.31
FlowCycle-accelerate-weak2025.10		—	0.014	—	—	—	—	—	160	—	—	16,384	—	—	25.41
iRFDS2025.10		—	0.069	—	—	—	—	—	132	—	—	34,816	—	—	25.12
Qwen-Image-Edit2025.10		—	0.054	—	—	—	—	—	92	—	—	61,440	—	—	25.2