Image Editing on PIE-Bench Large Edits (random images (140 images))
25.11CLIP ScoreEES(2,7)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EES(2,7)Diffusion Model=Stable Diffusion XL, Editing Method=NPI2026.05 | 25.11 | 21.09 | 0.18 | |
| EES(2,5)Diffusion Model=Stable Diffusion XL, Editing Method=NPI2026.05 | 25.01 | 21.07 | 0.12 | |
| EES(2,7)Smoothing Method=Smooth Diffusion, Solver Category=Near-reversible2026.05 | 23.66 | 20.09 | -0.58 | |
| EES(2,5)Smoothing Method=Smooth Diffusion, Solver Category=Near-reversible2026.05 | 23.63 | 20.09 | -0.57 | |
| EDICTDiffusion Model=Stable Diffusion XL, Editing Method=NPI2026.05 | 23.59 | 20.01 | -0.49 | |
| Rex (Midpoint)Smoothing Method=Smooth Diffusion, Solver Category=Reversible2026.05 | 22.77 | 19.68 | -0.85 | |
| BELMSmoothing Method=Smooth Diffusion, Solver Category=Reversible2026.05 | 22.19 | 19.36 | -0.94 | |
| EDICTSmoothing Method=Smooth Diffusion, Solver Category=Reversible2026.05 | 21.88 | 19.58 | -0.97 | |
| Reversible HeunDiffusion Model=Stable Diffusion XL, Editing Method=NPI2026.05 | 21.06 | 19 | -1.35 | |
| BDIASmoothing Method=Smooth Diffusion, Solver Category=Reversible2026.05 | 20.77 | 19.27 | -1.22 | |
| Rex (Midpoint)Diffusion Model=Stable Diffusion XL, Editing Method=NPI2026.05 | 20.3 | 18.36 | -1.57 | |
| Reversible HeunSmoothing Method=Smooth Diffusion, Solver Category=Reversible2026.05 | 20.12 | 19.2 | -1.29 | |
| BDIADiffusion Model=Stable Diffusion XL, Editing Method=NPI2026.05 | 19.93 | 18.73 | -1.58 | |
| BELMDiffusion Model=Stable Diffusion XL, Editing Method=NPI2026.05 | 18.37 | 18.09 | -1.67 | |
| McCallum-Foster (Midpoint)Smoothing Method=Smooth Diffusion, Solver Category=Reversible2026.05 | 16.05 | 18.25 | -1.97 | |
| Rex (Euler)Smoothing Method=Smooth Diffusion, Solver Category=Reversible2026.05 | 15.17 | 17.5 | -2.14 | |
| Rex (Euler)Diffusion Model=Stable Diffusion XL, Editing Method=NPI2026.05 | 14.39 | 17.14 | -2.16 | |
| McCallum-Foster (Midpoint)Diffusion Model=Stable Diffusion XL, Editing Method=NPI2026.05 | 13.96 | 17.36 | -2.16 | |
| McCallum-Foster (Euler)Diffusion Model=Stable Diffusion XL, Editing Method=NPI2026.05 | 13.13 | 17.42 | -2.15 | |
| McCallum-Foster (Euler)Smoothing Method=Smooth Diffusion, Solver Category=Reversible2026.05 | 11.49 | 17.49 | -2.16 |