Illumination-preserving image editing on 16 concepts under seven illuminants 1.0 (test)
4.51Angular ErrorLumiCtrl
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LumiCtrlCategory=Proposed, ControlNet Guidance=w/ CtrlNet2025.12 | 4.51 | 0.77 | 16.8 | |
| LumiCtrlCategory=Proposed, ControlNet Guidance=w/o CtrlNet2025.12 | 6.87 | 0.74 | 22.4 | |
| IC-LightCategory=T2I Appearance Editing2025.12 | 10.39 | 0.58 | 35.9 | |
| PnP+P2PCategory=T2I Appearance Editing2025.12 | 11.24 | 0.67 | 33.2 | |
| DreamBoothCategory=T2I Personalization2025.12 | 12.76 | 0.71 | 34.1 | |
| Null-Text+P2PCategory=T2I Appearance Editing2025.12 | 12.91 | 0.7 | 33.5 | |
| Custom DiffusionCategory=T2I Personalization2025.12 | 13.34 | 0.61 | 38.2 | |
| Instruct Pix2PixCategory=T2I Appearance Editing2025.12 | 13.67 | 0.6 | 37 | |
| Break-a-SceneCategory=T2I Personalization2025.12 | 14.57 | 0.63 | 33.8 | |
| DDIM+P2PCategory=T2I Appearance Editing2025.12 | 15.03 | 0.68 | 38.4 | |
| Textual InversionCategory=T2I Personalization2025.12 | 15.35 | 0.57 | 38.5 | |
| RGB2XCategory=T2I Appearance Editing2025.12 | 20.68 | 0.61 | 41.2 |