Relighting on Synthetic Scenes (test)
35.3PSNRNeural-PBIR (Full)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Neural-PBIR (Full)Time=~ 1 h2023.04 | 35.3 | 0.982 | 0.026 | |
| Neural-PBIR (w/o shape ref.)Time=~ 45 m2023.04 | 34.18 | 0.98 | 0.028 | |
| Neural-PBIR (Distilled only)Time=< 15 m2023.04 | 33.9 | 0.976 | 0.034 | |
| LuxRemix-SVArchitecture=channel-wise token addition, Mask Processing=Single-layer MLP, Fine-tuning=LoRA2026.01 | 27.68 | 0.898 | 0.082 | |
| LuxRemix-SV (SD variant)Backbone=Stable Diffusion, Architecture=U-Net-based latent diffusion model2026.01 | 27.13 | 0.857 | 0.099 | |
| InvRender2022.04 | 25.5934 | 0.984 | 0.041 | |
| InvRenderlatent_space_assumption=false2022.04 | 25.5101 | 0.9837 | 0.0422 | |
| InvRenderindirect_illumination=false2022.04 | 25.4957 | 0.9836 | 0.0444 | |
| InvRendervisibility=false, indirect_illumination=false2022.04 | 25.3919 | 0.9804 | 0.0451 | |
| LuxRemix-SV (FLUX token variant)Backbone=FLUX, Fine-tuning=in-context LoRA, Input=concatenated image and mask side-by-side as tokens2026.01 | 25.2 | 0.865 | 0.101 | |
| MIITime=~ 10 h2023.04 | 24.94 | 0.952 | 0.051 | |
| PhySG*spatially_varying_roughness=true2022.04 | 22.6288 | 0.9734 | 0.0726 | |
| nvdiffrec-mcTime=~ 2 h2023.04 | 21.77 | 0.936 | 0.071 | |
| NeRFactor2022.04 | 21.5373 | 0.8749 | 0.1708 | |
| Qwen-ImageDescription=General-purpose image editing foundation model2026.01 | 18.23 | 0.714 | 0.237 | |
| ScribbleLightDescription=Diffusion-based approach for scribble-guided lighting editing2026.01 | 14.39 | 0.395 | 0.688 |