Novel View Synthesis on DL3DV (PSNR, SSIM, LPIPS, DISTS, FID)
24.32PSNRUniFixer
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UniFixerDegradation Type (Spatial)=Spatial, Resolution=720x1248, Scale Factor=x62026.05 | 24.32 | 79.8 | 0.142 | 0.074 | 15.69 | |
| UniFixerDegradation Type (Spatial)=Spatial, Resolution=480x832, Scale Factor=x42026.05 | 24.03 | 79.3 | 0.138 | 0.072 | 16.66 | |
| UniFixerDegradation Type (Temporal)=Temporal, Stride=Stride=12026.05 | 24.03 | 79.3 | 0.138 | 0.072 | 16.66 | |
| UniFixerDegradation Type (Backbone)=Backbone, Backbone Architecture=DiT2026.05 | 24.03 | 79.3 | 0.138 | 0.072 | 16.66 | |
| W/O fixerDegradation Type (Spatial)=Spatial, Resolution=720x1248, Scale Factor=x62026.05 | 24.01 | 77.7 | 0.179 | 0.107 | 17.45 | |
| MaRINeRDegradation Type (Spatial)=Spatial, Resolution=480x832, Scale Factor=x42026.05 | 23.75 | 76.9 | 0.157 | 0.089 | 19.94 | |
| MaRINeRDegradation Type (Temporal)=Temporal, Stride=Stride=12026.05 | 23.75 | 76.9 | 0.157 | 0.089 | 19.94 | |
| MaRINeRDegradation Type (Backbone)=Backbone, Backbone Architecture=DiT2026.05 | 23.75 | 76.9 | 0.157 | 0.089 | 19.94 | |
| MaRINeRDegradation Type (Spatial)=Spatial, Resolution=720x1248, Scale Factor=x62026.05 | 23.61 | 77.2 | 0.157 | 0.087 | 18.84 | |
| DIFIX3D+Degradation Type (Spatial)=Spatial, Resolution=480x832, Scale Factor=x42026.05 | 23.53 | 75.2 | 0.158 | 0.082 | 18.27 | |
| DIFIX3D+Degradation Type (Temporal)=Temporal, Stride=Stride=12026.05 | 23.53 | 75.2 | 0.158 | 0.082 | 18.27 | |
| DIFIX3D+Degradation Type (Backbone)=Backbone, Backbone Architecture=DiT2026.05 | 23.53 | 75.2 | 0.158 | 0.082 | 18.27 | |
| DIFIX3D+Degradation Type (Spatial)=Spatial, Resolution=720x1248, Scale Factor=x62026.05 | 23.48 | 76.2 | 0.174 | 0.088 | 17.87 | |
| W/O fixerDegradation Type (Spatial)=Spatial, Resolution=480x832, Scale Factor=x42026.05 | 23.43 | 75 | 0.175 | 0.105 | 19.96 | |
| W/O fixerDegradation Type (Temporal)=Temporal, Stride=Stride=12026.05 | 23.43 | 75 | 0.175 | 0.105 | 19.96 | |
| W/O fixerDegradation Type (Backbone)=Backbone, Backbone Architecture=DiT2026.05 | 23.43 | 75 | 0.175 | 0.105 | 19.96 | |
| UniFixerDegradation Type (Spatial)=Spatial, Resolution=360x624, Scale Factor=x32026.05 | 23.37 | 78.4 | 0.164 | 0.088 | 18.27 | |
| MaRINeRDegradation Type (Spatial)=Spatial, Resolution=360x624, Scale Factor=x32026.05 | 23.08 | 75 | 0.179 | 0.103 | 22.69 | |
| DIFIX3D+Degradation Type (Spatial)=Spatial, Resolution=360x624, Scale Factor=x32026.05 | 22.86 | 73.2 | 0.195 | 0.103 | 20.81 | |
| W/O fixerDegradation Type (Spatial)=Spatial, Resolution=360x624, Scale Factor=x32026.05 | 22.72 | 72.7 | 0.227 | 0.135 | 23.41 | |
| UniFixerDegradation Type (Backbone)=Backbone, Backbone Architecture=UNet2026.05 | 22.19 | 73.9 | 0.17 | 0.086 | 20.84 | |
| UniFixerDegradation Type (Spatial)=Spatial, Resolution=240x416, Scale Factor=x22026.05 | 22.1 | 75.4 | 0.232 | 0.127 | 26.55 | |
| MaRINeRDegradation Type (Spatial)=Spatial, Resolution=240x416, Scale Factor=x22026.05 | 21.67 | 70.6 | 0.238 | 0.14 | 33.73 | |
| DIFIX3D+Degradation Type (Spatial)=Spatial, Resolution=240x416, Scale Factor=x22026.05 | 21.6 | 69.2 | 0.275 | 0.148 | 31.11 | |
| MaRINeRDegradation Type (Backbone)=Backbone, Backbone Architecture=UNet2026.05 | 21.48 | 67 | 0.187 | 0.094 | 22.54 | |
| W/O fixerDegradation Type (Backbone)=Backbone, Backbone Architecture=UNet2026.05 | 21.45 | 66.9 | 0.194 | 0.102 | 22.85 | |
| DIFIX3D+Degradation Type (Backbone)=Backbone, Backbone Architecture=UNet2026.05 | 21.38 | 66.6 | 0.182 | 0.095 | 23.9 | |
| W/O fixerDegradation Type (Spatial)=Spatial, Resolution=240x416, Scale Factor=x22026.05 | 21.35 | 68 | 0.309 | 0.183 | 37.16 | |
| UniFixerDegradation Type (Temporal)=Temporal, Stride=Stride=32026.05 | 20.23 | 65.6 | 0.276 | 0.15 | 33.01 | |
| MaRINeRDegradation Type (Temporal)=Temporal, Stride=Stride=32026.05 | 20.05 | 63.5 | 0.31 | 0.186 | 41.39 | |
| DIFIX3D+Degradation Type (Temporal)=Temporal, Stride=Stride=32026.05 | 20 | 62.6 | 0.289 | 0.156 | 33.55 | |
| W/O fixerDegradation Type (Temporal)=Temporal, Stride=Stride=32026.05 | 19.89 | 62 | 0.318 | 0.194 | 41.94 | |
| UniFixerDegradation Type (Temporal)=Temporal, Stride=Stride=62026.05 | 19.23 | 64.4 | 0.334 | 0.19 | 42.49 | |
| DIFIX3D+Degradation Type (Temporal)=Temporal, Stride=Stride=62026.05 | 18.98 | 60.4 | 0.355 | 0.2 | 43.69 | |
| MaRINeRDegradation Type (Temporal)=Temporal, Stride=Stride=62026.05 | 18.94 | 61 | 0.378 | 0.231 | 53.66 | |
| W/O fixerDegradation Type (Temporal)=Temporal, Stride=Stride=62026.05 | 18.83 | 59.4 | 0.389 | 0.238 | 56.09 | |
| UniFixerDegradation Type (Temporal)=Temporal, Stride=Stride=92026.05 | 18.54 | 63.6 | 0.38 | 0.218 | 50.24 | |
| DIFIX3D+Degradation Type (Temporal)=Temporal, Stride=Stride=92026.05 | 18.3 | 59.5 | 0.402 | 0.228 | 51.81 | |
| MaRINeRDegradation Type (Temporal)=Temporal, Stride=Stride=92026.05 | 18.22 | 59.9 | 0.425 | 0.258 | 62.95 | |
| W/O fixerDegradation Type (Temporal)=Temporal, Stride=Stride=92026.05 | 18.16 | 58.5 | 0.435 | 0.264 | 66.09 |