3DGS Compression Artifact Restoration on Mip-NeRF360 (novel views)
0.156LPIPS3DGS-30K
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| 3DGS-30KSize (MB)=5762026.02 | 0.156 | 0.078 | |
| NiFi (Ours)Size (MB)=1.1522026.02 | 0.178 | 0.109 | |
| NiFi (w/o t0)Size (MB)=1.1522026.02 | 0.211 | 0.129 | |
| NiFi (Ours)Size (MB)=0.3572026.02 | 0.235 | 0.133 | |
| HAC++ + Difix3DSize (MB)=1.1522026.02 | 0.238 | 0.133 | |
| NiFi (Ours)Size (MB)=0.2232026.02 | 0.265 | 0.153 | |
| HAC++Size (MB)=1.1522026.02 | 0.285 | 0.158 | |
| NiFi (w/o t0)Size (MB)=0.3572026.02 | 0.287 | 0.174 | |
| HAC++ + Difix3DSize (MB)=0.3572026.02 | 0.3 | 0.145 | |
| HAC++ + BM3DSize (MB)=1.1522026.02 | 0.308 | 0.164 | |
| NiFi (w/o t0)Size (MB)=0.2232026.02 | 0.324 | 0.197 | |
| HAC++ + Difix3DSize (MB)=0.2232026.02 | 0.33 | 0.152 | |
| HAC++ + Img2ImgSize (MB)=1.1522026.02 | 0.341 | 0.156 | |
| HAC++ + SwinIRSize (MB)=1.1522026.02 | 0.346 | 0.218 | |
| HAC++ + DiffBIRSize (MB)=1.1522026.02 | 0.35 | 0.178 | |
| HAC++Size (MB)=0.3572026.02 | 0.409 | 0.201 | |
| HAC++ + DiffBIRSize (MB)=0.3572026.02 | 0.417 | 0.203 | |
| HAC++ + BM3DSize (MB)=0.3572026.02 | 0.423 | 0.206 | |
| HAC++ + SwinIRSize (MB)=0.3572026.02 | 0.436 | 0.239 | |
| HAC++ + Img2ImgSize (MB)=0.3572026.02 | 0.438 | 0.2 | |
| HAC++ + DiffBIRSize (MB)=0.2232026.02 | 0.446 | 0.215 | |
| HAC++Size (MB)=0.2232026.02 | 0.455 | 0.22 | |
| HAC++ + BM3DSize (MB)=0.2232026.02 | 0.466 | 0.226 | |
| HAC++ + SwinIRSize (MB)=0.2232026.02 | 0.468 | 0.248 | |
| HAC++ + Img2ImgSize (MB)=0.2232026.02 | 0.477 | 0.22 |