3DGS Compression Artifact Restoration on DeepBlending (novel views)
0.125LPIPS3DGS-30K
Evaluation results
| Method | Links | ||
|---|---|---|---|
| 3DGS-30KSize (MB)=5552026.02 | 0.125 | 0.098 | |
| NiFi (Ours)Size (MB)=0.5992026.02 | 0.133 | 0.101 | |
| HAC++ + Difix3DSize (MB)=0.5992026.02 | 0.158 | 0.111 | |
| NiFi (w/o t0)Size (MB)=0.5992026.02 | 0.162 | 0.147 | |
| NiFi (Ours)Size (MB)=0.1832026.02 | 0.18 | 0.131 | |
| HAC++Size (MB)=0.5992026.02 | 0.201 | 0.161 | |
| HAC++ + BM3DSize (MB)=0.5992026.02 | 0.209 | 0.172 | |
| HAC++ + Difix3DSize (MB)=0.1832026.02 | 0.216 | 0.143 | |
| NiFi (Ours)Size (MB)=0.1102026.02 | 0.218 | 0.156 | |
| NiFi (w/o t0)Size (MB)=0.1832026.02 | 0.231 | 0.193 | |
| HAC++ + SwinIRSize (MB)=0.5992026.02 | 0.236 | 0.18 | |
| HAC++ + Img2ImgSize (MB)=0.5992026.02 | 0.246 | 0.169 | |
| HAC++ + Difix3DSize (MB)=0.1102026.02 | 0.257 | 0.161 | |
| HAC++Size (MB)=0.1832026.02 | 0.282 | 0.215 | |
| NiFi (w/o t0)Size (MB)=0.1102026.02 | 0.282 | 0.223 | |
| HAC++ + BM3DSize (MB)=0.1832026.02 | 0.286 | 0.222 | |
| HAC++ + SwinIRSize (MB)=0.1832026.02 | 0.29 | 0.213 | |
| HAC++ + DiffBIRSize (MB)=0.5992026.02 | 0.298 | 0.208 | |
| HAC++ + Img2ImgSize (MB)=0.1832026.02 | 0.313 | 0.218 | |
| HAC++ + SwinIRSize (MB)=0.1102026.02 | 0.333 | 0.237 | |
| HAC++Size (MB)=0.1102026.02 | 0.337 | 0.249 | |
| HAC++ + BM3DSize (MB)=0.1102026.02 | 0.34 | 0.254 | |
| HAC++ + Img2ImgSize (MB)=0.1102026.02 | 0.362 | 0.249 | |
| HAC++ + DiffBIRSize (MB)=0.1832026.02 | 0.368 | 0.228 | |
| HAC++ + DiffBIRSize (MB)=0.1102026.02 | 0.41 | 0.241 |