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3DGS Compression Artifact Restoration on Mip-NeRF360 (novel views)

0.156LPIPS3DGS-30K
0.143160.229830.31650.40317Feb 4, 2026
Updated 8mo ago

Evaluation results

MethodLinks
3DGS-30KSize (MB)=5762026.020.1560.078
NiFi (Ours)Size (MB)=1.1522026.020.1780.109
NiFi (w/o t0)Size (MB)=1.1522026.020.2110.129
NiFi (Ours)Size (MB)=0.3572026.020.2350.133
HAC++ + Difix3DSize (MB)=1.1522026.020.2380.133
NiFi (Ours)Size (MB)=0.2232026.020.2650.153
HAC++Size (MB)=1.1522026.020.2850.158
NiFi (w/o t0)Size (MB)=0.3572026.020.2870.174
HAC++ + Difix3DSize (MB)=0.3572026.020.30.145
HAC++ + BM3DSize (MB)=1.1522026.020.3080.164
NiFi (w/o t0)Size (MB)=0.2232026.020.3240.197
HAC++ + Difix3DSize (MB)=0.2232026.020.330.152
HAC++ + Img2ImgSize (MB)=1.1522026.020.3410.156
HAC++ + SwinIRSize (MB)=1.1522026.020.3460.218
HAC++ + DiffBIRSize (MB)=1.1522026.020.350.178
HAC++Size (MB)=0.3572026.020.4090.201
HAC++ + DiffBIRSize (MB)=0.3572026.020.4170.203
HAC++ + BM3DSize (MB)=0.3572026.020.4230.206
HAC++ + SwinIRSize (MB)=0.3572026.020.4360.239
HAC++ + Img2ImgSize (MB)=0.3572026.020.4380.2
HAC++ + DiffBIRSize (MB)=0.2232026.020.4460.215
HAC++Size (MB)=0.2232026.020.4550.22
HAC++ + BM3DSize (MB)=0.2232026.020.4660.226
HAC++ + SwinIRSize (MB)=0.2232026.020.4680.248
HAC++ + Img2ImgSize (MB)=0.2232026.020.4770.22