Low-Light Novel View Synthesis on NeRF360
24.05PSNRMERID-GS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MERID-GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 24.05 | 0.753 | 0.146 | |
| QuadPrior + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 19.89 | 0.669 | 0.231 | |
| NeRCo + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 18.37 | 0.528 | 0.324 | |
| GS + NeRCoLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 18.24 | 0.507 | 0.393 | |
| GS + QuadPriorLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 18.14 | 0.555 | 0.342 | |
| GS + RestormerLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 17.14 | 0.517 | 0.443 | |
| GS + MIRNetLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 17.01 | 0.519 | 0.468 | |
| LLVE + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 16.98 | 0.516 | 0.463 | |
| GS + RetinexformerLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 16.97 | 0.509 | 0.436 | |
| GS + LLVELearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 16.66 | 0.487 | 0.519 | |
| MIRNet + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 16.43 | 0.555 | 0.396 | |
| GS + MambaLLIELearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 16.35 | 0.498 | 0.445 | |
| Restormer + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 16.13 | 0.568 | 0.343 | |
| Retinexformer + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 16.11 | 0.549 | 0.368 | |
| MambaLLIE + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 15.57 | 0.547 | 0.377 | |
| GS + Wave-MambaLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 15.49 | 0.51 | 0.422 | |
| GS + LFPVSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 15.15 | 0.469 | 0.521 | |
| Wave-Mamba + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 15.12 | 0.571 | 0.347 | |
| LFPVS + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 14.51 | 0.497 | 0.466 | |
| GS + SNR-NetLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 13.69 | 0.433 | 0.46 | |
| SGZ + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 13.56 | 0.449 | 0.279 | |
| SNR-Net + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 13.45 | 0.478 | 0.414 | |
| Z-DCE + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 13.1 | 0.423 | 0.293 | |
| GS + Z-DCELearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 12.63 | 0.331 | 0.385 | |
| GS + SGZLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 12.56 | 0.237 | 0.432 | |
| SCI + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 11.76 | 0.308 | 0.358 | |
| Luminance-GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 11.72 | 0.484 | 0.397 | |
| GS + SCILearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 11.41 | 0.248 | 0.436 | |
| 3DGSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 8.89 | 0.057 | 0.742 |