Low-Light Novel View Synthesis on LLD
21.43PSNRMERID-GS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MERID-GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 21.43 | 74.3 | 0.191 | |
| Wave-Mamba + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 19.66 | 70.5 | 0.252 | |
| SNR-Net + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 19.31 | 63.1 | 0.303 | |
| LFPVS + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 19.1 | 67 | 0.316 | |
| Retinexformer + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 19.09 | 71.1 | 0.251 | |
| MambaLLIE + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 19.09 | 71.1 | 0.246 | |
| Restormer + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 18.92 | 70.9 | 0.252 | |
| MIRNet + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 17.98 | 66.8 | 0.315 | |
| GS + SNR-NetLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 17.73 | 43.9 | 0.461 | |
| GS + LFPVSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 17.62 | 49.4 | 0.503 | |
| GS + Wave-MambaLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 17.47 | 50.1 | 0.431 | |
| GS + MambaLLIELearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 17.32 | 50.2 | 0.442 | |
| GS + RestormerLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 17.23 | 50.6 | 0.434 | |
| GS + RetinexformerLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 17.22 | 50.3 | 0.439 | |
| GS + MIRNetLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 17.04 | 50.2 | 0.447 | |
| Luminance-GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 16.29 | 61.1 | 0.331 | |
| LLVE + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 14.08 | 58.3 | 0.372 | |
| GS + NeRCoLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 14.03 | 44.4 | 0.424 | |
| NeRCo + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 13.98 | 47.7 | 0.351 | |
| GS + LLVELearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 13.59 | 43.5 | 0.537 | |
| GS + QuadPriorLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 12.91 | 44 | 0.465 | |
| QuadPrior + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 12.77 | 57.4 | 0.334 | |
| SGZ + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 11.5 | 52.2 | 0.328 | |
| SCI + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 10.71 | 45.3 | 0.352 | |
| GS + SCILearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 10.34 | 33.5 | 0.49 | |
| GS + SGZLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 10.32 | 19.3 | 0.51 | |
| Z-DCE + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 10.25 | 47.3 | 0.346 | |
| GS + Z-DCELearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 10.18 | 34.8 | 0.491 | |
| 3DGSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 5.97 | 10.4 | 0.583 |