Novel View Synthesis on LOM low-light 1.0 (test)
24.75BUU PSNRLuminance-GS++
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Luminance-GS++Category=Proposed Method Family2026.02 | 24.75 | 0.924 | 0.164 | 21.95 | 0.86 | 0.309 | 23.01 | 0.91 | 0.242 | 19.54 | 0.764 | 0.385 | 14.45 | 0.656 | 0.262 | 20.74 | 0.823 | 0.272 | |
| Aleth-NeRFCategory=NeRF- and 3DGS-based Enhancement Methods2026.02 | 20.22 | 0.859 | 0.315 | 20.93 | 0.818 | 0.468 | 19.52 | 0.857 | 0.354 | 20.46 | 0.727 | 0.499 | 18.24 | 0.511 | 0.448 | 19.87 | 0.754 | 0.417 | |
| AME-NeRFCategory=NeRF- and 3DGS-based Enhancement Methods2026.02 | 19.89 | 0.854 | 0.312 | 17.05 | 0.751 | 0.381 | 17.93 | 0.847 | 0.378 | 18.14 | 0.732 | 0.437 | 15.23 | 0.462 | 0.518 | 17.65 | 0.729 | 0.405 | |
| LLVE + 3DGSCategory=Video Enhancement Methods + 3DGS2026.02 | 19.67 | 0.868 | 0.253 | 15.29 | 0.805 | 0.424 | 17.18 | 0.858 | 0.379 | 14.01 | 0.677 | 0.452 | 15.98 | 0.43 | 0.488 | 16.43 | 0.728 | 0.399 | |
| SGZ + 3DGSCategory=Video Enhancement Methods + 3DGS2026.02 | 19.21 | 0.832 | 0.27 | 12.3 | 0.755 | 0.377 | 14.54 | 0.815 | 0.329 | 10.61 | 0.563 | 0.375 | 14.04 | 0.565 | 0.416 | 14.14 | 0.706 | 0.353 | |
| Luminance-GSCategory=Proposed Method Family2026.02 | 18.09 | 0.877 | 0.193 | 19.82 | 0.835 | 0.367 | 20.12 | 0.871 | 0.259 | 18.27 | 0.749 | 0.411 | 15.4 | 0.666 | 0.241 | 18.34 | 0.799 | 0.294 | |
| 3DGS + Z-DCECategory=Image Enhancement Methods + 3DGS2026.02 | 18.02 | 0.834 | 0.303 | 12.55 | 0.725 | 0.478 | 14.66 | 0.822 | 0.46 | 10.26 | 0.509 | 0.491 | 12.93 | 0.468 | 0.309 | 13.64 | 0.672 | 0.408 | |
| Z-DCE + 3DGSCategory=Image Enhancement Methods + 3DGS2026.02 | 17.83 | 0.874 | 0.35 | 12.47 | 0.762 | 0.399 | 13.86 | 0.841 | 0.308 | 10.37 | 0.544 | 0.441 | 12.74 | 0.487 | 0.248 | 13.45 | 0.702 | 0.349 | |
| NeRCo + 3DGSCategory=Image Enhancement Methods + 3DGS2026.02 | 16.69 | 0.802 | 0.33 | 19.11 | 0.773 | 0.376 | 18.04 | 0.868 | 0.381 | 16.16 | 0.703 | 0.397 | 17.97 | 0.502 | 0.399 | 17.59 | 0.727 | 0.345 | |
| 3DGS + NeRCoCategory=Image Enhancement Methods + 3DGS2026.02 | 16.64 | 0.765 | 0.401 | 19.24 | 0.759 | 0.466 | 16.77 | 0.834 | 0.399 | 16.33 | 0.7 | 0.427 | 17.07 | 0.503 | 0.411 | 17.21 | 0.712 | 0.421 | |
| Gaussian-DKCategory=NeRF- and 3DGS-based Enhancement Methods2026.02 | 15.95 | 0.753 | 0.247 | 14.86 | 0.693 | 0.318 | 14.39 | 0.782 | 0.35 | 17.83 | 0.687 | 0.394 | 12.47 | 0.138 | 0.565 | 15.1 | 0.61 | 0.375 | |
| 3DGS + SCICategory=Image Enhancement Methods + 3DGS2026.02 | 13.8 | 0.845 | 0.339 | 19.7 | 0.812 | 0.455 | 19.63 | 0.851 | 0.455 | 12.86 | 0.621 | 0.463 | 16.14 | 0.6 | 0.442 | 15.22 | 0.748 | 0.43 | |
| SCI + 3DGSCategory=Image Enhancement Methods + 3DGS2026.02 | 7.68 | 0.69 | 0.523 | 11.69 | 0.794 | 0.419 | 10.02 | 0.77 | 0.365 | 13.55 | 0.667 | 0.39 | 15.72 | 0.538 | 0.339 | 11.73 | 0.692 | 0.407 | |
| 3DGS2026.02 | 7.53 | 0.299 | 0.442 | 6.06 | 0.151 | 0.742 | 6.31 | 0.216 | 0.723 | 6.37 | 0.077 | 0.781 | 8.15 | 0.044 | 0.62 | 6.88 | 0.157 | 0.662 |