Low-light Video Enhancement on BVI-RLV (test)
31.22PSNRBVI-Mamba
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BVI-MambaHistogram Matching (HM)=w/o HM, Supervision=Supervised2025.03 | 31.22 | 0.912 | 0.071 | |
| BVI-CDMHistogram Matching (HM)=w/o HM, Supervision=Supervised2025.03 | 30.51 | 0.888 | 0.089 | |
| Ours2025.04 | 30.272 | 0.864 | 0.13 | |
| P-G2025.04 | 30.222 | 0.855 | 0.134 | |
| Starlight2025.04 | 30.006 | 0.86 | 0.143 | |
| AWGN2025.04 | 29.716 | 0.849 | 0.165 | |
| Zero-TIGHistogram Matching (HM)=w/ HM2025.03 | 28.052 | 0.854 | 0.368 | |
| Zero-IGHistogram Matching (HM)=w/ HM2025.03 | 27.84 | 0.834 | 0.37 | |
| VLLVE++2026.02 | 24.47 | 0.794 | — | |
| SGZSLHistogram Matching (HM)=w/ HM2025.03 | 24.026 | 0.723 | 0.38 | |
| VLLVE2026.02 | 23.61 | 0.786 | — | |
| BVI-MambaArchitecture Type=Mamba-based2026.04 | 22.93 | 0.82 | 0.146 | |
| BVI-CDM2026.02 | 22.2 | 0.773 | — | |
| BVI-CDMArchitecture Type=Diffusion model-based2026.04 | 22.2 | 0.773 | 0.175 | |
| STA-SUNet2026.02 | 20.64 | 0.765 | — | |
| STA-SUNetArchitecture Type=Transformer-based2026.04 | 20.64 | 0.765 | 0.243 | |
| PCDUNet2026.02 | 19.5 | 0.757 | — | |
| PCDUNetArchitecture Type=CNN-based2026.04 | 19.5 | 0.757 | 0.316 | |
| Zero-IGHistogram Matching (HM)=w/o HM2025.03 | 19.374 | 0.639 | 0.398 | |
| Zero-TIGHistogram Matching (HM)=w/o HM2025.03 | 19.34 | 0.79 | 0.36 | |
| Zero-DCEHistogram Matching (HM)=w/ HM2025.03 | 18.932 | 0.488 | 0.507 | |
| RUASHistogram Matching (HM)=w/ HM2025.03 | 18.52 | 0.712 | 0.515 | |
| SDSDNet2026.02 | 18.05 | 0.69 | — | |
| SMOID2026.02 | 17.98 | 0.621 | — | |
| EnlightenGANHistogram Matching (HM)=w/ HM2025.03 | 17.875 | 0.55 | 0.522 | |
| EnlightenGANHistogram Matching (HM)=w/o HM2025.03 | 15.486 | 0.518 | 0.515 | |
| RUASHistogram Matching (HM)=w/o HM2025.03 | 15.305 | 0.631 | 0.481 | |
| SGZSLHistogram Matching (HM)=w/o HM2025.03 | 13.416 | 0.577 | 0.42 | |
| Zero-DCEHistogram Matching (HM)=w/o HM2025.03 | 10.54 | 0.43 | 0.528 |