Low-light Video Enhancement on DID (test)
31.57PSNRAMNet
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| AMNetInput Modality=RGB-only2026.06 | 31.57 | 0.95 | — | — | — | — | — | — | — | |
| STCDInput Modality=RGB-only2026.06 | 30.1 | 0.93 | — | — | — | — | — | — | — | |
| RetinexFormerInput Modality=RGB-only2026.06 | 25.4 | 0.89 | — | — | — | — | — | — | — | |
| BLLRVEInput Modality=RGB-only2026.06 | 23.25 | 0.81 | — | — | — | — | — | — | — | |
| LLVE-CFAInput Modality=RGB-only2026.06 | 22.53 | 0.87 | — | — | — | — | — | — | — | |
| SDSDNetInput Modality=RGB-only2026.06 | 22.52 | 0.81 | — | — | — | — | — | — | — | |
| SMIDInput Modality=RGB-only2026.06 | 22.28 | 0.84 | — | — | — | — | — | — | — | |
| StableLLVEInput Modality=RGB-only2026.06 | 21.64 | 0.8 | — | — | — | — | — | — | — | |
| PSLD+ZVRVBackbone=SDv1.5, Zero-shot=true2026.01 | 20.69 | 0.8453 | 0.3955 | 0.093 | 0.1017 | 251.9 | 8.965 | 0.78 | 83.22 | |
| PSLDBackbone=SDv1.5, Zero-shot=true2026.01 | 20.37 | 0.8281 | 0.3086 | 0.1186 | 0.6254 | 547.3 | 5.102 | 9.34 | 65.63 | |
| SGZZero-shot=true2026.01 | 15.03 | 0.6987 | 0.3835 | 0.1392 | 0.2454 | 723.6 | 5.715 | 1.1 | 81.81 | |
| FastLLVESupervision=supervised2026.01 | 10.62 | 0.6911 | 0.2524 | 0.2674 | 0.1299 | 1,465.2 | 2.093 | 15.76 | 49.33 | |
| UDUSupervision=unsupervised2026.01 | 6.24 | 0.4346 | 0.356 | 0.3662 | 0.1048 | 1,618.7 | 3.682 | 10.39 | 60.01 |