Low-light Video Super-Resolution on RELED
28.92PSNRRetinexEVSR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RetinexEVSRIntegration Strategy=Joint Enhancement and VSR, Params (M)=8.07, FLOPs (G)=159.1, Runtime (ms)=44.5, Resolution=256x320, Scale=4x2026.01 | 28.92 | 0.8707 | 0.4612 | 4.6 | 3.31 | |
| EvTextureIntegration Strategy=Joint Enhancement and VSR, Params (M)=8.9, FLOPs (G)=1141.1, Runtime (ms)=126.9, Resolution=256x320, Scale=4x2026.01 | 28.07 | 0.8604 | 0.4837 | 4.69 | 3.14 | |
| FMA-NetIntegration Strategy=Joint Enhancement and VSR, Params (M)=9.62, FLOPs (G)=1941.3, Runtime (ms)=596.3, Resolution=256x320, Scale=4x2026.01 | 27.61 | 0.8611 | 0.4633 | 4.7 | 3.17 | |
| DP3DFIntegration Strategy=Joint Enhancement and VSR, Params (M)=28.86, FLOPs (G)=775.3, Runtime (ms)=52.7, Resolution=256x320, Scale=4x2026.01 | 27.02 | 0.8406 | 0.4625 | 5.65 | 2.88 | |
| EGVSRIntegration Strategy=Joint Enhancement and VSR, Params (M)=2.58, FLOPs (G)=226.9, Runtime (ms)=181.7, Resolution=256x320, Scale=4x2026.01 | 26.9 | 0.8473 | 0.506 | 5.27 | 2.96 | |
| IARTIntegration Strategy=Joint Enhancement and VSR, Params (M)=13.41, FLOPs (G)=2778.4, Runtime (ms)=1666.8, Resolution=256x320, Scale=4x2026.01 | 26.36 | 0.8402 | 0.4731 | 5.93 | 2.85 | |
| MIA-VSRIntegration Strategy=Joint Enhancement and VSR, Params (M)=16.6, FLOPs (G)=1755.5, Runtime (ms)=1159.1, Resolution=256x320, Scale=4x2026.01 | 24.48 | 0.8194 | 0.5383 | 5.86 | 2.4 | |
| MIA-VSR + FastLLVEIntegration Strategy=VSR + Enhancement, Params (M)=16.60+11.11, FLOPs (G)=1755.5+87.0, Runtime (ms)=1159.1+28.6, Resolution=256x320, Scale=4x2026.01 | 19.3 | 0.7123 | 0.5834 | 6.76 | 0.8 | |
| EGVSR + CoLIEIntegration Strategy=VSR + Enhancement, Params (M)=2.58+0.13, FLOPs (G)=226.9+8.7, Runtime (ms)=181.7+7.5, Resolution=256x320, Scale=4x2026.01 | 18.76 | 0.7462 | 0.5073 | 6.07 | 1.88 | |
| EvLight + EvTextureIntegration Strategy=Enhancement + VSR, Params (M)=22.73+8.90, FLOPs (G)=241.5+1141.1, Runtime (ms)=50.8+126.9, Resolution=256x320, Scale=4x2026.01 | 17.22 | 0.6506 | 0.576 | 8.87 | 1.26 | |
| Retinexformer + IARTIntegration Strategy=Enhancement + VSR, Params (M)=1.61+13.41, FLOPs (G)=21.3+2778.4, Runtime (ms)=17.3+1666.8, Resolution=256x320, Scale=4x2026.01 | 15.43 | 0.5861 | 0.5749 | 6.55 | 1.5 |