Video Super-Resolution on REDS
33.06PSNR (dB)LRTI-VSR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LRTI-VSRParams (M)=12.9, FLOPs (T)=1.54, Runtime (ms)=8482025.05 | 33.06 | — | — | |
| IARTParams (M)=13.4, FLOPs (T)=2.51, Runtime (ms)=10802025.05 | 32.9 | — | — | |
| MIA-VSRParams (M)=16.5, FLOPs (T)=1.61, Runtime (ms)=8222025.05 | 32.78 | — | — | |
| RVRT*Params (M)=10.8, FLOPs (T)=2.21, Runtime (ms)=473, Notes=uses customized CUDA kernels2025.05 | 32.75 | — | — | |
| PSRTParams (M)=13.4, FLOPs (T)=2.39, Runtime (ms)=10412025.05 | 32.72 | — | — | |
| EfRLFNUpscaling Factor=4x, Fine-tuning=true2026.02 | 26.9 | 64.3 | 0.381 | |
| RLFNUpscaling Factor=4x, Fine-tuning=true2026.02 | 26.6 | 63.2 | 0.398 | |
| SPANUpscaling Factor=4x, Fine-tuning=true2026.02 | 26.4 | 61 | 0.401 | |
| XLSRUpscaling Factor=4x, Fine-tuning=true2026.02 | 26.2 | 61.2 | 0.402 | |
| SAFMNUpscaling Factor=4x, Fine-tuning=true2026.02 | 26.2 | 59.6 | 0.42 | |
| SPANUpscaling Factor=4x, Fine-tuning=false2026.02 | 26.2 | 60.3 | 0.384 | |
| SAFMNUpscaling Factor=4x, Fine-tuning=false2026.02 | 26 | 58.6 | 0.425 | |
| SMFANetUpscaling Factor=4x, Fine-tuning=true2026.02 | 25.9 | 57.3 | 0.432 | |
| RLFNUpscaling Factor=4x, Fine-tuning=false2026.02 | 25.8 | 56.3 | 0.434 | |
| SMFANetUpscaling Factor=4x, Fine-tuning=false2026.02 | 25.7 | 56.3 | 0.438 | |
| XLSRUpscaling Factor=4x, Fine-tuning=false2026.02 | 25.5 | 54.8 | 0.451 | |
| ESPCNUpscaling Factor=4x, Fine-tuning=true2026.02 | 23.9 | 44.5 | 0.587 | |
| AsConvSRUpscaling Factor=4x, Fine-tuning=true2026.02 | 23.8 | 48.9 | 0.518 | |
| ESPCNUpscaling Factor=4x, Fine-tuning=false2026.02 | 23.7 | 43.8 | 0.602 | |
| bicubicUpscaling Factor=4x, Fine-tuning=false2026.02 | 23.6 | 46.3 | 0.553 | |
| RT4KSRUpscaling Factor=4x, Fine-tuning=true2026.02 | 23.5 | 47.1 | 0.542 |