Video Super-Resolution on VideoLQ (test) (NRQM, NIQE, PI, BRISQUE)
2.5322NRQMRealVSR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RealVSRParams (M)=2.7, Runtime (ms)=10822021.11 | 2.5322 | 4.9484 | 6.2081 | 55.317 | |
| Bicubic2021.11 | 2.8545 | 5.2762 | 6.2109 | 55.225 | |
| BicubicDirection=N/A, Architecture=CNN-based2025.12 | 3.151 | 7.945 | — | 57.944 | |
| DANParams (M)=4.3, Runtime (ms)=1852021.11 | 3.4347 | 4.7844 | 5.6749 | 51.875 | |
| DBVSRParams (M)=25.5, Runtime (ms)=2392021.11 | 3.485 | 4.5383 | 5.5267 | 50.937 | |
| RVRTDirection=Bidirectional, Architecture=Transformer-based2025.12 | 3.493 | 6.939 | — | 60.557 | |
| BasicVSR++Params (M)=7.3, Runtime (ms)=772021.11 | 3.6807 | 4.3424 | 5.3309 | 50.665 | |
| BasicVSR++Direction=Bidirectional, Architecture=CNN-based2025.12 | 3.745 | 5.909 | — | 56.8 | |
| MIA-VSRDirection=Bidirectional, Architecture=Transformer-based2025.12 | 3.81 | 5.86 | — | 58.513 | |
| RealSRParams (M)=16.7, Runtime (ms)=1492021.11 | 5.703 | 3.0285 | 3.6628 | 29.638 | |
| MGLD-VSRDirection=Bidirectional, Architecture=Diffusion-based2025.12 | 5.761 | 4.163 | — | 29.497 | |
| Real-ESRGANParams (M)=16.7, Runtime (ms)=1492021.11 | 5.8129 | 3.1263 | 3.6567 | 30.679 | |
| BSRGANParams (M)=16.7, Runtime (ms)=1492021.11 | 5.8197 | 3.2216 | 3.701 | 27.832 | |
| RealBasicVSRDirection=Bidirectional, Architecture=CNN-based2025.12 | 6.095 | 3.973 | — | 30.158 | |
| Stream-DiffVSRDirection=Unidirectional, Architecture=Diffusion-based2025.12 | 6.14 | 3.929 | — | 23.176 | |
| RealBasicVSRParams (M)=6.3, Runtime (ms)=632021.11 | 6.1408 | 2.5693 | 3.2143 | 27.697 | |
| StableVSRDirection=Bidirectional, Architecture=Diffusion-based2025.12 | 6.154 | 3.973 | — | 22.973 |