Video Super-Resolution and Deblurring on REDS4 VSRDB x4 (test)
28.83PSNRFMA-Net
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FMA-NetProcessing Approach=Joint Video Super-Resolution and Deblurring, # Params (M)=9.6, Runtime (s)=0.4272024.01 | 28.83 | 83.15 | 1.92 | |
| RVRTProcessing Approach=Joint Video Super-Resolution and Deblurring, # Params (M)=12.9, Runtime (s)=0.68, Retrained on REDS training dataset=true2024.01 | 27.8 | 80.25 | 2.4 | |
| RestormerProcessing Approach=Joint Video Super-Resolution and Deblurring, # Params (M)=26.5, Runtime (s)=0.081, Retrained on REDS training dataset=true2024.01 | 27.29 | 78.5 | 2.71 | |
| HOFFRProcessing Approach=Joint Video Super-Resolution and Deblurring, # Params (M)=3.5, Runtime (s)=0.52024.01 | 27.24 | 78.7 | — | |
| BasicVSR++Processing Approach=Joint Video Super-Resolution and Deblurring, # Params (M)=7.3, Runtime (s)=0.072, Retrained on REDS training dataset=true2024.01 | 27.06 | 77.52 | 2.7 | |
| GShiftNetProcessing Approach=Joint Video Super-Resolution and Deblurring, # Params (M)=13.5, Runtime (s)=0.185, Retrained on REDS training dataset=true2024.01 | 25.77 | 72.75 | 2.96 | |
| BasicVSR++ + RVRTProcessing Approach=Super-Resolution + Deblurring, # Params (M)=7.3 + 13.6, Runtime (s)=0.072 + 0.6232024.01 | 24.92 | 76.04 | 3.49 | |
| RVRT + BasicVSR++Processing Approach=Deblurring + Super-Resolution, # Params (M)=13.6 + 7.3, Runtime (s)=0.028 + 0.0722024.01 | 24.79 | 73.61 | 3.66 | |
| FTVSR + GShiftNetProcessing Approach=Super-Resolution + Deblurring, # Params (M)=45.8 + 13.0, Runtime (s)=0.527 + 2.2512024.01 | 24.72 | 74.15 | 3.69 | |
| SwinIR + RestormerProcessing Approach=Super-Resolution + Deblurring, # Params (M)=11.9 + 26.1, Runtime (s)=0.320 + 1.1212024.01 | 24.33 | 70.4 | 4.82 | |
| Restormer + SwinIRProcessing Approach=Deblurring + Super-Resolution, # Params (M)=26.1 + 11.9, Runtime (s)=0.078 + 0.3202024.01 | 24.3 | 70.85 | 4.49 | |
| HAT + FFTformerProcessing Approach=Super-Resolution + Deblurring, # Params (M)=20.8 + 16.6, Runtime (s)=0.609 + 1.7882024.01 | 24.22 | 70.91 | 4.4 | |
| FFTformer + HATProcessing Approach=Deblurring + Super-Resolution, # Params (M)=16.6 + 20.8, Runtime (s)=0.124 + 0.6092024.01 | 24.21 | 71.11 | 4.38 | |
| GShiftNet + FTVSRProcessing Approach=Deblurring + Super-Resolution, # Params (M)=13.0 + 45.8, Runtime (s)=0.102 + 0.5272024.01 | 23.47 | 70.44 | 3.98 |