Video Super-Resolution on UDM10 (test)
40.41PSNRTTVSR
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TTVSRUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 40.41 | — | — | — | — | 0.9712 | — | — | — | — | — | — | — | — | |
| ETDM#Frame=uni, Params (M)=8.4, Runtime (ms)=702022.04 | 40.11 | — | — | — | — | 0.9707 | — | — | — | — | — | — | — | — | |
| GOVSR#Frame=bi, Params (M)=7.1, Runtime (ms)=812022.04 | 40.08 | — | — | — | — | 0.9703 | — | — | — | — | — | — | — | — | |
| IconVSRUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 40.03 | — | — | — | — | 0.9694 | — | — | — | — | — | — | — | — | |
| IconVSR#Frame=bi, Params (M)=8.7, Runtime (ms)=702022.04 | 40.03 | — | — | — | — | 0.9694 | — | — | — | — | — | — | — | — | |
| BasicVSRUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 39.96 | — | — | — | — | 0.9694 | — | — | — | — | — | — | — | — | |
| BasicVSR#Frame=bi, Params (M)=6.3, Runtime (ms)=632022.04 | 39.96 | — | — | — | — | 0.9694 | — | — | — | — | — | — | — | — | |
| FDAN#Frame=7, Params (M)=92022.04 | 39.91 | — | — | — | — | 0.9686 | — | — | — | — | — | — | — | — | |
| EDVRUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 39.89 | — | — | — | — | 0.9686 | — | — | — | — | — | — | — | — | |
| EDVR#Frame=7, Params (M)=20.6, Runtime (ms)=3782022.04 | 39.89 | — | — | — | — | 0.9686 | — | — | — | — | — | — | — | — | |
| DAP#Frame=uni, Runtime (ms)=382022.04 | 39.5 | — | — | — | — | 0.9664 | — | — | — | — | — | — | — | — | |
| RSDNUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 39.35 | — | — | — | — | 0.9653 | — | — | — | — | — | — | — | — | |
| RSDN#Frame=uni, Params (M)=6.2, Runtime (ms)=942022.04 | 39.35 | — | — | — | — | 0.9653 | — | — | — | — | — | — | — | — | |
| TGA#Frame=7, Params (M)=5.8, Runtime (ms)=3752022.04 | 39.19 | — | — | — | — | 0.9645 | — | — | — | — | — | — | — | — | |
| TGAUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 39.05 | — | — | — | — | 0.9634 | — | — | — | — | — | — | — | — | |
| RRN#Frame=uni, Params (M)=3.4, Runtime (ms)=452022.04 | 38.96 | — | — | — | — | 0.9644 | — | — | — | — | — | — | — | — | |
| PFNL#Frame=7, Params (M)=3, Runtime (ms)=2952022.04 | 38.88 | — | — | — | — | 0.9636 | — | — | — | — | — | — | — | — | |
| RBPNUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 38.66 | — | — | — | — | 0.9596 | — | — | — | — | — | — | — | — | |
| RBPN#Frame=7, Params (M)=12.2, Runtime (ms)=15132022.04 | 38.56 | — | — | — | — | 0.9605 | — | — | — | — | — | — | — | — | |
| RLSP#Frame=uni, Params (M)=4.2, Runtime (ms)=492022.04 | 38.5 | — | — | — | — | 0.9614 | — | — | — | — | — | — | — | — | |
| DUFUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 38.48 | — | — | — | — | 0.9605 | — | — | — | — | — | — | — | — | |
| RLSPUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 38.48 | — | — | — | — | 0.9606 | — | — | — | — | — | — | — | — | |
| DUF#Frame=7, Params (M)=5.8, Runtime (ms)=10862022.04 | 38.48 | — | — | — | — | 0.9605 | — | — | — | — | — | — | — | — | |
| TDANUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 38.19 | — | — | — | — | 0.9586 | — | — | — | — | — | — | — | — | |
| FRVSRUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 37.09 | — | — | — | — | 0.9522 | — | — | — | — | — | — | — | — | |
| FRVSR#Frame=uni, Params (M)=5.1, Runtime (ms)=1372022.04 | 37.09 | — | — | — | — | 0.9522 | — | — | — | — | — | — | — | — | |
| TOFlowUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 36.26 | — | — | — | — | 0.9438 | — | — | — | — | — | — | — | — | |
| TOFlow#Frame=7, Params (M)=1.4, Runtime (ms)=16102022.04 | 36.26 | — | — | — | — | 0.9438 | — | — | — | — | — | — | — | — | |
| BicubicUpsampling Scale=4x, Evaluation Channel=Y-channel2022.04 | 28.47 | — | — | — | — | 0.8253 | — | — | — | — | — | — | — | — | |
| Bicubic#Frame=12022.04 | 28.47 | — | — | — | — | 0.8253 | — | — | — | — | — | — | — | — | |
| RealViFormer2025.01 | 26.7 | — | — | — | — | 0.796 | 0.285 | 0.166 | 3.922 | 55.6 | 0.397 | 7.259 | — | — | |
| OSDEnhancerSpatial Scale=4x, Interpolation Protocol=single-frame2026.01 | 26.44 | — | — | — | — | 0.775 | 0.248 | — | — | 65.95 | 0.49 | 0.796 | 0.253 | 0.805 | |
| DOVEFramework=LDMVFI, Spatial Scale=4x, Interpolation Protocol=single-frame2026.01 | 26.37 | — | — | — | — | 0.766 | 0.279 | — | — | 60.7 | 0.463 | 0.77 | 0.282 | 0.764 | |
| DOVEFramework=EDEN, Spatial Scale=4x, Interpolation Protocol=single-frame2026.01 | 26.36 | — | — | — | — | 0.765 | 0.279 | — | — | 60.87 | 0.462 | 0.776 | 0.284 | 0.76 | |
| MGLD-VSR2025.01 | 26.11 | — | — | — | — | 0.772 | 0.273 | 0.144 | 3.814 | 58.01 | 0.443 | 7.717 | — | — | |
| SD x4 Upscalerscale=4x2025.01 | 26.01 | — | — | — | — | 0.698 | 0.424 | 0.234 | 6.014 | 30.33 | 0.277 | 3.169 | — | — | |
| SeedVR2025.01 | 25.76 | — | — | — | — | 0.771 | 0.231 | 0.116 | 3.514 | 59.14 | 0.524 | 10.537 | — | — | |
| ResShift2025.01 | 25.56 | — | — | — | — | 0.743 | 0.417 | 0.211 | 5.941 | 51.34 | 0.537 | 5.111 | — | — | |
| DAM-VSRFramework=LDMVFI, Spatial Scale=4x, Interpolation Protocol=single-frame2026.01 | 25.19 | — | — | — | — | 0.736 | 0.438 | — | — | 31.77 | 0.196 | 0.368 | 0.428 | 0.364 | |
| DAM-VSRFramework=EDEN, Spatial Scale=4x, Interpolation Protocol=single-frame2026.01 | 25.12 | — | — | — | — | 0.736 | 0.441 | — | — | 31.38 | 0.196 | 0.369 | 0.435 | 0.388 | |
| VideoINRSpatial Scale=4x, Interpolation Protocol=single-frame2026.01 | 25.1 | — | — | — | — | 0.714 | 0.36 | — | — | 41.18 | 0.266 | 0.447 | 0.359 | 0.583 | |
| BF-STVSRSpatial Scale=4x, Interpolation Protocol=single-frame2026.01 | 25.09 | — | — | — | — | 0.715 | 0.356 | — | — | 43.51 | 0.282 | 0.525 | 0.357 | 0.678 | |
| MoTIFSpatial Scale=4x, Interpolation Protocol=single-frame2026.01 | 24.97 | — | — | — | — | 0.703 | 0.376 | — | — | 42.67 | 0.287 | 0.547 | 0.38 | 0.668 | |
| Real-ESRGAN2025.01 | 24.78 | — | — | — | — | 0.763 | 0.27 | 0.156 | 4.365 | 54.18 | 0.398 | 7.958 | — | — | |
| Upscale-A-Video2025.01 | 24.62 | — | — | — | — | 0.712 | 0.323 | 0.178 | 3.494 | 58.31 | 0.458 | 9.238 | — | — | |
| STARFramework=LDMVFI, Spatial Scale=4x, Interpolation Protocol=single-frame2026.01 | 24.04 | — | — | — | — | 0.686 | 0.429 | — | — | 36.6 | 0.248 | 0.441 | 0.426 | 0.591 | |
| STARFramework=EDEN, Spatial Scale=4x, Interpolation Protocol=single-frame2026.01 | 23.97 | — | — | — | — | 0.686 | 0.426 | — | — | 36.26 | 0.247 | 0.466 | 0.426 | 0.597 | |
| DLoRALFramework=LDMVFI, Spatial Scale=4x, Interpolation Protocol=single-frame2026.01 | 22.38 | — | — | — | — | 0.67 | 0.35 | — | — | 63.55 | 0.636 | 0.723 | 0.349 | 0.758 | |
| DLoRALFramework=EDEN, Spatial Scale=4x, Interpolation Protocol=single-frame2026.01 | 22.32 | — | — | — | — | 0.665 | 0.354 | — | — | 63.83 | 0.636 | 0.723 | 0.353 | 0.763 | |
| VEnhancerSpatial Scale=4x, Interpolation Protocol=single-frame2026.01 | 21.64 | — | — | — | — | 0.679 | 0.451 | — | — | 33.55 | 0.272 | 0.447 | 0.428 | 0.524 | |
| VEhancer2025.01 | 21.48 | — | — | — | — | 0.691 | 0.349 | 0.175 | 4.883 | 46.37 | 0.304 | 8.087 | — | — | |
| BicubicScale=4x2020.08 | — | 28.47 | 0.8523 | 27.05 | 0.8267 | — | — | — | — | — | — | — | — | — | |
| DUF-52LScale=4x, FLOPs [TMAC]=1.65, Runtime [ms]=14132020.08 | — | 38.48 | 0.9605 | 36.78 | 0.9514 | — | — | — | — | — | — | — | — | — | |
| EDVR-LScale=4x, FLOPs [TMAC]=1.88, Runtime [ms]=2952020.08 | — | 38.74 | 0.9627 | 37 | 0.9535 | — | — | — | — | — | — | — | — | — | |
| FRVSR 10-128Scale=4x, FLOPs [TMAC]=0.36, Runtime [ms]=1372020.08 | — | 37.09 | 0.9522 | 35.39 | 0.9403 | — | — | — | — | — | — | — | — | — | |
| RBPNScale=4x, FLOPs [TMAC]=24.81, Runtime [ms]=35672020.08 | — | 38.66 | 0.9596 | 36.53 | 0.9462 | — | — | — | — | — | — | — | — | — | |
| RLSP 7-256Scale=4x, FLOPs [TMAC]=0.24, Runtime [ms]=492020.08 | — | 38.48 | 0.9606 | 36.39 | 0.9465 | — | — | — | — | — | — | — | — | — | |
| RSDN 7-128Scale=4x, FLOPs [TMAC]=0.28, Runtime [ms]=792020.08 | — | 39.13 | 0.9645 | 37.26 | 0.9548 | — | — | — | — | — | — | — | — | — | |
| RSDN 9-128Scale=4x, FLOPs [TMAC]=0.35, Runtime [ms]=942020.08 | — | 39.35 | 0.9653 | 37.46 | 0.9557 | — | — | — | — | — | — | — | — | — | |
| TOFlowScale=4x, FLOPs [TMAC]=2.17, Runtime [ms]=16932020.08 | — | 36.26 | 0.9438 | 34.46 | 0.9298 | — | — | — | — | — | — | — | — | — |