Video Super-resolution on SPMCS (test)
30.48Avg. PSNRETDM
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ETDM#Frame=uni, Params (M)=8.4, Runtime (ms)=702022.04 | 30.48 | 89.72 | — | — | — | — | — | — | — | — | — | — | |
| GOVSR#Frame=bi, Params (M)=7.1, Runtime (ms)=812022.04 | 30.34 | 89.81 | — | — | — | — | — | — | — | — | — | — | |
| TGA#Frame=7, Params (M)=5.8, Runtime (ms)=3752022.04 | 30.31 | 88.57 | — | — | — | — | — | — | — | — | — | — | |
| RSDN#Frame=uni, Params (M)=6.2, Runtime (ms)=942022.04 | 30.18 | 88.11 | — | — | — | — | — | — | — | — | — | — | |
| PFNL#Frame=7, Params (M)=3, Runtime (ms)=2952022.04 | 30.02 | 88.04 | — | — | — | — | — | — | — | — | — | — | |
| RRN#Frame=uni, Params (M)=3.4, Runtime (ms)=452022.04 | 29.84 | 88.27 | — | — | — | — | — | — | — | — | — | — | |
| RLSP#Frame=uni, Params (M)=4.2, Runtime (ms)=492022.04 | 29.64 | 87.91 | — | — | — | — | — | — | — | — | — | — | |
| DUF#Frame=7, Params (M)=5.8, Runtime (ms)=10862022.04 | 29.63 | 87.19 | — | — | — | — | — | — | — | — | — | — | |
| Deep Blind Video Super-resolution2020.03 | 29.54 | 85.32 | — | — | — | — | — | — | — | — | — | — | |
| RBPN#Frame=7, Params (M)=12.2, Runtime (ms)=15132022.04 | 29.54 | 87.04 | — | — | — | — | — | — | — | — | — | — | |
| DUF2020.03 | 29.31 | 85.54 | — | — | — | — | — | — | — | — | — | — | |
| RCAN2020.03 | 28.6 | 82.53 | — | — | — | — | — | — | — | — | — | — | |
| SPMC2020.03 | 28.19 | 81.64 | — | — | — | — | — | — | — | — | — | — | |
| FRVSR#Frame=uni, Params (M)=5.1, Runtime (ms)=1372022.04 | 28.16 | 84.21 | — | — | — | — | — | — | — | — | — | — | |
| TOFlow#Frame=7, Params (M)=1.4, Runtime (ms)=16102022.04 | 27.86 | 82.37 | — | — | — | — | — | — | — | — | — | — | |
| TOFlow2020.03 | 27.62 | 80.48 | — | — | — | — | — | — | — | — | — | — | |
| FlashVSR2025.12 | 26.405 | 38.9 | 0.353 | 0.151 | — | — | — | — | — | — | — | — | |
| CreativeVRModel variant=Medium2025.12 | 26.286 | 85.4 | 0.133 | 0.066 | — | — | — | — | — | — | — | — | |
| CreativeVRModel variant=Strong2025.12 | 26.112 | 84.9 | 0.144 | 0.069 | — | — | — | — | — | — | — | — | |
| RealESRGAN2026.03 | 26.0692 | 77.15 | 0.4339 | 0.2147 | 3.472 | 69.2294 | — | 71.9639 | 95.7204 | 0.6088 | 3.101 | 5.9872 | |
| Bicubic2020.03 | 25.16 | 69.62 | — | — | — | — | — | — | — | — | — | — | |
| RealViFormer2025.01 | 24.19 | 66.3 | 0.378 | 0.186 | 3.431 | 62.09 | 0.424 | 7.664 | — | — | — | — | |
| UpscaleAVideo2026.03 | 23.7654 | 63.12 | 0.342 | 0.1995 | 4.821 | 53.8774 | — | 52.0868 | 95.4628 | 0.4886 | 2.7397 | 3.9518 | |
| RealViformer2026.03 | 23.4239 | 61.5 | 0.2144 | 0.15 | 3.793 | 66.0845 | — | 65.7693 | 49.3322 | 0.6111 | 2.3705 | 4.5062 | |
| MGLD-VSR2025.01 | 23.41 | 63.3 | 0.369 | 0.166 | 3.315 | 65.25 | 0.495 | 8.471 | — | — | — | — | |
| Bicubic#Frame=12022.04 | 23.29 | 63.85 | — | — | — | — | — | — | — | — | — | — | |
| ResShift2025.01 | 23.14 | 59.8 | 0.547 | 0.261 | 6.246 | 55.11 | 0.598 | 5.342 | — | — | — | — | |
| RealBasicVSR2026.03 | 22.8704 | 60.84 | 0.2076 | 0.1278 | 3.292 | 69.4399 | — | 69.9027 | 48.668 | 0.6249 | 2.8075 | 5.7612 | |
| SD x4 Upscalerscale=4x2025.01 | 22.75 | 53.5 | 0.554 | 0.247 | 5.883 | 42.09 | 0.402 | 4.413 | — | — | — | — | |
| DLoRAL2026.03 | 22.7436 | 57.86 | 0.2494 | 0.1596 | 3.615 | 70.7384 | — | 70.5281 | 58.9229 | 0.6471 | 3.8593 | 6.2845 | |
| Real-ESRGAN2025.01 | 22.55 | 63.7 | 0.406 | 0.189 | 3.355 | 62.78 | 0.451 | 8.566 | — | — | — | — | |
| AdcSR2026.03 | 22.4068 | 59.52 | 0.2553 | 0.1533 | 3.5 | 72.0246 | — | 71.549 | 71.9473 | 0.6382 | 3.9597 | 6.4241 | |
| SeedVR2025.01 | 22.37 | 60.7 | 0.341 | 0.141 | 3.207 | 64.28 | 0.587 | 10.508 | — | — | — | — | |
| InstaVSR2026.03 | 21.764 | 55.7 | 0.2623 | 0.1475 | 3.441 | 71.3068 | — | 72.553 | 59.2432 | 0.6779 | 3.3329 | 5.373 | |
| Upscale-A-Video2025.01 | 21.69 | 51.9 | 0.508 | 0.229 | 3.272 | 65.01 | 0.507 | 6.237 | — | — | — | — | |
| DOVE2026.03 | 20.2957 | 50.64 | 0.2192 | 0.1287 | 4.463 | 70.1333 | — | 48.3011 | 56.5175 | 0.632 | 2.2717 | 5.775 | |
| Real-Viformer2025.12 | 20.092 | 49.3 | 0.229 | 0.135 | — | — | — | — | — | — | — | — | |
| Real-ESRGAN2025.12 | 20.089 | 54 | 0.365 | 0.209 | — | — | — | — | — | — | — | — | |
| STAR2026.03 | 20.0785 | 49.89 | 0.2857 | 0.1517 | 4.288 | 67.0929 | — | 62.6324 | 63.2338 | 0.6376 | 3.0611 | 6.4634 | |
| Upscale-A-Video2025.12 | 19.44 | 49.4 | 0.289 | 0.157 | — | — | — | — | — | — | — | — | |
| ResShift2025.12 | 19.382 | 49.2 | 0.234 | 0.132 | — | — | — | — | — | — | — | — | |
| VEnhancer2025.12 | 19.272 | 50.7 | 0.345 | 0.167 | — | — | — | — | — | — | — | — | |
| SeedVR22025.12 | 19.147 | 48.4 | 0.196 | 0.104 | — | — | — | — | — | — | — | — | |
| VEhancer2025.01 | 18.2 | 50.7 | 0.455 | 0.194 | 4.328 | 54.94 | 0.334 | 7.807 | — | — | — | — | |
| STAR2025.12 | 18.13 | 44.6 | 0.304 | 0.153 | — | — | — | — | — | — | — | — |