Video Super-Resolution on SPMCS
25.32PSNRUpscale-A-Video
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Upscale-A-Video2023.12 | 25.32 | 0.741 | 0.222 | 0.367 | — | — | — | — | — | — | |
| RealBasicVSR2023.12 | 24.51 | 0.717 | 0.198 | 0.559 | — | — | — | — | — | — | |
| DBVSR2023.12 | 24.28 | 0.726 | 0.302 | 1.36 | — | — | — | — | — | — | |
| RealViformer2026.05 | 24.18 | 0.658 | 0.382 | — | — | — | — | — | 0.189 | — | |
| RealVSR2023.12 | 23.88 | 0.681 | 0.437 | 0.294 | — | — | — | — | — | — | |
| ChopGrad2026.03 | 23.67 | 0.6274 | 0.2647 | — | — | — | — | — | 0.1448 | — | |
| MGLD-VSR2026.05 | 23.39 | 0.629 | 0.372 | — | — | — | — | — | 0.165 | — | |
| ResShift2023.12 | 23.27 | 0.667 | 0.257 | 4.942 | — | — | — | — | — | — | |
| SD x4 Upscaler2023.12 | 23.19 | 0.631 | 0.304 | 5.008 | — | — | — | — | — | — | |
| DOVE2026.03 | 23.11 | 0.621 | 0.2888 | — | — | — | — | — | 0.1713 | — | |
| DOVE2026.03 | 23.08 | 0.619 | 0.2887 | — | 69.11 | 0.5708 | 0.7227 | 0.4858 | — | — | |
| SeedVR2-7BStep=1, Time (s)=89.7, Params (B)=8.22026.03 | 23.08 | 0.685 | 0.302 | 2.96 | 64.74 | 0.5073 | — | 75.4 | — | 4.68 | |
| SparkVSRReference Type=None2026.03 | 23.04 | 0.6237 | 0.3139 | — | 65.53 | 0.4937 | 0.6791 | 0.43 | — | — | |
| DUO-VSRStep=1, Time (s)=11.3, Params (B)=1.32026.03 | 22.9 | 0.691 | 0.315 | 1.67 | 66.91 | 0.5459 | — | 81.47 | — | 3.59 | |
| Real-ESRGAN2023.12 | 22.89 | 0.669 | 0.238 | 1.364 | — | — | — | — | — | — | |
| DLoRALStep=1, Time (s)=76.6, Params (B)=0.92026.03 | 22.87 | 0.674 | 0.331 | 3.45 | 61.42 | 0.5218 | — | 72.3 | — | 3.96 | |
| DTG-Restore2026.05 | 22.76 | 0.613 | 0.408 | — | — | — | — | — | 0.169 | — | |
| OASISVenue=20252025.09 | 22.75 | 0.5904 | 0.2634 | 1.15 | — | 0.4693 | — | 0.7242 | — | — | |
| RealViFormerConference=ECCV 20242025.10 | 22.72 | 0.593 | 0.3376 | 1.46 | 64.47 | 0.411 | — | 0.5905 | 0.2108 | — | |
| StableSR2023.12 | 22.71 | 0.657 | 0.231 | 4.815 | — | — | — | — | — | — | |
| STAR2026.03 | 22.71 | 0.6379 | 0.4558 | — | 32.32 | 0.2807 | 0.5398 | 0.4882 | — | — | |
| DOVEStep=1, Time (s)=66.7, Params (B)=5.62026.03 | 22.69 | 0.694 | 0.318 | 2.1 | 65.27 | 0.4922 | — | 79.94 | — | 4.79 | |
| STAR2026.05 | 22.59 | 0.609 | 0.419 | — | — | — | — | — | 0.226 | — | |
| SeedVR2Conference=ICLR 20262025.10 | 22.57 | 0.626 | 0.3176 | 1.23 | 60.17 | 0.3811 | — | 0.632 | 0.1757 | — | |
| SeedVR2Model Scale=7B2026.03 | 22.51 | 0.6183 | 0.2782 | — | 64.06 | 0.4314 | 0.6911 | 0.4297 | — | — | |
| MGLD-VSR2026.03 | 22.39 | 0.5896 | 0.3263 | — | — | — | — | — | 0.196 | — | |
| MGLD-VSRVenue=ECCV 20242025.09 | 22.39 | 0.5896 | 0.3263 | 1.68 | — | 0.4348 | — | 0.6754 | — | — | |
| MGLD-VSRConference=ECCV 20242025.10 | 22.39 | 0.5896 | 0.3262 | 1.68 | 65.56 | 0.4348 | — | 0.6754 | 0.196 | — | |
| SeedVR2Venue=arXiv 20252025.09 | 22.36 | 0.6136 | 0.2905 | 1.24 | — | 0.4086 | — | 0.6251 | — | — | |
| InfVSRConference=Ours2025.10 | 22.25 | 0.5697 | 0.3166 | 1.25 | 67.75 | 0.5319 | — | 0.7302 | 0.1742 | — | |
| SeedVR2Model Scale=3B2026.03 | 22.2 | 0.6067 | 0.2888 | — | 63.73 | 0.4288 | 0.681 | 0.4391 | — | — | |
| RealBasicVSR2026.03 | 22.17 | 0.5638 | 0.3662 | — | — | — | — | — | 0.2164 | — | |
| RealBasicVSRVenue=CVPR 20222025.09 | 22.17 | 0.5638 | 0.3662 | 1.88 | — | 0.3513 | — | 0.6753 | — | — | |
| RealBasicVSRConference=CVPR 20222025.10 | 22.17 | 0.5638 | 0.3662 | 1.88 | 66.87 | 0.3513 | — | 0.6753 | 0.2164 | — | |
| MGLDStep=50, Time (s)=956.7, Params (B)=1.42026.03 | 21.89 | 0.642 | 0.348 | 4.04 | 63.43 | 0.4333 | — | 75.54 | — | 3.79 | |
| DOVE2026.06 | 21.75 | — | 0.3682 | — | 69.83 | 0.5681 | — | 0.38 | 0.1973 | 4.9439 | |
| SeedVRVenue=ICCV 20252025.09 | 21.73 | 0.5803 | 0.3297 | 1.83 | — | 0.3946 | — | 0.615 | — | — | |
| ResShift2026.03 | 21.68 | 0.5153 | 0.4467 | — | — | — | — | — | 0.2697 | — | |
| UAV2026.05 | 21.68 | 0.523 | 0.511 | — | — | — | — | — | 0.229 | — | |
| STARStep=15, Time (s)=200.4, Params (B)=2.02026.03 | 21.56 | 0.613 | 0.386 | 6.53 | 29.08 | 0.3827 | — | 35.17 | — | 6.17 | |
| FlashVSRModel Scale=Tiny2026.03 | 21.51 | 0.5463 | 0.2907 | — | 68.2 | 0.4441 | 0.7291 | 0.4856 | — | — | |
| FlashVSRModel Scale=Full2026.03 | 21.39 | 0.5403 | 0.3015 | — | 69.48 | 0.4738 | 0.7306 | 0.4701 | — | — | |
| RealViformer2026.03 | 21.34 | 0.601 | 0.394 | 4.45 | 62.13 | 0.3443 | — | 61.32 | — | 4.67 | |
| STAR2026.03 | 21.24 | 0.5441 | 0.5257 | — | — | — | — | — | 0.2872 | — | |
| STARVenue=ICCV 20252025.09 | 21.24 | 0.5441 | 0.5257 | 1.01 | — | 0.2646 | — | 0.3204 | — | — | |
| STARConference=ICCV 20252025.10 | 21.24 | 0.5441 | 0.5257 | 1.01 | 36.66 | 0.2646 | — | 0.3204 | 0.2872 | — | |
| RealESRGAN2026.03 | 21.22 | 0.5613 | 0.3721 | — | — | — | — | — | 0.222 | — | |
| SeedVRConference=CVPR 20252025.10 | 21.22 | 0.5672 | 0.3488 | 1.72 | 62.59 | 0.3945 | — | 0.6576 | 0.1611 | — | |
| SmartDirector2026.05 | 21.01 | 0.5207 | 0.2235 | — | — | — | — | — | — | — | |
| MGLD-VSR2026.06 | 20.78 | — | 0.4046 | — | 65.41 | 0.4616 | — | 0.3091 | 0.2074 | 3.7654 | |
| SeedVR-7B2026.05 | 20.73 | 0.595 | 0.396 | — | — | — | — | — | 0.171 | — | |
| SeedVR2-7B2026.05 | 20.66 | 0.603 | 0.388 | — | — | — | — | — | 0.165 | — | |
| STAR2026.06 | 20.44 | — | 0.4826 | — | 44.72 | 0.3206 | — | 0.2745 | 0.2546 | 5.7116 | |
| FlashVSR2026.06 | 20.33 | — | 0.3536 | — | 70.33 | 0.4823 | — | 0.4065 | 0.1949 | 3.5318 | |
| SparkVSRReference Type=PiSA-SR2026.03 | 20.12 | 0.4908 | 0.3387 | — | 73.38 | 0.6811 | 0.7105 | 0.5337 | — | — | |
| SparkVSR2026.05 | 20.12 | 0.4908 | 0.3387 | — | — | — | — | — | — | — | |
| DiffVSR2026.06 | 19.93 | — | 0.4232 | — | 67.24 | 0.4021 | — | 0.3448 | 0.2978 | 4.5756 | |
| VEnhancerStep=15, Time (s)=404.5, Params (B)=2.02026.03 | 19.92 | 0.523 | 0.417 | 3.92 | 61.1 | 0.3398 | — | 58.25 | — | 4.36 | |
| LiteVSRBase Video Generator=Wan2.2-5B2026.06 | 19.76 | — | 0.3808 | — | 70.42 | 0.5726 | — | 0.4093 | 0.1917 | 3.4324 | |
| SparkVSRReference Type=Nano-Banana-Pro2026.03 | 19.68 | 0.4704 | 0.3356 | — | 72.97 | 0.683 | 0.7474 | 0.5781 | — | — | |
| UAVStep=30, Time (s)=382.1, Params (B)=0.72026.03 | 19.67 | 0.538 | 0.424 | 4.99 | 58.52 | 0.4582 | — | 69.84 | — | 3.87 | |
| Upscale-A-Video2026.06 | 19.09 | — | 0.523 | — | 41.52 | 0.319 | — | 0.2126 | 0.3151 | 5.7175 | |
| Upscale-A-Video2026.03 | 18.81 | 0.4113 | 0.4468 | — | — | — | — | — | 0.2452 | — | |
| Upscale-A-VideoVenue=CVPR 20242025.09 | 18.81 | 0.4113 | 0.4468 | 4.22 | — | 0.5248 | — | 0.7171 | — | — | |
| Upscale-A-VideoConference=CVPR 20242025.10 | 18.81 | 0.4113 | 0.4468 | 4.22 | 69.55 | 0.5248 | — | 0.7171 | 0.2452 | — | |
| VEnhancer2026.03 | 18.58 | 0.485 | 0.5358 | — | — | — | — | — | 0.2669 | — | |
| VEnhancerVenue=arXiv 20242025.09 | 18.58 | 0.485 | 0.5358 | 1.19 | — | 0.3188 | — | 0.4284 | — | — | |
| VEnhancer2026.05 | 18.52 | 0.514 | 0.457 | — | — | — | — | — | 0.196 | — |