Video Super-Resolution on UDM10
41.27PSNRIART††
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IART††Degradation=BD, Scale=4x, Note=Enhanced by EvTexture++ plug-in2026.06 | 41.27 | 0.975 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IARTDegradation=BD, Scale=4x2026.06 | 41.15 | 0.975 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSR++Degradation=BD, Scale=4x2026.06 | 40.72 | 0.9722 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EvTexture++Degradation=BD, Scale=4x2026.06 | 40.53 | 0.9722 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EvTextureDegradation=BD, Scale=4x2026.06 | 40.27 | 0.9705 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EBVSRDegradation=BD, Scale=4x2026.06 | 40.12 | 0.9704 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IconVSRDegradation=BD, Scale=4x2026.06 | 40.03 | 0.9694 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRDegradation=BD, Scale=4x2026.06 | 39.96 | 0.9694 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDVRDegradation=BD, Scale=4x2026.06 | 39.89 | 0.9686 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIA-VSRDegradation=BD, Scale=4x2026.06 | 39.35 | 0.9668 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EvTexture++Upsampling Scale=8×, Resolution=90×159→720×12722026.06 | 32.9 | 0.9046 | 0.2168 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EvTextureUpsampling Scale=8×, Resolution=90×159→720×12722026.06 | 32.72 | 0.9028 | 0.2206 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EBVSRUpsampling Scale=8×, Resolution=90×159→720×12722026.06 | 31.73 | 0.8922 | 0.2377 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSR++Upsampling Scale=8×, Resolution=90×159→720×12722026.06 | 31.36 | 0.88 | 0.2446 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Upscale-A-Video2023.12 | 30.79 | 0.878 | 0.133 | 0.446 | — | — | — | — | — | — | — | — | — | — | — | |
| BasicVSRUpsampling Scale=8×, Resolution=90×159→720×12722026.06 | 30.78 | 0.8723 | 0.2532 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DBVSR2023.12 | 29.6 | 0.88 | 0.155 | 1.943 | — | — | — | — | — | — | — | — | — | — | — | |
| RealBasicVSR2023.12 | 29.11 | 0.876 | 0.172 | 0.602 | — | — | — | — | — | — | — | — | — | — | — | |
| SD x4 Upscaler2023.12 | 28.07 | 0.811 | 0.186 | 1.71 | — | — | — | — | — | — | — | — | — | — | — | |
| ResShift2023.12 | 27.62 | 0.827 | 0.222 | 2.196 | — | — | — | — | — | — | — | — | — | — | — | |
| EGVSRUpsampling Scale=8×, Resolution=90×159→720×12722026.06 | 27.47 | 0.8047 | 0.3218 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RealVSR2023.12 | 27.38 | 0.825 | 0.278 | 0.531 | — | — | — | — | — | — | — | — | — | — | — | |
| Real-ESRGAN2023.12 | 27.13 | 0.843 | 0.19 | 1.462 | — | — | — | — | — | — | — | — | — | — | — | |
| RealViformer2026.05 | 26.78 | 0.793 | 0.281 | — | 0.165 | — | — | — | — | — | — | — | — | — | — | |
| ChopGrad2026.03 | 26.7 | 0.7753 | 0.2346 | — | 0.1143 | — | — | — | — | — | — | — | — | — | — | |
| SparkVSRReference Type=None2026.03 | 26.62 | 0.7756 | 0.283 | — | — | 0.4303 | 55.79 | — | 0.5494 | — | 0.7535 | — | — | — | — | |
| DOVE2026.03 | 26.52 | 0.7697 | 0.2709 | — | — | 0.5011 | 61.11 | — | 0.5664 | — | 0.8155 | — | — | — | — | |
| DOVE2026.03 | 26.48 | 0.7827 | 0.2696 | — | 0.1492 | — | — | — | — | — | — | — | — | — | — | |
| StableSR2023.12 | 26.45 | 0.825 | 0.181 | 2.797 | — | — | — | — | — | — | — | — | — | — | — | |
| MGLD-VSR2026.05 | 26.09 | 0.775 | 0.273 | — | 0.147 | — | — | — | — | — | — | — | — | — | — | |
| SeedVR2-7B2026.05 | 25.74 | 0.783 | 0.225 | — | 0.113 | — | — | — | — | — | — | — | — | — | — | |
| DOVE2026.06 | 25.74 | — | 0.2759 | — | 0.1537 | 0.5348 | 65.11 | — | 0.4673 | — | — | 5.1821 | — | — | — | |
| OASISVenue=20252025.09 | 25.63 | 0.7579 | 0.2452 | 1.94 | — | 0.551 | — | — | 0.7863 | — | — | — | — | — | — | |
| DTG-Restore2026.05 | 25.61 | 0.703 | 0.271 | — | 0.158 | — | — | — | — | — | — | — | — | — | — | |
| SeedVR2Model Scale=7B2026.03 | 25.44 | 0.7583 | 0.2526 | — | — | 0.2882 | 49.06 | — | 0.4095 | — | 0.6256 | — | — | — | — | |
| SeedVR2Venue=arXiv 20252025.09 | 25.39 | 0.7564 | 0.2868 | 2.59 | — | 0.2906 | — | — | 0.5646 | — | — | — | — | — | — | |
| SeedVR2Conference=ICLR 20262025.10 | 25.38 | 0.7764 | 0.2868 | — | 0.1512 | 0.2987 | 49.95 | — | 0.5568 | 1.98 | — | — | — | — | — | |
| SeedVR2Model Scale=3B2026.03 | 25.29 | 0.7573 | 0.2667 | — | — | 0.2797 | 47.13 | — | 0.3716 | — | 0.5894 | — | — | — | — | |
| DUO-VSRStep=1, Time (s)=11.3, Params (B)=1.32026.03 | 24.94 | 0.726 | 0.259 | — | — | 0.4898 | 62.25 | — | 75.32 | 2.44 | — | 4.07 | — | — | — | |
| DiffST2026.05 | 24.92 | 0.7392 | 0.2564 | — | 0.1554 | 0.4086 | 62.47 | 0.3212 | 0.778 | — | — | — | — | — | — | |
| InfVSRConference=Ours2025.10 | 24.86 | 0.7274 | 0.2972 | — | 0.1422 | 0.5142 | 62.88 | — | 0.7826 | 1.95 | — | — | — | — | — | |
| InfVSRmode=streaming2025.10 | 24.86 | 0.7274 | 0.2972 | — | 0.1422 | 0.5142 | 62.88 | — | 0.7826 | 1.95 | — | — | — | — | — | |
| DLoRALStep=1, Time (s)=76.6, Params (B)=0.92026.03 | 24.83 | 0.739 | 0.272 | — | — | 0.4163 | 56.96 | — | 62.03 | 3.89 | — | 4.65 | — | — | — | |
| STAR2026.05 | 24.69 | 0.741 | 0.307 | — | 0.189 | — | — | — | — | — | — | — | — | — | — | |
| RealViFormerConference=ECCV 20242025.10 | 24.64 | 0.6947 | 0.3681 | — | 0.2039 | 0.4157 | 57.9 | — | 0.7303 | 2.29 | — | — | — | — | — | |
| SeedVR2-7BStep=1, Time (s)=89.7, Params (B)=8.22026.03 | 24.56 | 0.745 | 0.267 | — | — | 0.4346 | 51.89 | — | 69.09 | 3.12 | — | 4.46 | — | — | — | |
| UAV2026.05 | 24.53 | 0.716 | 0.329 | — | 0.185 | — | — | — | — | — | — | — | — | — | — | |
| DLoraLmode=quasi-streaming2025.10 | 24.44 | 0.7104 | 0.3284 | — | 0.1947 | 0.6555 | 63.65 | — | 0.7219 | 3.4 | — | — | — | — | — | |
| SeedVRVenue=ICCV 20252025.09 | 24.39 | 0.7083 | 0.3417 | 3.84 | — | 0.2869 | — | — | 0.5493 | — | — | — | — | — | — | |
| DOVEStep=1, Time (s)=66.7, Params (B)=5.62026.03 | 24.32 | 0.723 | 0.284 | — | — | 0.4412 | 54.51 | — | 74.87 | 2.89 | — | 4.51 | — | — | — | |
| SeedVR-7B2026.05 | 24.31 | 0.736 | 0.267 | — | 0.134 | — | — | — | — | — | — | — | — | — | — | |
| MGLD-VSR2026.03 | 24.23 | 0.6957 | 0.3272 | — | 0.1677 | — | — | — | — | — | — | — | — | — | — | |
| MGLD-VSRVenue=ECCV 20242025.09 | 24.23 | 0.6957 | 0.3272 | 3.59 | — | 0.4557 | — | — | 0.7264 | — | — | — | — | — | — | |
| MGLD-VSRConference=ECCV 20242025.10 | 24.23 | 0.6957 | 0.3272 | — | 0.1677 | 0.4557 | 60.55 | — | 0.7264 | 3.59 | — | — | — | — | — | |
| STAR2026.06 | 24.15 | — | 0.4069 | — | 0.2107 | 0.2214 | 32.56 | — | 0.227 | — | — | 6.0595 | — | — | — | |
| RealBasicVSR2026.03 | 24.13 | 0.6801 | 0.3908 | — | 0.2067 | — | — | — | — | — | — | — | — | — | — | |
| RealBasicVSRVenue=CVPR 20222025.09 | 24.13 | 0.6801 | 0.3908 | 3.1 | — | 0.3494 | — | — | 0.7564 | — | — | — | — | — | — | |
| RealBasicVSRConference=CVPR 20222025.10 | 24.13 | 0.6801 | 0.3908 | — | 0.2067 | 0.3494 | 59.06 | — | 0.7564 | 3.1 | — | — | — | — | — | |
| STAR2026.03 | 24.11 | 0.7052 | 0.3987 | — | — | 0.2505 | 35.58 | — | 0.3331 | — | 0.6046 | — | — | — | — | |
| RealESRGAN2026.03 | 24.04 | 0.7107 | 0.3877 | — | 0.2184 | — | — | — | — | — | — | — | — | — | — | |
| STARStep=15, Time (s)=200.4, Params (B)=2.02026.03 | 23.97 | 0.659 | 0.324 | — | — | 0.2636 | 48.21 | — | 56.72 | 2.96 | — | 5.79 | — | — | — | |
| MGLD-VSR2026.06 | 23.96 | — | 0.3231 | — | 0.1533 | 0.4286 | 60.71 | — | 0.3899 | — | — | 3.9219 | — | — | — | |
| MGLDStep=50, Time (s)=956.7, Params (B)=1.42026.03 | 23.89 | 0.667 | 0.385 | — | — | 0.4047 | 58.71 | — | 71.35 | 3.81 | — | 4.93 | — | — | — | |
| FlashVSRmode=streaming2025.10 | 23.89 | 0.7056 | 0.2809 | — | 0.1447 | 0.4749 | 63.58 | — | 0.7953 | 2.47 | — | — | — | — | — | |
| FlashVSRModel Scale=Tiny2026.03 | 23.84 | 0.7095 | 0.28 | — | — | 0.4587 | 63.42 | — | 0.5178 | — | 0.7707 | — | — | — | — | |
| LSGQuantBit=W4A42026.02 | 23.8 | 0.713 | 0.3169 | — | 0.2348 | 0.4966 | 59.15 | 0.3139 | 0.4333 | 1.07 | — | — | — | — | — | |
| RealViformer2026.03 | 23.75 | 0.638 | 0.364 | — | — | 0.4134 | 59.11 | — | 70.51 | 3.43 | — | 5.17 | — | — | — | |
| WANBit=W16A162026.02 | 23.74 | 0.7144 | 0.2886 | — | 0.208 | 0.4973 | 63.85 | 0.3482 | 0.5494 | 0.93 | — | — | — | — | — | |
| SVDQuantBit=W6A62026.02 | 23.71 | 0.7125 | 0.2906 | — | 0.2101 | 0.4931 | 63.5 | 0.3441 | 0.5342 | 0.95 | — | — | — | — | — | |
| SparkVSRReference Type=Nano-Banana-Pro2026.03 | 23.7 | 0.6807 | 0.3376 | — | — | 0.5501 | 66.16 | — | 0.6902 | — | 0.8357 | — | — | — | — | |
| LSGQuantBit=W6A62026.02 | 23.69 | 0.7126 | 0.2911 | — | 0.2096 | 0.5028 | 64 | 0.3486 | 0.5441 | 0.94 | — | — | — | — | — | |
| QuaRotBit=W6A62026.02 | 23.66 | 0.7128 | 0.2912 | — | 0.212 | 0.499 | 63.78 | 0.3491 | 0.5403 | 0.92 | — | — | — | — | — | |
| ResShift2026.03 | 23.65 | 0.6016 | 0.5537 | — | 0.2898 | — | — | — | — | — | — | — | — | — | — | |
| FlashVSRModel Scale=Full2026.03 | 23.58 | 0.6993 | 0.2915 | — | — | 0.5016 | 65.84 | — | 0.5317 | — | 0.7899 | — | — | — | — | |
| STAR2026.03 | 23.47 | 0.6804 | 0.4242 | — | 0.2156 | — | — | — | — | — | — | — | — | — | — | |
| STARVenue=ICCV 20252025.09 | 23.47 | 0.6804 | 0.4242 | 2.08 | — | 0.2417 | — | — | 0.483 | — | — | — | — | — | — | |
| STARConference=ICCV 20252025.10 | 23.47 | 0.6804 | 0.4242 | — | 0.2156 | 0.2417 | 41.98 | — | 0.483 | 2.08 | — | — | — | — | — | |
| SparkVSRReference Type=PiSA-SR2026.03 | 23.43 | 0.671 | 0.3548 | — | — | 0.6252 | 67.52 | — | 0.6411 | — | 0.8202 | — | — | — | — | |
| SparkVSR2026.05 | 23.43 | 0.671 | 0.3548 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SeedVRConference=CVPR 20252025.10 | 23.39 | 0.6843 | 0.3583 | — | 0.1339 | 0.3145 | 53.62 | — | 0.6889 | 3.24 | — | — | — | — | — | |
| VEnhancerStep=15, Time (s)=404.5, Params (B)=2.02026.03 | 23.38 | 0.612 | 0.398 | — | — | 0.3859 | 54.51 | — | 73.48 | 3.65 | — | 4.99 | — | — | — | |
| FlashVSR2026.06 | 23.32 | — | 0.2738 | — | 0.1354 | 0.4958 | 67.51 | — | 0.4618 | — | — | 3.9426 | — | — | — | |
| MinMaxBit=W6A62026.02 | 23.27 | 0.709 | 0.2987 | — | 0.2154 | 0.5205 | 63.73 | 0.3412 | 0.5135 | 0.95 | — | — | — | — | — | |
| UAVStep=30, Time (s)=382.1, Params (B)=0.72026.03 | 23.16 | 0.607 | 0.401 | — | — | 0.4002 | 59.53 | — | 65.72 | 3.76 | — | 4.64 | — | — | — | |
| STAR + BiM-VFIVSR=STAR, VFI=BiM-VFI2026.05 | 23.09 | 0.6882 | 0.4054 | — | 0.1888 | 0.2573 | 44.78 | 0.233 | 0.5909 | — | — | — | — | — | — | |
| ViDiT-QBit=W6A62026.02 | 23.08 | 0.7024 | 0.3005 | — | 0.2167 | 0.5224 | 64.38 | 0.3499 | 0.5513 | 0.86 | — | — | — | — | — | |
| SmoothQuantBit=W6A62026.02 | 23.02 | 0.7014 | 0.3011 | — | 0.218 | 0.5237 | 64.39 | 0.352 | 0.5579 | 0.89 | — | — | — | — | — | |
| LiteVSRBase Video Generator=Wan2.2-5B2026.06 | 23.01 | — | 0.3266 | — | 0.164 | 0.558 | 70.02 | — | 0.515 | — | — | 3.8333 | — | — | — | |
| STAR + MoMoVSR=STAR, VFI=MoMo2026.05 | 22.9 | 0.6908 | 0.403 | — | 0.1949 | 0.269 | 42.89 | 0.2165 | 0.5358 | — | — | — | — | — | — | |
| SmartDirector2026.05 | 22.78 | 0.6357 | 0.2016 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Upscale-A-Video2026.06 | 22.76 | — | 0.4246 | — | 0.2427 | 0.2515 | 35.89 | — | 0.2484 | — | — | 6.3404 | — | — | — | |
| STAR + TLBVFIVSR=STAR, VFI=TLBVFI2026.05 | 22.73 | 0.6901 | 0.401 | — | 0.1947 | 0.2692 | 42.91 | 0.2154 | 0.5582 | — | — | — | — | — | — | |
| QuaRotBit=W4A42026.02 | 22.72 | 0.6941 | 0.3489 | — | 0.2672 | 0.4346 | 56.9 | 0.2775 | 0.3436 | 1.36 | — | — | — | — | — | |
| DiffVSR2026.06 | 22.34 | — | 0.3341 | — | 0.1799 | 0.355 | 57.4 | — | 0.44 | — | — | 4.8054 | — | — | — | |
| SVDQuantBit=W4A42026.02 | 21.92 | 0.6544 | 0.477 | — | 0.3781 | 0.5007 | 46.48 | 0.2768 | 0.1718 | 1.23 | — | — | — | — | — | |
| ViDiT-QBit=W4A42026.02 | 21.89 | 0.657 | 0.5052 | — | 0.4012 | 0.2565 | 25.72 | 0.1962 | 0.0559 | 1.36 | — | — | — | — | — | |
| Upscale-A-Video2026.03 | 21.72 | 0.5913 | 0.4116 | — | 0.223 | — | — | — | — | — | — | — | — | — | — | |
| Upscale-A-VideoVenue=CVPR 20242025.09 | 21.72 | 0.5913 | 0.4116 | 3.97 | — | 0.4697 | — | — | 0.7291 | — | — | — | — | — | — | |
| Upscale-A-VideoConference=CVPR 20242025.10 | 21.72 | 0.5913 | 0.4116 | — | 0.223 | 0.4697 | 59.91 | — | 0.7291 | 3.97 | — | — | — | — | — | |
| VEnhancer2026.05 | 21.57 | 0.687 | 0.342 | — | 0.177 | — | — | — | — | — | — | — | — | — | — |