Video Super-Resolution on MVSR4x
22.82PSNRLSGQuant
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LSGQuantBit=W4A42026.02 | 22.82 | 0.7492 | 0.3317 | 0.2715 | 0.4543 | 58.9 | 0.3529 | 0.4257 | 0.52 | |
| WANBit=W16A162026.02 | 22.8 | 0.7434 | 0.3353 | 0.2661 | 0.4794 | 63.49 | 0.3904 | 0.502 | 0.46 | |
| SVDQuantBit=W6A62026.02 | 22.79 | 0.7419 | 0.3374 | 0.2689 | 0.4778 | 63.62 | 0.3893 | 0.4957 | 0.47 | |
| LSGQuantBit=W6A62026.02 | 22.79 | 0.742 | 0.3337 | 0.2655 | 0.479 | 63.74 | 0.3903 | 0.5072 | 0.47 | |
| MGLD-VSR2026.03 | 22.77 | 0.7418 | 0.3568 | 0.2245 | — | — | — | — | — | |
| MGLD-VSRConference=ECCV 20242025.10 | 22.77 | 0.7417 | 0.3568 | 0.2245 | 0.3769 | 53.46 | — | 0.6214 | 1.55 | |
| QuaRotBit=W6A62026.02 | 22.75 | 0.7438 | 0.3401 | 0.2693 | 0.4759 | 63.47 | 0.3907 | 0.4911 | 0.44 | |
| MinMaxBit=W6A62026.02 | 22.68 | 0.746 | 0.3373 | 0.2712 | 0.4878 | 62.79 | 0.3771 | 0.4606 | 0.43 | |
| OASISVenue=20252025.09 | 22.66 | 0.7428 | 0.3246 | — | 0.5711 | — | — | 0.7243 | 0.87 | |
| MGLD-VSRVenue=ECCV 20242025.09 | 22.58 | 0.7399 | 0.3486 | — | 0.3738 | — | — | 0.6062 | 1.51 | |
| SmoothQuantBit=W6A62026.02 | 22.56 | 0.7438 | 0.3374 | 0.2724 | 0.487 | 63.13 | 0.3885 | 0.4915 | 0.41 | |
| ViDiT-QBit=W6A62026.02 | 22.56 | 0.7435 | 0.3365 | 0.274 | 0.4811 | 62.92 | 0.3851 | 0.4939 | 0.39 | |
| ChopGrad2026.03 | 22.55 | 0.755 | 0.3212 | 0.2071 | — | — | — | — | — | |
| InfVSRConference=Ours2025.10 | 22.49 | 0.7373 | 0.3452 | 0.2107 | 0.5229 | 64.03 | — | 0.6872 | 1.03 | |
| RealESRGAN2026.03 | 22.47 | 0.7412 | 0.4534 | 0.3021 | — | — | — | — | — | |
| RealViFormerConference=ECCV 20242025.10 | 22.44 | 0.719 | 0.3997 | 0.2453 | 0.5206 | 61.99 | — | 0.6451 | 1.25 | |
| STAR2026.03 | 22.42 | 0.7421 | 0.4311 | 0.2714 | — | — | — | — | — | |
| DOVE2026.03 | 22.42 | 0.7523 | 0.3476 | 0.2363 | — | — | — | — | — | |
| STARVenue=ICCV 20252025.09 | 22.42 | 0.7421 | 0.4311 | — | 0.2674 | — | — | 0.2137 | 0.61 | |
| STARConference=ICCV 20252025.10 | 22.42 | 0.7421 | 0.4311 | 0.2714 | 0.2674 | 32.24 | — | 0.2137 | 0.61 | |
| QuaRotBit=W4A42026.02 | 22.37 | 0.7422 | 0.3773 | 0.299 | 0.4121 | 56.7 | 0.2988 | 0.3357 | 0.75 | |
| Upscale-A-VideoVenue=CVPR 20242025.09 | 22.35 | 0.7327 | 0.4012 | — | 0.3235 | — | — | 0.4276 | 0.66 | |
| SeedVR2 + MoMoVSR=SeedVR2, VFI=MoMo2026.05 | 22.35 | 0.7641 | 0.3566 | 0.2299 | 0.2377 | 31.76 | 0.2176 | 0.2369 | — | |
| SeedVR2 + TLBVFIVSR=SeedVR2, VFI=TLBVFI2026.05 | 22.3 | 0.7633 | 0.356 | 0.2295 | 0.2392 | 32.12 | 0.2191 | 0.2382 | — | |
| SeedVR2 + BiM-VFIVSR=SeedVR2, VFI=BiM-VFI2026.05 | 22.27 | 0.7657 | 0.3592 | 0.2289 | 0.2117 | 32.65 | 0.2163 | 0.2401 | — | |
| DiffST2026.05 | 22.24 | 0.7446 | 0.332 | 0.2233 | 0.4565 | 60.99 | 0.3591 | 0.6739 | — | |
| SeedVRVenue=ICCV 20252025.09 | 22.16 | 0.7407 | 0.4543 | — | 0.2271 | — | — | 0.1554 | 2.28 | |
| STAR + BiM-VFIVSR=STAR, VFI=BiM-VFI2026.05 | 22.07 | 0.7343 | 0.4405 | 0.2636 | 0.2712 | 35.93 | 0.2931 | 0.2566 | — | |
| STAR + MoMoVSR=STAR, VFI=MoMo2026.05 | 22.01 | 0.7344 | 0.4332 | 0.2636 | 0.2855 | 34.95 | 0.2908 | 0.244 | — | |
| STAR + TLBVFIVSR=STAR, VFI=TLBVFI2026.05 | 21.95 | 0.7349 | 0.4314 | 0.2612 | 0.2808 | 34.94 | 0.2907 | 0.2397 | — | |
| SeedVR2Conference=ICLR 20262025.10 | 21.88 | 0.7678 | 0.3615 | 0.2141 | 0.2371 | 35.29 | — | 0.3098 | 1.08 | |
| SeedVR + BiM-VFIVSR=SeedVR, VFI=BiM-VFI2026.05 | 21.81 | 0.7252 | 0.4171 | 0.2299 | 0.248 | 38.77 | 0.235 | 0.3163 | — | |
| RealBasicVSR2026.03 | 21.8 | 0.7045 | 0.4235 | 0.2498 | — | — | — | — | — | |
| RealBasicVSRVenue=CVPR 20222025.09 | 21.8 | 0.7045 | 0.4235 | — | 0.4118 | — | — | 0.6846 | 1.69 | |
| SeedVR + MoMoVSR=SeedVR, VFI=MoMo2026.05 | 21.8 | 0.7254 | 0.4123 | 0.233 | 0.2908 | 38.07 | 0.2393 | 0.3063 | — | |
| RealBasicVSRConference=CVPR 20222025.10 | 21.8 | 0.7045 | 0.4235 | 0.2498 | 0.4118 | 62.96 | — | 0.6846 | 1.69 | |
| SeedVR + TLBVFIVSR=SeedVR, VFI=TLBVFI2026.05 | 21.78 | 0.7262 | 0.4075 | 0.2319 | 0.293 | 38.2 | 0.2391 | 0.3126 | — | |
| SeedVR2Venue=arXiv 20252025.09 | 21.72 | 0.7566 | 0.3667 | — | 0.2243 | — | — | 0.2219 | 1.33 | |
| SVDQuantBit=W4A42026.02 | 21.69 | 0.7289 | 0.4559 | 0.378 | 0.4141 | 39.8 | 0.2717 | 0.1615 | 0.62 | |
| ResShift2026.03 | 21.58 | 0.6473 | 0.5945 | 0.3351 | — | — | — | — | — | |
| SeedVRConference=CVPR 20252025.10 | 21.54 | 0.6869 | 0.4944 | 0.2229 | 0.2272 | 42.56 | — | 0.3548 | 2.73 | |
| ViDiT-QBit=W4A42026.02 | 21.06 | 0.7351 | 0.4613 | 0.3877 | 0.2997 | 26.34 | 0.2307 | 0.1046 | 0.63 | |
| SmoothQuantBit=W4A42026.02 | 21.05 | 0.7226 | 0.4934 | 0.4091 | 0.2728 | 28.73 | 0.2261 | 0.0891 | 0.95 | |
| MinMaxBit=W4A42026.02 | 20.89 | 0.7139 | 0.5288 | 0.4203 | 0.2549 | 25.35 | 0.3416 | 0.0661 | 1.07 | |
| VEnhancer2026.03 | 20.5 | 0.7117 | 0.4471 | 0.28 | — | — | — | — | — | |
| VEnhancerVenue=arXiv 20242025.09 | 20.5 | 0.7117 | 0.4471 | — | 0.3104 | — | — | 0.3164 | 0.62 | |
| Upscale-A-Video2026.03 | 20.42 | 0.6117 | 0.4717 | 0.2673 | — | — | — | — | — | |
| Upscale-A-VideoConference=CVPR 20242025.10 | 20.42 | 0.6117 | 0.4717 | 0.2673 | 0.6106 | 69.8 | — | 0.7221 | 5.07 | |
| VEnhancerVSR=VEnhancer2026.05 | 20.37 | 0.7112 | 0.4562 | 0.2779 | 0.298 | 37.96 | 0.3207 | 0.3064 | — |