Super-Resolution on RealSR v3 (test)
29.43PSNRT-PMambaSR
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| T-PMambaSRScale=x4, Params=703K, FLOPs=63.0G2025.11 | 29.43 | — | — | — | — | 83.25 | 0.2658 | — | — | — | — | — | |
| Mambairv2-lightScale=x4, Params=790K, FLOPs=75.6G2025.11 | 29.4 | — | — | — | — | 83.25 | 0.2682 | — | — | — | — | — | |
| Mambair-lightScale=x4, Params=924K, FLOPs=84.6G2025.11 | 29.39 | — | — | — | — | 83.08 | 0.2706 | — | — | — | — | — | |
| SRFormer-lightScale=x4, Params=873K, FLOPs=62.8G2025.11 | 29.38 | — | — | — | — | 83.14 | 0.2697 | — | — | — | — | — | |
| HiT-SIRScale=x4, Params=792K, FLOPs=53.8G2025.11 | 29.34 | — | — | — | — | 83.12 | 0.2724 | — | — | — | — | — | |
| SP-MoMamba-BScale=×4, Params=559K, GMACs=46G2026.05 | 29.31 | — | — | — | — | 83.12 | 0.2711 | — | — | — | — | — | |
| MambaIRv2Scale=×4, Params=790K, GMACs=76G2026.05 | 29.27 | — | — | — | — | 82.95 | 0.2738 | — | — | — | — | — | |
| SeemoRe-LScale=×4, Params=715K, GMACs=50G2026.05 | 29.24 | — | — | — | — | 82.93 | 0.2764 | — | — | — | — | — | |
| MambaIRScale=×4, Params=924K, GMACs=85G2026.05 | 29.22 | — | — | — | — | 82.86 | 0.2748 | — | — | — | — | — | |
| SwinIR-lightScale=×4, Params=930K, GMACs=64G2026.05 | 29.18 | — | — | — | — | 82.78 | 0.2756 | — | — | — | — | — | |
| SwinIR-OrigsOnlyBackbone=SwinIR, Enhanced GT=false2025.04 | 26.05 | — | — | 31.37 | — | 74.6 | 0.37 | 0.38 | 0.2 | 4.24 | 2.88 | 0.23 | |
| SwinIR-UPos*Backbone=SwinIR, Enhanced GT=true2025.04 | 26.02 | — | — | 33.69 | — | 74.7 | 0.35 | 0.37 | 0.2 | 4.31 | 2.95 | 0.24 | |
| SwinIR-AMOBackbone=SwinIR, Enhanced GT=true2025.04 | 25.99 | — | — | 34.86 | — | 74.7 | 0.34 | 0.37 | 0.19 | 4.32 | 2.96 | 0.25 | |
| SwinIR-AMO + FTBackbone=SwinIR, Enhanced GT=true, Fine-tuned=true2025.04 | 25.96 | — | — | 39.25 | — | 74.2 | 0.33 | 0.35 | 0.19 | 4.37 | 2.99 | 0.3 | |
| RESRGAN-OrigsOnlyBackbone=RESRGAN, Enhanced GT=false2025.04 | 25.9 | — | — | 46.11 | — | 75.8 | 0.27 | 0.27 | 0.16 | 4.8 | 3.4 | 0.32 | |
| RESRGAN-UPos*Backbone=RESRGAN, Enhanced GT=true2025.04 | 25.45 | — | — | 52.74 | — | 75 | 0.28 | 0.26 | 0.17 | 4.95 | 3.53 | 0.41 | |
| RESRGAN-AMOBackbone=RESRGAN, Enhanced GT=true2025.04 | 25.22 | — | — | 54.73 | — | 74.5 | 0.28 | 0.25 | 0.17 | 4.97 | 3.57 | 0.45 | |
| RESRGAN-AMO + FTBackbone=RESRGAN, Enhanced GT=true, Fine-tuned=true2025.04 | 24.71 | — | — | 65.12 | — | 71.8 | 0.32 | 0.24 | 0.19 | 5.03 | 3.77 | 0.63 | |
| AESOPtrained for real-world SR task=true2024.11 | — | 4.2337 | 0.4136 | 63.6489 | 0.5687 | — | — | — | — | — | — | — | |
| BSRGANtrained for real-world SR task=true2024.11 | — | 4.6519 | 0.3698 | 63.5908 | 0.5439 | — | — | — | — | — | — | — | |
| ESRGANtrained for real-world SR task=false2024.11 | — | 7.7326 | 0.2043 | 29.0494 | 0.2362 | — | — | — | — | — | — | — | |
| LDLtrained for real-world SR task=true2024.11 | — | 4.8869 | 0.3706 | 60.1015 | 0.4883 | — | — | — | — | — | — | — | |
| Real-ESRGANtrained for real-world SR task=true2024.11 | — | 4.679 | 0.3662 | 59.6855 | 0.4901 | — | — | — | — | — | — | — |