Classic Image Super-Resolution on Set5
38.7PSNRPS-Mamba-L
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PS-Mamba-Lscale=2×, #param=21.2M2026.03 | 38.7 | 96.33 | |
| MambaIRv2-Bscale=2x, #param=22.9M2024.11 | 38.65 | 96.31 | |
| MambaIRv2-Lscale=2x, #param=34.2M2024.11 | 38.65 | 96.32 | |
| HAT† + i-LNBackbone=HAT†, Scale=×2, Normalization=i-LN2025.04 | 38.65 | 96.31 | |
| MambaIRv2-Lscale=2×, #param=34.2M2026.03 | 38.65 | 96.31 | |
| HATscale=2x, #param=20.6M2024.11 | 38.63 | 96.3 | |
| HAT† + LNBackbone=HAT†, Scale=×2, Normalization=LayerNorm2025.04 | 38.63 | 96.3 | |
| HATscale=2×, #param=20.6M2026.03 | 38.63 | 96.3 | |
| MaIRscale=2×, #param=-2026.03 | 38.62 | 96.3 | |
| DATscale=2x, #param=14.8M2024.11 | 38.58 | 96.29 | |
| MambaIRscale=2x, #param=20.4M2024.11 | 38.57 | 96.27 | |
| MambaIRscale=2×, #param=20.4M2026.03 | 38.57 | 96.27 | |
| CAT-Ascale=2×, #param=16.5M2026.03 | 38.56 | 96.27 | |
| DATscale=2×, #param=14.8M2026.03 | 38.56 | 96.27 | |
| MambaIRv2-Sscale=2x, #param=9.6M2024.11 | 38.53 | 96.27 | |
| CAT-Ascale=2x, #param=16.5M2024.11 | 38.51 | 96.26 | |
| SwinIR+Scale=x2, Training Dataset=DIV2K+Flickr2K2021.08 | 38.46 | 96.24 | |
| EDTscale=2x, #param=11.5M2024.11 | 38.45 | 96.24 | |
| EDTscale=2×, #param=11.5M2026.03 | 38.45 | 96.24 | |
| SwinIRscale=2x, #param=11.8M2024.11 | 38.42 | 96.23 | |
| SwinIRScale=x2, Training Dataset=DIV2K+Flickr2K2021.08 | 38.42 | 96.23 | |
| SwinIRscale=2×, #param=11.8M2026.03 | 38.42 | 96.23 | |
| SwinIR-EQScale=x2, Parameters=5.2M2026.02 | 38.38 | 96.2 | |
| SwinIR+Scale=x2, Training Dataset=DIV2K2021.08 | 38.38 | 96.21 | |
| IPTscale=2x, #param=115M2024.11 | 38.37 | — | |
| IPTScale=x2, Training Dataset=ImageNet2021.08 | 38.37 | — | |
| IPTscale=2×, #param=115M2026.03 | 38.37 | 96.2 | |
| SwinIRScale=x2, Training Dataset=DIV2K2021.08 | 38.35 | 96.2 | |
| NLSAScale=x22026.02 | 38.34 | 96.18 | |
| NLSAScale=x2, Training Dataset=DIV2K2021.08 | 38.34 | 96.18 | |
| SwinIRScale=x2, Parameters=11.8M2026.02 | 38.32 | 96.19 | |
| SANscale=2x, #param=15.7M2024.11 | 38.31 | 96.2 | |
| SANScale=x2, Parameters=15.7M2026.02 | 38.31 | 96.2 | |
| SANScale=x2, Training Dataset=DIV2K2021.08 | 38.31 | 96.2 | |
| SANscale=2×, #param=15.7M2026.03 | 38.31 | 96.2 | |
| RCANscale=2x, #param=15.4M2024.11 | 38.27 | 96.14 | |
| RCANScale=x2, Parameters=15.4M2026.02 | 38.27 | 96.14 | |
| HANScale=x2, Parameters=16.1M2026.02 | 38.27 | 96.14 | |
| RCANScale=x2, Training Dataset=DIV2K2021.08 | 38.27 | 96.14 | |
| HANScale=x2, Training Dataset=DIV2K2021.08 | 38.27 | 96.14 | |
| RCANscale=2×, #param=15.4M2026.03 | 38.27 | 96.14 | |
| IGNNScale=x22026.02 | 38.24 | 96.13 | |
| IGNNScale=x2, Training Dataset=DIV2K2021.08 | 38.24 | 96.13 | |
| EDSRscale=2×, #param=42.6M2026.03 | 38.2 | 96.13 | |
| EDSRscale=2x, #param=42.6M2024.11 | 38.11 | 96.02 | |
| DBPNScale=x2, Training Dataset=DIV2K+Flickr2K2021.08 | 38.09 | 96 | |
| PS-Mamba-Lscale=3×, #param=21.2M2026.03 | 35.29 | 93.25 | |
| MambaIRv2-Bscale=3x, #param=23.1M2024.11 | 35.18 | 93.34 | |
| HATscale=3×, #param=20.6M2026.03 | 35.17 | 93.16 | |
| DATscale=3x, #param=14.8M2024.11 | 35.16 | 93.31 | |
| MambaIRv2-Lscale=3x, #param=34.2M2024.11 | 35.16 | 93.34 | |
| MambaIRv2-Lscale=3×, #param=34.2M2026.03 | 35.16 | 93.19 | |
| MaIRscale=3×, #param=-2026.03 | 35.15 | 93.28 | |
| DATscale=3×, #param=14.8M2026.03 | 35.11 | 93.1 | |
| MambaIRv2-Sscale=3x, #param=9.8M2024.11 | 35.09 | 93.26 | |
| MambaIRscale=3x, #param=20.4M2024.11 | 35.08 | 93.23 | |
| HATscale=3x, #param=20.6M2024.11 | 35.07 | 93.29 | |
| IPTscale=3×, #param=115M2026.03 | 35.07 | 93 | |
| CAT-Ascale=3x, #param=16.5M2024.11 | 35.06 | 93.26 | |
| MambaIRscale=3×, #param=20.4M2026.03 | 35.06 | 93.1 | |
| CAT-Ascale=3×, #param=16.5M2026.03 | 35.06 | 93.1 | |
| SwinIR+Scale=x3, Training Dataset=DIV2K+Flickr2K2021.08 | 35.04 | 93.22 | |
| SwinIRscale=3x, #param=11.8M2024.11 | 34.97 | 93.18 | |
| EDTscale=3x, #param=11.5M2024.11 | 34.97 | 93.16 | |
| SwinIRScale=x3, Training Dataset=DIV2K+Flickr2K2021.08 | 34.97 | 93.18 | |
| SwinIRscale=3×, #param=11.8M2026.03 | 34.97 | 92.91 | |
| EDTscale=3×, #param=11.5M2026.03 | 34.97 | 93.1 | |
| SwinIR+Scale=x3, Training Dataset=DIV2K2021.08 | 34.95 | 93.16 | |
| SwinIRScale=x3, Training Dataset=DIV2K2021.08 | 34.89 | 93.12 | |
| NLSAScale=x3, Training Dataset=DIV2K2021.08 | 34.85 | 93.06 | |
| IPTscale=3x, #param=115M2024.11 | 34.81 | — | |
| IPTScale=x3, Training Dataset=ImageNet2021.08 | 34.81 | — | |
| SANscale=3x, #param=15.7M2024.11 | 34.75 | 93 | |
| SANScale=x3, Training Dataset=DIV2K2021.08 | 34.75 | 93 | |
| HANScale=x3, Training Dataset=DIV2K2021.08 | 34.75 | 92.99 | |
| SANscale=3×, #param=15.7M2026.03 | 34.75 | 92.9 | |
| RCANscale=3x, #param=15.4M2024.11 | 34.74 | 92.99 | |
| RCANScale=x3, Training Dataset=DIV2K2021.08 | 34.74 | 92.99 | |
| RCANscale=3×, #param=15.4M2026.03 | 34.74 | 92.9 | |
| IGNNScale=x3, Training Dataset=DIV2K2021.08 | 34.72 | 92.98 | |
| EDSRscale=3x, #param=42.6M2024.11 | 34.65 | 92.8 | |
| EDSRscale=3×, #param=42.6M2026.03 | 34.65 | 92.8 | |
| PS-Mamba-Lscale=4×, #param=21.2M2026.03 | 33.32 | 90.76 | |
| MambaIRv2-Lscale=4x, #param=34.2M2024.11 | 33.19 | 90.62 | |
| MambaIRv2-Lscale=4×, #param=34.2M2026.03 | 33.19 | 90.62 | |
| MambaIRv2-Bscale=4x, #param=23.1M2024.11 | 33.14 | 90.57 | |
| HATscale=4×, #param=20.6M2026.03 | 33.14 | 90.72 | |
| MaIRscale=4×, #param=-2026.03 | 33.14 | 90.58 | |
| HAT† + i-LNBackbone=HAT†, Scale=×4, Normalization=i-LN2025.04 | 33.12 | 90.64 | |
| DATscale=4×, #param=14.8M2026.03 | 33.09 | 90.65 | |
| CAT-Ascale=4x, #param=16.6M2024.11 | 33.08 | 90.52 | |
| DATscale=4x, #param=14.8M2024.11 | 33.08 | 90.55 | |
| HATscale=4x, #param=20.8M2024.11 | 33.04 | 90.56 | |
| HAT† + LNBackbone=HAT†, Scale=×4, Normalization=LayerNorm2025.04 | 33.04 | 90.56 | |
| CAT-Ascale=4×, #param=16.5M2026.03 | 33.04 | 90.65 | |
| MambaIRscale=4x, #param=20.4M2024.11 | 33.03 | 90.46 | |
| MambaIRscale=4×, #param=20.4M2026.03 | 33.03 | 90.65 | |
| IPTscale=4×, #param=115M2026.03 | 33.02 | 90.5 | |
| EDTscale=4×, #param=11.5M2026.03 | 33.02 | 90.61 | |
| MambaIRv2-Sscale=4x, #param=9.8M2024.11 | 32.99 | 90.37 |