Image Super-Resolution on BSDS100 (PSNR, SSIM)
32.69PSNRPS-Mamba-L
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PS-Mamba-Lscale=2×, #param=21.2M2026.03 | 32.69 | 90.62 | |
| HATscale=2x, #param=20.6M2024.11 | 32.62 | 90.53 | |
| MambaIRv2-Bscale=2x, #param=22.9M2024.11 | 32.62 | 90.53 | |
| MambaIRv2-Lscale=2x, #param=34.2M2024.11 | 32.62 | 90.53 | |
| HATscale=2×, #param=20.6M2026.03 | 32.62 | 90.53 | |
| MaIRscale=2×, #param=-2026.03 | 32.62 | 90.53 | |
| MambaIRv2-Lscale=2×, #param=34.2M2026.03 | 32.62 | 90.53 | |
| DATscale=2x, #param=14.8M2024.11 | 32.61 | 90.51 | |
| MambaIRscale=2×, #param=20.4M2026.03 | 32.61 | 90.54 | |
| CAT-Ascale=2×, #param=16.5M2026.03 | 32.6 | 90.53 | |
| DATscale=2×, #param=14.8M2026.03 | 32.6 | 90.53 | |
| CAT-Ascale=2x, #param=16.5M2024.11 | 32.59 | 90.47 | |
| MambaIRv2-Sscale=2x, #param=9.6M2024.11 | 32.59 | 90.48 | |
| MambaIRscale=2x, #param=20.4M2024.11 | 32.58 | 90.48 | |
| EDTscale=2×, #param=11.5M2026.03 | 32.54 | 90.44 | |
| SwinIRscale=2x, #param=11.8M2024.11 | 32.53 | 90.41 | |
| SwinIRscale=2×, #param=11.8M2026.03 | 32.53 | 90.41 | |
| EDTscale=2x, #param=11.5M2024.11 | 32.52 | 90.41 | |
| IPTscale=2x, #param=115M2024.11 | 32.48 | — | |
| IPTscale=2×, #param=115M2026.03 | 32.48 | 90.38 | |
| PS-Mamba lightscale=2×, #param=970K, MACs=60.1G2026.03 | 32.43 | 90.29 | |
| SANscale=2x, #param=15.7M2024.11 | 32.42 | 90.28 | |
| SANscale=2×, #param=15.7M2026.03 | 32.42 | 90.28 | |
| RCANscale=2x, #param=15.4M2024.11 | 32.41 | 90.27 | |
| RCANscale=2×, #param=15.4M2026.03 | 32.41 | 90.27 | |
| SRFormer-lightscale=2×, #param=853K, MACs=236.3G2026.03 | 32.36 | 90.19 | |
| MambaIRv2-lightscale=2×, #param=774K, MACs=126.7G2026.03 | 32.36 | 90.19 | |
| MaIR-Smallscale=2×, #param=1,355K, MACs=542.0G2026.03 | 32.34 | 90.16 | |
| EDSRScale=2x2018.03 | 32.32 | 90.1 | |
| EDSRscale=2x, #param=42.6M2024.11 | 32.32 | 90.13 | |
| EDSRscale=2×, #param=42.6M2026.03 | 32.32 | 90.13 | |
| SwinIR-lightscale=x2, #param=910K, MACs=122.2G2024.02 | 32.31 | 90.12 | |
| MambaIRscale=x2, #param=905K, MACs=167.1G2024.02 | 32.31 | 90.13 | |
| SwinIR-lightscale=2×, #param=910K, MACs=244.2G2026.03 | 32.31 | 90.12 | |
| MambaIR-lightscale=2×, #param=905K, MACs=334.2G2026.03 | 32.31 | 90.13 | |
| ELANscale=2×, #param=621K, MACs=203.1G2026.03 | 32.3 | 90.12 | |
| D-DBPNScale=2x2018.03 | 32.27 | 90 | |
| LatticeNetscale=x2, #param=756K, MACs=169.5G2024.02 | 32.25 | 90.05 | |
| LatticeNetscale=2×, #param=756K, MACs=169.5G2026.03 | 32.25 | 90.05 | |
| IMDNscale=x2, #param=694K, MACs=158.8G2024.02 | 32.19 | 89.96 | |
| LAPAR-Ascale=x2, #param=548K, MACs=171.0G2024.02 | 32.19 | 89.99 | |
| CARNscale=x2, #param=1,592K, MACs=222.8G2024.02 | 32.09 | 89.78 | |
| CARNscale=2×, #param=1,592K, MACs=222.8G2026.03 | 32.09 | 89.78 | |
| DRRNScale=2x2018.03 | 32.05 | 89.7 | |
| VDSRScale=2x2018.03 | 31.9 | 89.6 | |
| DRCNScale=2x2018.03 | 31.85 | 89.4 | |
| LapSRNScale=2x2018.03 | 31.8 | 89.5 | |
| FSRCNNScale=2x2018.03 | 31.51 | 89.1 | |
| SRCNNScale=2x2018.03 | 31.36 | 88.8 | |
| A+Scale=2x2018.03 | 31.22 | 88.7 | |
| PS-Mamba-Lscale=3×, #param=21.2M2026.03 | 29.66 | 81.9 | |
| HATscale=3×, #param=20.6M2026.03 | 29.61 | 81.69 | |
| IPTscale=3×, #param=115M2026.03 | 29.59 | 81.54 | |
| DATscale=3×, #param=14.8M2026.03 | 29.59 | 81.65 | |
| MambaIRv2-Lscale=3x, #param=34.2M2024.11 | 29.57 | 81.75 | |
| MambaIRscale=3×, #param=20.4M2026.03 | 29.57 | 81.62 | |
| MambaIRv2-Lscale=3×, #param=34.2M2026.03 | 29.57 | 81.7 | |
| BicubicScale=2x2018.03 | 29.56 | 84.4 | |
| CAT-Ascale=3×, #param=16.5M2026.03 | 29.56 | 81.61 | |
| MaIRscale=3×, #param=-2026.03 | 29.56 | 81.67 | |
| DATscale=3x, #param=14.8M2024.11 | 29.55 | 81.69 | |
| MambaIRv2-Bscale=3x, #param=23.1M2024.11 | 29.55 | 81.69 | |
| HATscale=3x, #param=20.6M2024.11 | 29.54 | 81.67 | |
| CAT-Ascale=3x, #param=16.5M2024.11 | 29.52 | 81.6 | |
| MambaIRscale=3x, #param=20.4M2024.11 | 29.51 | 81.57 | |
| MambaIRv2-Sscale=3x, #param=9.8M2024.11 | 29.51 | 81.57 | |
| EDTscale=3×, #param=11.5M2026.03 | 29.51 | 81.49 | |
| SwinIRscale=3×, #param=11.8M2026.03 | 29.5 | 81.45 | |
| SwinIRscale=3x, #param=11.8M2024.11 | 29.46 | 81.45 | |
| EDTscale=3x, #param=11.5M2024.11 | 29.44 | 81.42 | |
| IPTscale=3x, #param=115M2024.11 | 29.38 | — | |
| PS-Mamba-lightscale=3×, #param=970K, MACs=60.1G2026.03 | 29.35 | 81.18 | |
| SANscale=3x, #param=15.7M2024.11 | 29.33 | 81.12 | |
| SANscale=3×, #param=15.7M2026.03 | 29.33 | 81.12 | |
| RCANscale=3x, #param=15.4M2024.11 | 29.32 | 81.11 | |
| RCANscale=3×, #param=15.4M2026.03 | 29.32 | 81.11 | |
| MaIR-Smallscale=3×, #param=1,363K, MACs=241.4G2026.03 | 29.29 | 81.03 | |
| SRFormer-lightscale=3×, #param=861K, MACs=105.4G2026.03 | 29.26 | 80.99 | |
| MambaIRv2-lightscale=3×, #param=781K, MACs=126.7G2026.03 | 29.26 | 80.98 | |
| EDSRscale=3x, #param=42.6M2024.11 | 29.25 | 80.93 | |
| EDSRscale=3×, #param=42.6M2026.03 | 29.25 | 80.93 | |
| MambaIRscale=x3, #param=913K, MACs=74.5G2024.02 | 29.23 | 80.84 | |
| MambaIR-lightscale=3×, #param=913K, MACs=148.5G2026.03 | 29.23 | 80.84 | |
| SwinIR-lightscale=3×, #param=918K, MACs=111.2G2026.03 | 29.22 | 80.82 | |
| ELANscale=3×, #param=629K, MACs=90.1G2026.03 | 29.21 | 80.81 | |
| SwinIR-lightscale=x3, #param=918K, MACs=55.4G2024.02 | 29.2 | 80.82 | |
| LatticeNetscale=x3, #param=765K, MACs=76.3G2024.02 | 29.15 | 80.59 | |
| LatticeNetscale=3×, #param=765K, MACs=76.3G2026.03 | 29.15 | 80.59 | |
| LAPAR-Ascale=x3, #param=544K, MACs=114.0G2024.02 | 29.11 | 80.54 | |
| IMDNscale=x3, #param=703K, MACs=71.5G2024.02 | 29.09 | 80.46 | |
| CARNscale=x3, #param=1,592K, MACs=118.8G2024.02 | 29.06 | 80.34 | |
| CARNscale=3×, #param=1,592K, MACs=118.8G2026.03 | 29.06 | 80.34 | |
| PS-Mamba-Lscale=4×, #param=21.2M2026.03 | 28.08 | 75.37 | |
| MaIRscale=4×, #param=-2026.03 | 28.02 | 75.16 | |
| MambaIRv2-Lscale=4x, #param=34.2M2024.11 | 28.01 | 75.21 | |
| HATscale=4×, #param=20.6M2026.03 | 28.01 | 75.07 | |
| MambaIRv2-Lscale=4×, #param=34.2M2026.03 | 28.01 | 75.21 | |
| DATscale=4x, #param=14.8M2024.11 | 28 | 75.15 | |
| HATscale=4x, #param=20.8M2024.11 | 28 | 75.17 | |
| MambaIRv2-Bscale=4x, #param=23.1M2024.11 | 28 | 75.11 |