Lightweight Image Super-Resolution on Urban100 (PSNR, SSIM)
32.97PSNRMaIR-Small
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MaIR-SmallScale=x2, Params=1,355K, MACS=542.0G2024.12 | 32.97 | 93.59 | |
| MambaIR-SmallScale=x2, Params=1,363K, MACS=567.5G2024.12 | 32.92 | 93.56 | |
| MaIR-TinyScale=x2, Params=878K, MACS=207.8G2024.12 | 32.89 | 93.46 | |
| MambaIR-TinyScale=x2, Params=905K, MACS=167.1G2024.12 | 32.85 | 93.49 | |
| SwinIRScale=x2, Params=910K, MACS=122.2G2024.12 | 32.76 | 93.4 | |
| LatticeNetScale=x2, Params=756K, MACS=169.5G2024.12 | 32.43 | 93.02 | |
| IMDNScale=x2, Params=694K, MACS=158.8G2024.12 | 32.17 | 92.83 | |
| LAPAR-AScale=x2, Params=548K, MACS=171.0G2024.12 | 32.1 | 92.83 | |
| CARNScale=x2, Params=1,592K, MACS=222.8G2024.12 | 31.92 | 92.56 | |
| MambaIR-SmallScale=x3, Params=1,371K, MACS=252.7G2024.12 | 29 | 86.89 | |
| MaIR-SmallScale=x3, Params=1,363K, MACS=241.4G2024.12 | 28.92 | 86.76 | |
| MaIR-TinyScale=x3, Params=886K, MACS=93.0G2024.12 | 28.83 | 86.51 | |
| MambaIR-TinyScale=x3, Params=913K, MACS=74.5G2024.12 | 28.7 | 86.31 | |
| SwinIRScale=x3, Params=918K, MACS=55.4G2024.12 | 28.66 | 86.24 | |
| LatticeNetScale=x3, Params=765K, MACS=76.3G2024.12 | 28.33 | 85.38 | |
| IMDNScale=x3, Params=703K, MACS=71.5G2024.12 | 28.17 | 85.19 | |
| LAPAR-AScale=x3, Params=544K, MACS=144.0G2024.12 | 28.15 | 85.23 | |
| CARNScale=x3, Params=1,592K, MACS=111.8G2024.12 | 28.06 | 84.93 | |
| MambaIR-SmallScale=x4, Params=1,383K, MACS=143.0G2024.12 | 26.75 | 80.51 | |
| MaIR-SmallScale=x4, Params=1,374K, MACS=136.6G2024.12 | 26.73 | 80.49 | |
| MaIR-TinyScale=x4, Params=897K, MACS=53.1G2024.12 | 26.6 | 80.13 | |
| MambaIR-TinyScale=x4, Params=924K, MACS=42.3G2024.12 | 26.52 | 79.83 | |
| SwinIRScale=x4, Params=930K, MACS=31.8G2024.12 | 26.48 | 79.8 | |
| LatticeNetScale=x4, Params=777K, MACS=43.6G2024.12 | 26.25 | 78.73 | |
| LAPAR-AScale=x4, Params=659K, MACS=94.0G2024.12 | 26.14 | 78.71 | |
| CARNScale=x4, Params=1,592K, MACS=90.9G2024.12 | 26.07 | 78.37 | |
| IMDNScale=x4, Params=715K, MACS=40.9G2024.12 | 26.04 | 78.38 |