Image Super-Resolution on Manga109 (test)
40.48PSNRMaIR+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MaIR+Scale=x22024.12 | 40.48 | 0.9811 | |
| MambaIR+scale=x22024.02 | 40.33 | 0.9806 | |
| MaIRScale=x22024.12 | 40.3 | 0.9807 | |
| MambaIRscale=x22024.02 | 40.28 | 0.9806 | |
| MambaIRScale=x22024.12 | 40.28 | 0.9806 | |
| SRFormerscale=x22024.02 | 40.07 | 0.9802 | |
| SRFormerScale=x22024.12 | 40.07 | 0.9802 | |
| SwinIRscale=x22024.02 | 39.92 | 0.9797 | |
| SwinIRScale=x22024.12 | 39.92 | 0.9797 | |
| SST-lt+Scale=×2, Latency (ms)=249.6, Mem (mb)=804, #FLOPs (G)=4903.3, #params (K)=8932026.03 | 39.9 | 0.9798 | |
| ESCScale=×2, Latency (ms)=120.9, Mem (mb)=831, #FLOPs (G)=592.0, #params (K)=9472026.03 | 39.73 | 0.9795 | |
| SST-ltScale=×2, Latency (ms)=191.9, Mem (mb)=755, #FLOPs (G)=2057.6, #params (K)=8932026.03 | 39.72 | 0.9795 | |
| HiT-SRFScale=×2, Latency (ms)=268.1, Mem (mb)=1804, #FLOPs (G)=226.5, #params (K)=8472026.03 | 39.69 | 0.9793 | |
| ELANscale=x22024.02 | 39.62 | 0.9793 | |
| ELANScale=x22024.12 | 39.62 | 0.9793 | |
| ATD-ltScale=×2, Latency (ms)=733.5, Mem (mb)=2839, #FLOPs (G)=380.0, #params (K)=7532026.03 | 39.6 | 0.9791 | |
| NLSAscale=x22024.02 | 39.59 | 0.9789 | |
| NLSAScale=x22024.12 | 39.59 | 0.9789 | |
| SAFMNScale=x22023.02 | 39.56 | 0.979 | |
| HANscale=x22024.02 | 39.46 | 0.9785 | |
| HANScale=x22024.12 | 39.46 | 0.9785 | |
| RCANscale=x22024.02 | 39.44 | 0.9786 | |
| CRAFTScale=x2, #Params=737K2023.08 | 39.39 | 0.9786 | |
| CSNLNscale=x22024.02 | 39.37 | 0.9785 | |
| SRFormer-ltScale=×2, Latency (ms)=1838.1, Mem (mb)=1184, #FLOPs (G)=236.3, #params (K)=8532026.03 | 39.36 | 0.9787 | |
| T-PMambaSRScale=×2, Params=687K, FLOPs=238.1G2025.11 | 39.36 | 0.9782 | |
| IGNNscale=x22024.02 | 39.35 | 0.9786 | |
| IGNNScale=x22024.12 | 39.35 | 0.9786 | |
| SANscale=x22024.02 | 39.32 | 0.9792 | |
| SANScale=x22024.12 | 39.32 | 0.9792 | |
| RDNScale=x22019.07 | 39.18 | 0.978 | |
| GMFNScale=x22019.07 | 39.13 | 0.9778 | |
| SwinIR-lightScale=x2, #Params=878K2023.08 | 39.12 | 0.9783 | |
| ESRTScale=x2, #Params=777K2023.08 | 39.12 | 0.9774 | |
| ELAN-lightScale=x2, #Params=582K2023.08 | 39.11 | 0.9782 | |
| EDSRScale=x22019.07 | 39.1 | 0.9773 | |
| EDSRScale=x22023.02 | 39.1 | 0.9773 | |
| EDSRscale=x22024.02 | 39.1 | 0.9773 | |
| SRFBNScale=x22019.07 | 39.08 | 0.9779 | |
| HPUN-LScale=x2, #Params=714K2023.08 | 39.07 | 0.9779 | |
| D-DBPNScale=x22019.07 | 38.89 | 0.9775 | |
| IMDNScale=x2, #Params [K]=694, #FLOPs [G]=161, #Acts [M]=4232023.02 | 38.88 | 0.9774 | |
| IMDNScale=x2, #Params=694K2023.08 | 38.88 | 0.9774 | |
| ShuffleMixerScale=x2, #Params [K]=394, #FLOPs [G]=91, #Acts [M]=8322023.02 | 38.83 | 0.9774 | |
| SMSRScale=x2, #Params [K]=985, #FLOPs [G]=1322023.02 | 38.76 | 0.9771 | |
| SAFMNScale=x2, #Params [K]=228, #FLOPs [G]=52, #Acts [M]=2992023.02 | 38.71 | 0.9771 | |
| PANScale=x2, #Params [K]=261, #FLOPs [G]=71, #Acts [M]=6772023.02 | 38.7 | 0.9773 | |
| LAPAR-AScale=x2, #Params=548k2023.08 | 38.67 | 0.9772 | |
| NLRNScale=x22019.07 | 38.55 | 0.9768 | |
| EDSR-baselineScale=x2, #Params [K]=1370, #FLOPs [G]=316, #Acts [M]=5632023.02 | 38.54 | 0.9769 | |
| EDSR-baselineScale=x2, #Params=1370K2023.08 | 38.54 | 0.9769 | |
| CARNScale=x2, #Params=1592K2023.08 | 38.36 | 0.9765 | |
| DRRNScale=x22019.07 | 37.6 | 0.9736 | |
| LapSRNScale=x2, #Params [K]=813, #FLOPs [G]=30, #Acts [M]=2232023.02 | 37.27 | 0.974 | |
| VDSRScale=x22019.07 | 37.22 | 0.975 | |
| VDSRScale=x2, #Params [K]=665, #FLOPs [G]=613, #Acts [M]=11202023.02 | 37.22 | 0.9729 | |
| FSRCNNScale=x2, #Params [K]=12, #FLOPs [G]=6, #Acts [M]=412023.02 | 36.67 | 0.9694 | |
| SRCNNScale=x2, #Params [K]=57, #FLOPs [G]=53, #Acts [M]=892023.02 | 35.74 | 0.9661 | |
| MaIR+Scale=x32024.12 | 35.67 | 0.9556 | |
| SRCNNScale=x22019.07 | 35.6 | 0.9663 | |
| MambaIR+scale=x32024.02 | 35.55 | 0.9549 | |
| MaIRScale=x32024.12 | 35.44 | 0.9547 | |
| MambaIRscale=x32024.02 | 35.43 | 0.9546 | |
| MambaIRScale=x32024.12 | 35.43 | 0.9546 | |
| SRFormerscale=x32024.02 | 35.26 | 0.9543 | |
| SRFormerScale=x32024.12 | 35.26 | 0.9543 | |
| SwinIRscale=x32024.02 | 35.12 | 0.9537 | |
| SwinIRScale=x32024.12 | 35.12 | 0.9537 | |
| SST-lt+Scale=×3, Latency (ms)=98.1, Mem (mb)=432, #FLOPs (G)=2397.7, #params (K)=9002026.03 | 34.99 | 0.9528 | |
| ESCScale=×3, Latency (ms)=41.4, Mem (mb)=385, #FLOPs (G)=267.6, #params (K)=9552026.03 | 34.94 | 0.9525 | |
| SST-ltScale=×3, Latency (ms)=69.2, Mem (mb)=359, #FLOPs (G)=954.1, #params (K)=9002026.03 | 34.79 | 0.952 | |
| RCAN+Scale=x3, Degradation Model=Blur-downscale (BD), Self-ensemble=true2018.07 | 34.76 | 0.9502 | |
| ELANscale=x32024.02 | 34.73 | 0.9517 | |
| ELANScale=x32024.12 | 34.73 | 0.9517 | |
| HiT-SRFScale=×3, Latency (ms)=124.9, Mem (mb)=1464, #FLOPs (G)=101.6, #params (K)=8552026.03 | 34.72 | 0.9511 | |
| SAFMNScale=x32023.02 | 34.66 | 0.9504 | |
| ATD-ltScale=×3, Latency (ms)=274.4, Mem (mb)=1258, #FLOPs (G)=168.0, #params (K)=7602026.03 | 34.61 | 0.9509 | |
| NLSAscale=x32024.02 | 34.57 | 0.9508 | |
| NLSAScale=x32024.12 | 34.57 | 0.9508 | |
| HANscale=x32024.02 | 34.48 | 0.95 | |
| HANScale=x32024.12 | 34.48 | 0.95 | |
| MaIR-SmallScale=×3, Params=1,363K, FLOPs=241.4G2025.11 | 34.46 | 0.9497 | |
| CSNLNscale=x32024.02 | 34.45 | 0.9502 | |
| T-PMambaSRScale=×3, Params=694K, FLOPs=105.6G2025.11 | 34.45 | 0.95 | |
| RCANscale=x32024.02 | 34.44 | 0.9499 | |
| IGNNscale=x32024.02 | 34.39 | 0.9496 | |
| IGNNScale=x32024.12 | 34.39 | 0.9496 | |
| RCANScale=x3, Degradation Model=Blur-downscale (BD), Self-ensemble=false2018.07 | 34.38 | 0.9483 | |
| RDN+Degradation=BD, Scale=x32018.12 | 34.34 | 0.9483 | |
| SANscale=x32024.02 | 34.3 | 0.9494 | |
| SANScale=x32024.12 | 34.3 | 0.9494 | |
| CRAFTScale=x3, #Params=744K2023.08 | 34.29 | 0.9491 | |
| SRFormer-ltScale=×3, Latency (ms)=668.3, Mem (mb)=537, #FLOPs (G)=105.4, #params (K)=8612026.03 | 34.26 | 0.9498 | |
| GMFNScale=x32019.07 | 34.24 | 0.9487 | |
| SRFBNScale=x32019.07 | 34.18 | 0.9481 | |
| EDSRScale=x32019.07 | 34.17 | 0.9476 | |
| EDSRScale=x32023.02 | 34.17 | 0.9476 | |
| EDSRscale=x32024.02 | 34.17 | 0.9476 | |
| RDNScale=x32019.07 | 34.13 | 0.9484 | |
| ELAN-lightScale=x3, #Params=590K2023.08 | 34 | 0.9478 |