Super-Resolution on Manga109
41.13PSNRHMA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HMAScale=x2, Pre-training strategy=true2024.05 | 41.13 | 0.9836 | — | — | — | |
| HAT-LScale=x2, Pre-training strategy=true2024.05 | 41.01 | 0.9831 | — | — | — | |
| SST-L+scale=×2, #params=20.3, Training dataset=DFLIP, training patch size=96 × 962026.03 | 40.86 | 0.9821 | — | — | — | |
| MambaIRV2-Lscale=×2, #params=34.2, Training dataset=DFLIP2026.03 | 40.82 | 0.982 | — | — | — | |
| HMAScale=x2, Pre-training strategy=false2024.05 | 40.73 | 0.9824 | — | — | — | |
| GRLScale=x2, Pre-training strategy=false2024.05 | 40.67 | 0.9818 | — | — | — | |
| PFTscale=×2, #params=19.6, Training dataset=DFLIP2026.03 | 40.64 | 0.9817 | — | — | — | |
| SST-Lscale=×2, #params=20.3, Training dataset=DFLIP2026.03 | 40.64 | 0.9817 | — | — | — | |
| HATScale=x2, Pre-training strategy=false2024.05 | 40.26 | 0.9809 | — | — | — | |
| SRFormerScale=x2, Pre-training strategy=false2024.05 | 40.07 | 0.9802 | — | — | — | |
| EDTScale=x2, Pre-training strategy=false2024.05 | 39.93 | 0.98 | — | — | — | |
| SwinIRScale=x2, Pre-training strategy=false2024.05 | 39.92 | 0.9797 | — | — | — | |
| IET-lightScale=x2, Params=783K, FLOPs=277.9G2026.01 | 39.75 | 0.9793 | — | — | — | |
| NLSAScale=x2, Pre-training strategy=false2024.05 | 39.59 | 0.9789 | — | — | — | |
| PFT-lightScale=x22025.03 | 39.55 | 0.9792 | — | — | — | |
| PFT-lightScale=x2, Params=776K, FLOPs=278.3G2026.01 | 39.55 | 0.9792 | — | — | — | |
| ATD-lightScale=x2, Params=753K2024.01 | 39.51 | 0.9789 | — | — | — | |
| ATD-lightScale=x22025.03 | 39.51 | 0.9789 | — | — | — | |
| ATD-lightScale=x2, Params=753K, FLOPs=348.6G2026.01 | 39.51 | 0.9789 | — | — | — | |
| RCANScale=x2, Pre-training strategy=false2024.05 | 39.44 | 0.9786 | — | — | — | |
| IGNNScale=x2, Pre-training strategy=false2024.05 | 39.35 | 0.9786 | — | — | — | |
| MambaIRv2-lightScale=x2, Params=774K, FLOPs=286.3G2026.01 | 39.35 | 0.9785 | — | — | — | |
| SANScale=x2, Pre-training strategy=false2024.05 | 39.32 | 0.9792 | — | — | — | |
| IPG-TinyScale=x22025.03 | 39.31 | 0.9786 | — | — | — | |
| IPG-TinyScale=x2, Params=872K, FLOPs=245.2G2026.01 | 39.31 | 0.9786 | — | — | — | |
| HBPNScale=2x2019.06 | 39.3 | 0.979 | — | — | — | |
| OmniSRScale=x2, Params=772K2024.01 | 39.28 | 0.9784 | — | — | — | |
| OmniSRScale=x22025.03 | 39.28 | 0.9784 | — | — | — | |
| OmniSRScale=x2, Params=772K, FLOPs=194.5G2026.01 | 39.28 | 0.9784 | — | — | — | |
| SwinIR-NGScale=x2, Params=1181K2024.01 | 39.2 | 0.9781 | — | — | — | |
| SwinIR-NGScale=x22025.03 | 39.2 | 0.9781 | — | — | — | |
| SwinIR-NGScale=x2, Params=1,181K, FLOPs=274.1G2026.01 | 39.2 | 0.9781 | — | — | — | |
| Omni-SRScale=x2, Params=772K, FLOPS=172.1G2024.01 | 39.14 | 0.9777 | — | — | — | |
| SwinIR-lightScale=x2, Params=910K2024.01 | 39.12 | 0.9783 | — | — | — | |
| DLGSANetScale=x2, Params=566K, FLOPS=128.1G2024.01 | 39.12 | 0.9783 | — | — | — | |
| SwinIR-lightScale=x22025.03 | 39.12 | 0.9783 | — | — | — | |
| SwinIR-lightScale=x2, Params=910K, FLOPs=244G2026.01 | 39.12 | 0.9783 | — | — | — | |
| ELANScale=x2, Params=582K2024.01 | 39.11 | 0.9782 | — | — | — | |
| ELANScale=x22025.03 | 39.11 | 0.9782 | — | — | — | |
| ELANScale=x2, Params=582K, FLOPs=203G2026.01 | 39.11 | 0.9782 | — | — | — | |
| EDSRScale=2x2019.06 | 39.1 | 0.977 | — | — | — | |
| DBPNScale=2x2019.06 | 39.1 | 0.978 | — | — | — | |
| EDSRScale=x2, Pre-training strategy=false2024.05 | 39.1 | 0.9773 | — | — | — | |
| SwinIR-lightScale=x2, Params=878K, FLOPS=195.6G2024.01 | 39 | 0.9778 | — | — | — | |
| CFSRScale=x2, Params=291K, FLOPS=62.6G2024.01 | 38.94 | 0.9777 | — | — | — | |
| IMDNScale=x2, Params=694K2024.01 | 38.88 | 0.9774 | — | — | — | |
| IMDNScale=x2, Params=694K, FLOPS=158.8G2024.01 | 38.88 | 0.9774 | — | — | — | |
| RFDNScale=x2, Params=534K, FLOPS=95.0G2024.01 | 38.88 | 0.9773 | — | — | — | |
| IMDNScale=x22025.03 | 38.88 | 0.9774 | — | — | — | |
| IMDNScale=x2, Params=694K, FLOPs=158.8G2026.01 | 38.88 | 0.9774 | — | — | — | |
| SPANScale=x2, Params=481K, FLOPS=94.4G2024.01 | 38.83 | 0.9774 | — | — | — | |
| PANScale=x2, Params=261K, FLOPS=70.5G2024.01 | 38.7 | 0.9773 | — | — | — | |
| LAPAR-AScale=x2, Params=548K2024.01 | 38.67 | 0.9772 | — | — | — | |
| LAPAR-AScale=x2, Params=548K, FLOPS=171.0G2024.01 | 38.67 | 0.9772 | — | — | — | |
| LAPAR-AScale=x22025.03 | 38.67 | 0.9772 | — | — | — | |
| LAPAR-AScale=x2, Params=548K, FLOPs=171G2026.01 | 38.67 | 0.9772 | — | — | — | |
| ShuffleMixerScale=x2, Params=394K, FLOPS=91.0G2024.01 | 38.62 | 0.977 | — | — | — | |
| SRResNetScale=x2, #Bit (w/a)=32/322026.05 | 38.56 | 0.977 | — | — | — | |
| QuantSR+*Scale=x2, #Bit (w/a)=4/42026.05 | 38.55 | 0.977 | — | — | — | |
| I2NQ*Scale=x2, #Bit (w/a)=4/42026.05 | 38.48 | 0.9768 | — | — | — | |
| QuantSR+Scale=x2, #Bit (w/a)=4/42026.05 | 38.46 | 0.9767 | — | — | — | |
| CARNScale=x2, Params=1,592K2024.01 | 38.36 | 0.9765 | — | — | — | |
| CARNScale=x22025.03 | 38.36 | 0.9765 | — | — | — | |
| CARNScale=x2, Params=1,592K, FLOPs=222.8G2026.01 | 38.36 | 0.9765 | — | — | — | |
| DCLSScale=x22022.02 | 38.31 | 0.974 | — | — | — | |
| QuantSRScale=x2, #Bit (w/a)=4/42026.05 | 38.25 | 0.9762 | — | — | — | |
| DANv2Scale=x22022.02 | 38.07 | 0.9734 | — | — | — | |
| CADyQScale=x2, #Bit (w/a)=8/82026.05 | 38.06 | 0.976 | — | — | — | |
| QuantSR+Scale=x2, #Bit (w/a)=2/22026.05 | 37.96 | 0.9756 | — | — | — | |
| DRRNScale=2x2019.06 | 37.92 | 0.976 | — | — | — | |
| PAMSScale=x2, #Bit (w/a)=4/42026.05 | 37.62 | 0.974 | — | — | — | |
| QuantSRScale=x2, #Bit (w/a)=2/22026.05 | 37.6 | 0.9745 | — | — | — | |
| DRCNScale=2x2017.04 | 37.57 | 0.973 | 9.541 | — | — | |
| CADyQScale=x2, #Bit (w/a)=4/42026.05 | 37.31 | 0.974 | — | — | — | |
| LapSRN (ours 2x)Scale=2x2017.04 | 37.27 | 0.974 | 9.481 | — | — | |
| LapSRNScale=2x2019.06 | 37.27 | 0.974 | — | — | — | |
| DANv1Scale=x22022.02 | 37.23 | 0.971 | — | — | — | |
| VDSRScale=2x2017.04 | 37.16 | 0.974 | 9.12 | — | — | |
| VDSRScale=2x2019.06 | 37.16 | 0.974 | — | — | — | |
| DoReFaScale=x2, #Bit (w/a)=8/82026.05 | 37.01 | 0.945 | — | — | — | |
| DoReFaScale=x2, #Bit (w/a)=4/42026.05 | 36.95 | 0.944 | — | — | — | |
| IKCScale=x22022.02 | 36.93 | 0.9667 | — | — | — | |
| CRFSRScale=2x2019.06 | 36.78 | 0.97 | — | — | — | |
| LapSRN (ours 8x)Scale=2x2017.04 | 36.73 | 0.972 | 8.933 | — | — | |
| FSRCNNScale=2x2017.04 | 36.62 | 0.971 | 8.587 | — | — | |
| DoReFaScale=x2, #Bit (w/a)=2/22026.05 | 36.13 | 0.941 | — | — | — | |
| SST-L+scale=×3, #params=20.7, Training dataset=DFLIP, training patch size=96 × 962026.03 | 36.12 | 0.958 | — | — | — | |
| HMAScale=x3, Pre-training strategy=true2024.05 | 36.1 | 0.958 | — | — | — | |
| HAT-LScale=x3, Pre-training strategy=true2024.05 | 36.02 | 0.9576 | — | — | — | |
| MambaIRV2-Lscale=×3, #params=34.2, Training dataset=DFLIP2026.03 | 35.98 | 0.9574 | — | — | — | |
| SST-Lscale=×3, #params=20.7, Training dataset=DFLIP2026.03 | 35.9 | 0.957 | — | — | — | |
| HMAScale=x3, Pre-training strategy=false2024.05 | 35.82 | 0.9567 | — | — | — | |
| PFTscale=×3, #params=19.8, Training dataset=DFLIP2026.03 | 35.81 | 0.9567 | — | — | — | |
| SelfExSRScale=2x2017.04 | 35.78 | 0.968 | 8.721 | — | — | |
| SRCNNScale=2x2017.04 | 35.72 | 0.968 | 8.471 | — | — | |
| SRCNNScale=2x2019.06 | 35.72 | 0.968 | — | — | — | |
| HATScale=x3, Pre-training strategy=false2024.05 | 35.53 | 0.9552 | — | — | — | |
| SCNScale=2x2017.04 | 35.47 | 0.966 | 7.601 | — | — | |
| A+Scale=2x2017.04 | 35.33 | 0.967 | 8.906 | — | — | |
| A+Scale=2x2019.06 | 35.33 | 0.967 | — | — | — |