Super-Resolution on Manga109 4x
32.63PSNRCFAT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CFATScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 32.63 | 0.9305 | |
| HATScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 32.48 | 0.9292 | |
| CFAT-sScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 32.45 | 0.9279 | |
| ACTScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 32.44 | 0.9282 | |
| EDTScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 32.39 | 0.9283 | |
| ARTScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 32.31 | 0.9283 | |
| SwinIRScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 32.22 | 0.9273 | |
| DBPN-RES-MR64-3# Parameters (M)=10.2M2019.04 | 31.74 | 0.921 | |
| UCAN-Lscale=4×, #param=902K, MACs=48.4G2026.03 | 31.63 | 0.9212 | |
| ESCscale=4×, #param=968K, MACs=149.2G2026.03 | 31.54 | 0.9207 | |
| SwinFIR-TScale=x4, #Param. (K)=891, Flops (G)=54.42022.08 | 31.5 | 0.9199 | |
| UCANscale=4×, #param=705K, MACs=38.1G2026.03 | 31.5 | 0.92 | |
| ATD-lightscale=4×, #param=769K, MACs=100.1G2026.03 | 31.48 | 0.9198 | |
| HANScale=x4, Training Dataset=DIV2K2024.03 | 31.42 | 0.9177 | |
| EDT-TScale=x4, #Param. (K)=922, Flops (G)=58.52022.08 | 31.35 | 0.918 | |
| HiT-SRFscale=4×, #param=866K, MACs=58.0G2026.03 | 31.26 | 0.9171 | |
| MambaIRv2-lightscale=4x, #param=790K, MACS=75.6G2024.11 | 31.24 | 0.9182 | |
| MambaIRv2-lightscale=4×, #param=790K, MACs=75.6G2026.03 | 31.24 | 0.9182 | |
| RCAN# Parameters (M)=16M2019.04 | 31.22 | 0.917 | |
| RCANscale=4×, #param=15592K, MACs=917.6G2026.03 | 31.22 | 0.9173 | |
| SAN# Parameters (M)=15.7M2019.04 | 31.18 | 0.917 | |
| SANScale=x4, Training Dataset=DIV2K2024.03 | 31.18 | 0.9169 | |
| SRFormer-lightscale=4x, #param=873K, MACS=62.8G2024.11 | 31.17 | 0.9165 | |
| SRFormer-lightscale=4×, #param=873K, MACs=62.8G2026.03 | 31.17 | 0.9165 | |
| SRFBNParams=3,631K, MACs=7,466.1G2020.07 | 31.15 | 0.916 | |
| SHSR+Params=3,598K, MACs=1,657.6G2020.07 | 31.07 | 0.9144 | |
| Swin2SRScale=x4, Training Dataset=DIV2K+Flickr2K2024.03 | 31.03 | 0.9256 | |
| EDSR# Parameters (M)=43.2M2019.04 | 31.02 | 0.915 | |
| EDSRParams=43,089K, MACs=2,895.8G2020.07 | 31.02 | 0.9148 | |
| EDSRScale=x4, Training Dataset=DIV2K2024.03 | 31.02 | 0.9148 | |
| OmniSRscale=4×, #param=792K, MACs=50.9G2026.03 | 31.02 | 0.9151 | |
| RDN# Parameters (M)=22.3M2019.04 | 31 | 0.915 | |
| RDNscale=4×, #param=22271K, MACs=1309.2G2026.03 | 31 | 0.9151 | |
| MambaIR-lightscale=4x, #param=924K, MACS=84.6G2024.11 | 30.94 | 0.9135 | |
| MambaIR-lightscale=4×, #param=924K, MACs=84.6G2026.03 | 30.94 | 0.9135 | |
| SwinIR-light#Params (K)=897, #FLOPs (G)=49.6, Latency (ms)=2712022.03 | 30.92 | 0.9151 | |
| ELAN-light#Params (K)=601, #FLOPs (G)=43.2, Latency (ms)=622022.03 | 30.92 | 0.915 | |
| SwinIRScale=x4, #Param. (K)=897, Flops (G)=53.22022.08 | 30.92 | 0.9151 | |
| SwinIR-lightBit=322024.06 | 30.92 | 0.915 | |
| SwinIR-lightscale=4x, #param=930K, MACS=63.6G2024.11 | 30.92 | 0.9151 | |
| ELANscale=4x, #param=640K, MACS=54.1G2024.11 | 30.92 | 0.915 | |
| D-DBPNParams=10,426K, MACs=5,213.0G2020.07 | 30.91 | 0.9137 | |
| D-DBPN# Parameters (M)=10.2M2019.04 | 30.89 | 0.913 | |
| ESRT#Params (K)=7512022.03 | 30.75 | 0.91 | |
| SHSRParams=3,598K, MACs=207.2G2020.07 | 30.71 | 0.9107 | |
| ShuffleMixerScale=x4, Params=411K, FLOPs=28G2022.05 | 30.65 | 0.9093 | |
| MSRNParams=6,373K, MACs=368.6G2020.07 | 30.57 | 0.9103 | |
| SMSRScale=x4, Params=1006K, FLOPs=42G2022.05 | 30.54 | 0.9085 | |
| CARN#Params (K)=1592, #FLOPs (G)=90.9, Latency (ms)=302022.03 | 30.47 | 0.9084 | |
| CARNscale=4x, #param=1,592K, MACS=90.9G2024.11 | 30.47 | 0.9084 | |
| IMDN#Params (K)=715, #FLOPs (G)=40.9, Latency (ms)=192022.03 | 30.45 | 0.9075 | |
| IMDNScale=x4, Params=715K, FLOPs=41G2022.05 | 30.45 | 0.9075 | |
| LAPAR-A#Params (K)=659, #FLOPs (G)=94, Latency (ms)=472022.03 | 30.42 | 0.9074 | |
| LAPAR-AScale=x4, Params=659K, FLOPs=94G2022.05 | 30.42 | 0.9074 | |
| LAPARScale=x4, #Param. (K)=659, Flops (G)=94.82022.08 | 30.42 | 0.9074 | |
| CARNParams=1,592K, MACs=90.9G2020.07 | 30.4 | 0.9082 | |
| EDSR-baseline#Params (K)=1518, #FLOPs (G)=114, Latency (ms)=282022.03 | 30.35 | 0.9067 | |
| EDSR-baselineScale=x4, Params=1,518K, FLOPs=114G2022.05 | 30.35 | 0.9067 | |
| MSRN# Parameters (M)=6.3M2019.04 | 30.17 | 0.903 | |
| ShuffleMixer-TinyScale=x4, Params=113K, FLOPs=8G2022.05 | 29.96 | 0.9006 | |
| 2DQuantBit=42024.06 | 29.71 | 0.8972 | |
| MS-LapSRN# Parameters (M)=0.22M2019.04 | 29.54 | 0.897 | |
| LAPAR-CScale=x4, Params=115K, FLOPs=25G2022.05 | 29.5 | 0.8951 | |
| DRRN# Parameters (M)=0.30M2019.04 | 29.46 | 0.896 | |
| DRRNParams=297K, MACs=6,796.9G2020.07 | 29.46 | 0.896 | |
| MemNetParams=677K, MACs=2,662.4G2020.07 | 29.42 | 0.8942 | |
| DOBIBit=42024.06 | 29.31 | 0.8916 | |
| LapSRN# Parameters (M)=0.81M2019.04 | 29.09 | 0.89 | |
| LapSRNScale=x4, Params=813K, FLOPs=149G2022.05 | 29.09 | 0.8845 | |
| LapSRNParams=813K, MACs=149.4G2020.07 | 29.09 | 0.8845 | |
| DRCNScale=x4, Params=1,774K, FLOPs=17,974G2022.05 | 28.98 | 0.8816 | |
| DRCNParams=1,774K, MACs=17,974.3G2020.07 | 28.98 | 0.8816 | |
| DRCN# Parameters (M)=1.77M2019.04 | 28.97 | 0.886 | |
| VDSRScale=x4, Params=665K, FLOPs=613G2022.05 | 28.83 | 0.8809 | |
| VDSRParams=665K, MACs=612.6G2020.07 | 28.83 | 0.8809 | |
| VDSR# Parameters (M)=0.66M2019.04 | 28.82 | 0.886 | |
| PercentileBit=42024.06 | 28.78 | 0.8803 | |
| DBDC+PacBit=42024.06 | 28.52 | 0.8697 | |
| 2DQuantBit=32024.06 | 28.21 | 0.8683 | |
| FSRCNNScale=x4, Params=12K, FLOPs=5G2022.05 | 27.9 | 0.8517 | |
| FSRCNNParams=12K, MACs=4.6G2020.07 | 27.9 | 0.8517 | |
| FSRCNN# Parameters (M)=0.01M2019.04 | 27.89 | 0.859 | |
| SRCNN# Parameters (M)=0.05M2019.04 | 27.66 | 0.858 | |
| SRCNNScale=x4, Params=57K, FLOPs=53G2022.05 | 27.66 | 0.8505 | |
| SRCNNParams=57K, MACs=52.7G2020.07 | 27.66 | 0.8505 | |
| DOBIBit=32024.06 | 27.62 | 0.8349 | |
| BTSRNParams=410K, MACs=207.7G2020.07 | 27.47 | — | |
| A+# Parameters (M)=-2019.04 | 27.02 | 0.85 | |
| MinMaxBit=42024.06 | 26.97 | 0.8104 | |
| DOBIBit=22024.06 | 26.32 | 0.7718 | |
| PercentileBit=32024.06 | 26.15 | 0.7569 | |
| 2DQuantBit=22024.06 | 26.07 | 0.8163 | |
| DBDC+PacBit=32024.06 | 26.03 | 0.7321 | |
| Bicubic# Parameters (M)=-2019.04 | 24.92 | 0.789 | |
| BicubicBit=322024.06 | 24.19 | 0.767 | |
| DBDC+PacBit=22024.06 | 23.63 | 0.5854 | |
| MinMaxBit=22024.06 | 22.94 | 0.5178 | |
| PercentileBit=22024.06 | 20.88 | 0.3948 | |
| MinMaxBit=32024.06 | 19.13 | 0.3097 |