Super-Resolution on Manga109 x3
34.79PSNRUCAN-L
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UCAN-Lscale=3×, #param=893K, MACs=81.3G2026.03 | 34.79 | 95.16 | |
| ESCscale=3×, #param=955K, MACs=267.6G2026.03 | 34.66 | 95.12 | |
| UCANscale=3×, #param=696K, MACs=64.6G2026.03 | 34.62 | 95.08 | |
| SwinFIR-TScale=x3, #Param. (K)=880, Flops (G)=94.02022.08 | 34.6 | 95.06 | |
| ATD-lightscale=3×, #param=760K, MACs=168.0G2026.03 | 34.6 | 95.06 | |
| HiT-SRFscale=3×, #param=855K, MACs=101.6G2026.03 | 34.53 | 95.02 | |
| EDT-TScale=x3, #Param. (K)=919, Flops (G)=103.02022.08 | 34.44 | 94.98 | |
| RCANscale=3×, #param=15629K, MACs=1586.1G2026.03 | 34.44 | 94.99 | |
| MambaIRv2-lightscale=3x, #param=781K, MACS=126.7G2024.11 | 34.41 | 94.97 | |
| MambaIRv2-lightscale=3×, #param=781K, MACs=126.7G2026.03 | 34.41 | 94.97 | |
| OmniSRscale=3×, #param=780K, MACs=88.4G2026.03 | 34.22 | 94.87 | |
| SRFormer-lightscale=3x, #param=861K, MACS=105.4G2024.11 | 34.19 | 94.89 | |
| SRFormer-lightscale=3×, #param=861K, MACs=105.4G2026.03 | 34.19 | 94.89 | |
| RDNscale=3×, #param=22308K, MACs=2281.2G2026.03 | 34.13 | 94.84 | |
| MambaIR-lightscale=3x, #param=913K, MACS=148.5G2024.11 | 34.12 | 94.79 | |
| MambaIR-lightscale=3×, #param=913K, MACs=148.5G2026.03 | 34.12 | 94.79 | |
| ELANscale=3x, #param=629K, MACS=90.1G2024.11 | 34 | 94.78 | |
| SwinIR-lightBit=322024.06 | 33.99 | 94.78 | |
| SwinIRScale=x3, #Param. (K)=886, Flops (G)=93.22022.08 | 33.98 | 94.78 | |
| SwinIR-lightscale=3x, #param=918K, MACS=111.2G2024.11 | 33.98 | 94.78 | |
| SMFANetSource=ECCV24, # Params=191K2026.05 | 33.96 | 94.6 | |
| EchoSR-liteSource=Ours, # Params=250K2026.05 | 33.96 | 94.6 | |
| ShuffleMixerScale=x3, Params=415K, FLOPs=43G2022.05 | 33.69 | 94.48 | |
| ShuffleMixerSource=NIPS22, # Params=415K2026.05 | 33.69 | 94.48 | |
| DDistill-SRSource=TMM23, # Params=414K2026.05 | 33.69 | 94.51 | |
| SMSRScale=x3, Params=993K, FLOPs=68G2022.05 | 33.68 | 94.45 | |
| IMDNScale=x3, Params=703K, FLOPs=72G2022.05 | 33.61 | 94.45 | |
| SAFMNSource=ICCV23, # Params=233K2026.05 | 33.52 | 94.37 | |
| LAPAR-AScale=x3, Params=594K, FLOPs=114G2022.05 | 33.51 | 94.41 | |
| LAPARScale=x3, #Param. (K)=594, Flops (G)=114.442022.08 | 33.51 | 94.41 | |
| SRConv-TSource=IJCV25, # Params=387K2026.05 | 33.51 | 94.42 | |
| CARNscale=3x, #param=1,592K, MACS=118.8G2024.11 | 33.5 | 94.4 | |
| EDSR-baselineScale=x3, Params=1,555K, FLOPs=160G2022.05 | 33.45 | 94.39 | |
| ShuffleMixer-TinyScale=x3, Params=114K, FLOPs=12G2022.05 | 33.03 | 94 | |
| 2DQuantBit=42024.06 | 32.88 | 93.89 | |
| DOBIBit=42024.06 | 32.57 | 93.67 | |
| LAPAR-CScale=x3, Params=99K, FLOPs=28G2022.05 | 32.54 | 93.73 | |
| DRCNScale=x3, Params=1,774K, FLOPs=17,974G2022.05 | 32.31 | 93.28 | |
| PercentileBit=42024.06 | 32.1 | 93.03 | |
| VDSRScale=x3, Params=665K, FLOPs=613G2022.05 | 32.01 | 93.1 | |
| DBDC+PacBit=42024.06 | 31.89 | 92.74 | |
| 2DQuantBit=32024.06 | 31.46 | 92.35 | |
| DOBIBit=32024.06 | 31.14 | 91.78 | |
| FSRCNNScale=x3, Params=12K, FLOPs=5G2022.05 | 30.98 | 92.12 | |
| SRCNNScale=x3, Params=57K, FLOPs=53G2022.05 | 30.59 | 91.07 | |
| MinMaxBit=42024.06 | 29.98 | 88.54 | |
| PercentileBit=32024.06 | 29.43 | 85.37 | |
| DBDC+PacBit=32024.06 | 28.84 | 84.03 | |
| 2DQuantBit=22024.06 | 28.46 | 88.14 | |
| DOBIBit=22024.06 | 28.18 | 79.93 | |
| DBDC+PacBit=22024.06 | 27.23 | 82.13 | |
| BicubicBit=322024.06 | 26.16 | 83.84 | |
| MinMaxBit=32024.06 | 24.68 | 62.24 | |
| MinMaxBit=22024.06 | 24.66 | 56.52 | |
| PercentileBit=22024.06 | 24.65 | 58.82 |