Super-Resolution on Set14 x4 (PSNR, SSIM)
28.95PSNRSwinFIR-T
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SwinFIR-TScale=x4, #Param. (K)=891, Flops (G)=54.42022.08 | 28.95 | 78.98 | |
| EDT-TScale=x4, #Param. (K)=922, Flops (G)=58.52022.08 | 28.88 | 78.82 | |
| SwinIRScale=x4, #Param. (K)=897, Flops (G)=53.22022.08 | 28.77 | 78.58 | |
| SwinIR-lightBit=322024.06 | 28.77 | 78.58 | |
| SMFANetSource=ECCV24, # Params=197K2026.05 | 28.71 | 78.33 | |
| EchoSR-liteSource=Ours, # Params=257K2026.05 | 28.69 | 78.35 | |
| LatticeNetScale=x4, #Param. (K)=777, Flops (G)=44.22022.08 | 28.68 | 78.3 | |
| ShuffleMixerScale=x4, Params=411K, FLOPs=28G2022.05 | 28.66 | 78.27 | |
| ShuffleMixerSource=NIPS22, # Params=411K2026.05 | 28.66 | 78.27 | |
| DDistill-SRSource=TMM23, # Params=434K2026.05 | 28.62 | 78.23 | |
| LAPAR-AScale=x4, Params=659K, FLOPs=94G2022.05 | 28.61 | 78.18 | |
| LAPARScale=x4, #Param. (K)=659, Flops (G)=94.82022.08 | 28.61 | 78.18 | |
| SRConv-TSource=IJCV25, # Params=382K2026.05 | 28.61 | 78.18 | |
| CARNScale=x4, Params=1,592K, FLOPs=91G2022.05 | 28.6 | 78.06 | |
| SAFMNSource=ICCV23, # Params=240K2026.05 | 28.6 | 78.13 | |
| EDSR-baselineScale=x4, Params=1,518K, FLOPs=114G2022.05 | 28.58 | 78.13 | |
| IMDNScale=x4, Params=715K, FLOPs=41G2022.05 | 28.58 | 78.11 | |
| SMSRScale=x4, Params=1006K, FLOPs=42G2022.05 | 28.55 | 78.08 | |
| ShuffleMixer-TinyScale=x4, Params=113K, FLOPs=8G2022.05 | 28.46 | 77.79 | |
| CARN-MScale=x4, Params=412K, FLOPs=33G2022.05 | 28.42 | 77.62 | |
| ECBSR-M16C64Scale=x4, Params=603K, FLOPs=35G2022.05 | 28.34 | 78.17 | |
| LAPAR-CScale=x4, Params=115K, FLOPs=25G2022.05 | 28.31 | 77.4 | |
| 2DQuantBit=42024.06 | 28.3 | 77.33 | |
| LapSRNScale=x4, Params=813K, FLOPs=149G2022.05 | 28.19 | 77.2 | |
| DOBIBit=42024.06 | 28.03 | 76.72 | |
| DRCNScale=x4, Params=1,774K, FLOPs=17,974G2022.05 | 28.02 | 76.7 | |
| VDSRScale=x4, Params=665K, FLOPs=613G2022.05 | 28.01 | 76.74 | |
| EDSR†Bit=42024.06 | 27.98 | 76 | |
| 2DQuantBit=32024.06 | 27.75 | 75.71 | |
| DBDC+PacBit=42024.06 | 27.66 | 75.26 | |
| PercentileBit=42024.06 | 27.61 | 75.63 | |
| FSRCNNScale=x4, Params=12K, FLOPs=5G2022.05 | 27.59 | 75.35 | |
| SRCNNScale=x4, Params=57K, FLOPs=53G2022.05 | 27.49 | 75.03 | |
| ESPCNScale=x4, Params=25K, FLOPs=1G2022.05 | 27.42 | 76.06 | |
| DOBIBit=32024.06 | 26.87 | 71.56 | |
| 2DQuantBit=22024.06 | 26.86 | 73.22 | |
| DOBIBit=22024.06 | 26.46 | 68.04 | |
| DBDC+PacBit=32024.06 | 25.86 | 64.51 | |
| MinMaxBit=42024.06 | 25.73 | 66.57 | |
| BicubicBit=322024.06 | 25.51 | 68.2 | |
| PercentileBit=32024.06 | 25.15 | 60.43 | |
| DBDC+PacBit=22024.06 | 23.82 | 49.95 | |
| MinMaxBit=22024.06 | 22.92 | 44.07 | |
| PercentileBit=22024.06 | 22.12 | 40.59 | |
| MinMaxBit=32024.06 | 18.35 | 25.49 |