Super-Resolution on Set14 x3
30.68PSNRSwinFIR-T
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SwinFIR-TScale=x3, #Param. (K)=880, Flops (G)=94.02022.08 | 30.68 | 84.89 | |
| EDT-TScale=x3, #Param. (K)=919, Flops (G)=103.02022.08 | 30.66 | 84.81 | |
| TeacherBackbone=RCAN, Scale=x32022.11 | 30.627 | — | |
| FACDBackbone=RCAN, Scale=x32022.11 | 30.563 | — | |
| SwinIRScale=x3, #Param. (K)=886, Flops (G)=93.22022.08 | 30.54 | 84.63 | |
| SwinIR-lightBit=322024.06 | 30.54 | 84.64 | |
| LFDBackbone=RCAN, Scale=x32022.11 | 30.525 | — | |
| FULL EDSR (FP)Precision=Full-precision, Baseline=EDSR2024.05 | 30.52 | — | |
| LFD*Backbone=RCAN, Scale=x32022.11 | 30.515 | — | |
| LSFDBackbone=RCAN, Scale=x32022.11 | 30.51 | — | |
| FitNetBackbone=RCAN, Scale=x32022.11 | 30.466 | — | |
| EchoSR-liteSource=Ours, # Params=250K2026.05 | 30.45 | 84.45 | |
| FAKDBackbone=RCAN, Scale=x32022.11 | 30.449 | — | |
| TeacherBackbone=EDSR, Scale=x32022.11 | 30.435 | — | |
| SMFANetSource=ECCV24, # Params=191K2026.05 | 30.41 | 84.3 | |
| StudentBackbone=RCAN, Scale=x32022.11 | 30.408 | — | |
| LatticeNetScale=x3, #Param. (K)=765, Flops (G)=77.02022.08 | 30.39 | 84.24 | |
| ShuffleMixerScale=x3, Params=415K, FLOPs=43G2022.05 | 30.37 | 84.23 | |
| ShuffleMixerSource=NIPS22, # Params=415K2026.05 | 30.37 | 84.23 | |
| LAPAR-AScale=x3, Params=594K, FLOPs=114G2022.05 | 30.34 | 84.21 | |
| LAPARScale=x3, #Param. (K)=594, Flops (G)=114.442022.08 | 30.34 | 84.21 | |
| DDistill-SRSource=TMM23, # Params=414K2026.05 | 30.34 | 84.2 | |
| FACDBackbone=EDSR, Scale=x32022.11 | 30.333 | — | |
| SMSRScale=x3, Params=993K, FLOPs=68G2022.05 | 30.33 | 84.12 | |
| SAFMNSource=ICCV23, # Params=233K2026.05 | 30.33 | 84.18 | |
| IMDNScale=x3, Params=703K, FLOPs=72G2022.05 | 30.32 | 84.17 | |
| SRConv-TSource=IJCV25, # Params=387K2026.05 | 30.31 | 84.13 | |
| CSD*Backbone=EDSR, Scale=x32022.11 | 30.309 | — | |
| LSFDBackbone=EDSR, Scale=x32022.11 | 30.302 | — | |
| LFD*Backbone=EDSR, Scale=x32022.11 | 30.301 | — | |
| FAKDBackbone=EDSR, Scale=x32022.11 | 30.296 | — | |
| CARNScale=x3, Params=1,592K, FLOPs=119G2022.05 | 30.29 | 84.07 | |
| LFDBackbone=EDSR, Scale=x32022.11 | 30.287 | — | |
| EDSR-baselineScale=x3, Params=1,555K, FLOPs=160G2022.05 | 30.28 | 84.17 | |
| StudentBackbone=EDSR, Scale=x32022.11 | 30.266 | — | |
| SMALL EDSR (FP)Precision=Full-precision, Baseline=EDSR, Model size=Small2024.05 | 30.24 | — | |
| ShuffleMixer-TinyScale=x3, Params=114K, FLOPs=12G2022.05 | 30.14 | 83.82 | |
| 2DQuantBit=42024.06 | 30.12 | 83.74 | |
| CARN-MScale=x3, Params=412K, FLOPs=46G2022.05 | 30.08 | 83.67 | |
| LAPAR-CScale=x3, Params=99K, FLOPs=28G2022.05 | 30.02 | 83.58 | |
| DOBIBit=42024.06 | 29.87 | 83.38 | |
| VDSRScale=x3, Params=665K, FLOPs=613G2022.05 | 29.77 | 83.14 | |
| DRCNScale=x3, Params=1,774K, FLOPs=17,974G2022.05 | 29.76 | 83.11 | |
| BOLDPrecision=1-bit (Boolean), Baseline=EDSR2024.05 | 29.7 | — | |
| IAMagnification Factor=x32015.11 | 29.69 | — | |
| DBDC+PacBit=42024.06 | 29.69 | 82.61 | |
| PercentileBit=42024.06 | 29.61 | 82.75 | |
| 2DQuantBit=32024.06 | 29.56 | 82.55 | |
| A+CMagnification Factor=x32015.11 | 29.51 | — | |
| FSRCNNScale=x3, Params=12K, FLOPs=5G2022.05 | 29.43 | 82.42 | |
| A+AMagnification Factor=x32015.11 | 29.33 | — | |
| DOBIBit=32024.06 | 29.33 | 82 | |
| SRCNNScale=x3, Params=57K, FLOPs=53G2022.05 | 29.28 | 82.09 | |
| A+BMagnification Factor=x32015.11 | 29.16 | — | |
| A+Magnification Factor=x32015.11 | 29.13 | — | |
| SRCNNMagnification Factor=x32015.11 | 29 | — | |
| ZeydeMagnification Factor=x32015.11 | 28.67 | — | |
| ANRMagnification Factor=x32015.11 | 28.65 | — | |
| NE+LLEMagnification Factor=x32015.11 | 28.6 | — | |
| 2DQuantBit=22024.06 | 28.54 | 80.38 | |
| MinMaxBit=42024.06 | 28.17 | 76.41 | |
| PercentileBit=32024.06 | 28.02 | 75.45 | |
| DBDC+PacBit=32024.06 | 28.02 | 75.38 | |
| DOBIBit=22024.06 | 27.74 | 73.12 | |
| BicubicMagnification Factor=x32015.11 | 27.54 | — | |
| DBDC+PacBit=22024.06 | 27.53 | 75.07 | |
| BicubicBit=322024.06 | 27.04 | 75.51 | |
| MinMaxBit=22024.06 | 24.74 | 53.02 | |
| PercentileBit=22024.06 | 23.6 | 48.9 | |
| MinMaxBit=32024.06 | 23.41 | 49.44 |