Super-Resolution on Urban100 x3
31.26PSNRFULL EDSR (FP)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FULL EDSR (FP)Precision=Full-precision, Baseline=EDSR2024.05 | 31.26 | — | |
| SMALL EDSR (FP)Precision=Full-precision, Baseline=EDSR, Model size=Small2024.05 | 30.93 | — | |
| BOLDPrecision=1-bit (Boolean), Baseline=EDSR2024.05 | 30.22 | — | |
| UCAN-Lscale=3×, #param=893K, MACs=81.3G2026.03 | 29.29 | 87.38 | |
| ESCscale=3×, #param=955K, MACs=267.6G2026.03 | 29.28 | 87.39 | |
| ATD-lightscale=3×, #param=760K, MACs=168.0G2026.03 | 29.17 | 87.09 | |
| UCANscale=3×, #param=696K, MACs=64.6G2026.03 | 29.15 | 87.12 | |
| TeacherBackbone=RCAN, Scale=x32022.11 | 29.104 | — | |
| RCANscale=3×, #param=15629K, MACs=1586.1G2026.03 | 29.09 | 87.02 | |
| ASID-D8scale=3×, #param=739K, MACs=86.4G2026.03 | 29.08 | 87.06 | |
| SwinFIR-TScale=x3, #Param. (K)=880, Flops (G)=94.02022.08 | 29.04 | 86.97 | |
| MambaIRv2-lightscale=3x, #param=781K, MACS=126.7G2024.11 | 29.01 | 86.89 | |
| MambaIRv2-lightscale=3×, #param=781K, MACs=126.7G2026.03 | 29.01 | 86.89 | |
| HiT-SRFscale=3×, #param=855K, MACs=101.6G2026.03 | 28.99 | 86.87 | |
| EDT-TScale=x3, #Param. (K)=919, Flops (G)=103.02022.08 | 28.89 | 86.74 | |
| OmniSRscale=3×, #param=780K, MACs=88.4G2026.03 | 28.84 | 86.56 | |
| FACDBackbone=RCAN, Scale=x32022.11 | 28.818 | — | |
| SRFormer-lightscale=3x, #param=861K, MACS=105.4G2024.11 | 28.81 | 86.55 | |
| SRFormer-lightscale=3×, #param=861K, MACs=105.4G2026.03 | 28.81 | 86.55 | |
| RDNscale=3×, #param=22308K, MACs=2281.2G2026.03 | 28.8 | 86.53 | |
| MambaIR-lightscale=3x, #param=913K, MACS=148.5G2024.11 | 28.7 | 86.31 | |
| MambaIR-lightscale=3×, #param=913K, MACs=148.5G2026.03 | 28.7 | 86.31 | |
| ELANscale=3x, #param=629K, MACS=90.1G2024.11 | 28.69 | 86.24 | |
| LSFDBackbone=RCAN, Scale=x32022.11 | 28.689 | — | |
| LFD*Backbone=RCAN, Scale=x32022.11 | 28.672 | — | |
| LFDBackbone=RCAN, Scale=x32022.11 | 28.665 | — | |
| SwinIRScale=x3, #Param. (K)=886, Flops (G)=93.22022.08 | 28.66 | 86.24 | |
| SwinIR-lightBit=322024.06 | 28.66 | 86.24 | |
| SwinIR-lightscale=3x, #param=918K, MACS=111.2G2024.11 | 28.66 | 86.24 | |
| FAKDBackbone=RCAN, Scale=x32022.11 | 28.523 | — | |
| FitNetBackbone=RCAN, Scale=x32022.11 | 28.493 | — | |
| StudentBackbone=RCAN, Scale=x32022.11 | 28.482 | — | |
| TeacherBackbone=EDSR, Scale=x32022.11 | 28.47 | — | |
| LatticeNetScale=x3, #Param. (K)=765, Flops (G)=77.02022.08 | 28.33 | 85.38 | |
| LatticeNetscale=3x, #param=765K, MACS=76.3G2024.11 | 28.33 | 85.38 | |
| SMSRScale=x3, Params=993K, FLOPs=68G2022.05 | 28.25 | 85.36 | |
| SMFANetSource=ECCV24, # Params=191K2026.05 | 28.22 | 85.23 | |
| EchoSR-liteSource=Ours, # Params=250K2026.05 | 28.21 | 85.33 | |
| DDistill-SRSource=TMM23, # Params=414K2026.05 | 28.19 | 85.28 | |
| IMDNScale=x3, Params=703K, FLOPs=72G2022.05 | 28.17 | 85.19 | |
| EDSR-baselineScale=x3, Params=1,555K, FLOPs=160G2022.05 | 28.15 | 85.27 | |
| LAPAR-AScale=x3, Params=594K, FLOPs=114G2022.05 | 28.15 | 85.23 | |
| LAPARScale=x3, #Param. (K)=594, Flops (G)=114.442022.08 | 28.15 | 85.23 | |
| FACDBackbone=EDSR, Scale=x32022.11 | 28.125 | — | |
| ShuffleMixerScale=x3, Params=415K, FLOPs=43G2022.05 | 28.08 | 84.98 | |
| ShuffleMixerSource=NIPS22, # Params=415K2026.05 | 28.08 | 84.98 | |
| CARNScale=x3, Params=1,592K, FLOPs=119G2022.05 | 28.06 | 84.93 | |
| CARNscale=3x, #param=1,592K, MACS=118.8G2024.11 | 28.06 | 84.93 | |
| SRConv-TSource=IJCV25, # Params=387K2026.05 | 28.04 | 84.98 | |
| LSFDBackbone=EDSR, Scale=x32022.11 | 28.029 | — | |
| LFD*Backbone=EDSR, Scale=x32022.11 | 28.022 | — | |
| CSD*Backbone=EDSR, Scale=x32022.11 | 28.02 | — | |
| FAKDBackbone=EDSR, Scale=x32022.11 | 28.016 | — | |
| LFDBackbone=EDSR, Scale=x32022.11 | 27.999 | — | |
| StudentBackbone=EDSR, Scale=x32022.11 | 27.959 | — | |
| SAFMNSource=ICCV23, # Params=233K2026.05 | 27.95 | 84.74 | |
| 2DQuantBit=42024.06 | 27.69 | 84.05 | |
| DSRNetup-sampling factor=x32023.10 | 27.63 | 84.02 | |
| MemNetup-sampling factor=x32023.10 | 27.56 | 83.76 | |
| CARN-MScale=x3, Params=412K, FLOPs=46G2022.05 | 27.55 | 83.85 | |
| ShuffleMixer-TinyScale=x3, Params=114K, FLOPs=12G2022.05 | 27.54 | 83.73 | |
| DRRNup-sampling factor=x32023.10 | 27.53 | 83.78 | |
| DOBIBit=42024.06 | 27.53 | 83.91 | |
| DRFNup-sampling factor=x32023.10 | 27.43 | 83.59 | |
| LAPAR-CScale=x3, Params=99K, FLOPs=28G2022.05 | 27.42 | 83.55 | |
| IDNup-sampling factor=x32023.10 | 27.42 | 83.59 | |
| REDup-sampling factor=x32023.10 | 27.31 | 83.03 | |
| FDSRup-sampling factor=x32023.10 | 27.23 | 81.9 | |
| DRCNScale=x3, Params=1,774K, FLOPs=17,974G2022.05 | 27.15 | 82.76 | |
| DnCNNup-sampling factor=x32023.10 | 27.15 | 82.76 | |
| DRCNup-sampling factor=x32023.10 | 27.15 | 82.76 | |
| VDSRScale=x3, Params=665K, FLOPs=613G2022.05 | 27.14 | 82.79 | |
| VDSRup-sampling factor=x32023.10 | 27.14 | 82.79 | |
| PercentileBit=42024.06 | 27.06 | 82.42 | |
| DBDC+PacBit=42024.06 | 27.05 | 82.17 | |
| 2DQuantBit=32024.06 | 26.65 | 81.16 | |
| SelfExup-sampling factor=x32023.10 | 26.44 | 80.88 | |
| FSRCNNScale=x3, Params=12K, FLOPs=5G2022.05 | 26.43 | 80.8 | |
| FSRCNNup-sampling factor=x32023.10 | 26.43 | 80.8 | |
| TNRDup-sampling factor=x32023.10 | 26.42 | 80.76 | |
| DOBIBit=32024.06 | 26.36 | 80.36 | |
| SRCNNScale=x3, Params=57K, FLOPs=53G2022.05 | 26.24 | 79.89 | |
| SRCNNup-sampling factor=x32023.10 | 26.24 | 79.89 | |
| A+up-sampling factor=x32023.10 | 26.03 | 79.73 | |
| JORup-sampling factor=x32023.10 | 25.97 | 79.72 | |
| RFLup-sampling factor=x32023.10 | 25.86 | 79 | |
| MinMaxBit=42024.06 | 25.6 | 74.85 | |
| PercentileBit=32024.06 | 25.32 | 73.49 | |
| 2DQuantBit=22024.06 | 25.3 | 76.85 | |
| DBDC+PacBit=32024.06 | 25.1 | 71.22 | |
| DOBIBit=22024.06 | 24.8 | 67.97 | |
| DBDC+PacBit=22024.06 | 24.57 | 71.17 | |
| Bicubicup-sampling factor=x32023.10 | 24.46 | 73.49 | |
| BicubicBit=322024.06 | 24 | 71.44 | |
| MinMaxBit=22024.06 | 22.87 | 51.55 | |
| PercentileBit=22024.06 | 22.33 | 49.65 | |
| MinMaxBit=32024.06 | 21.7 | 47.3 |