Super-Resolution on Set5 x3
36.11PSNRTNRD_7x7
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TNRD_7x7Image=bird2015.08 | 36.11 | 0.59 | — | |
| TNRD_7x7Image=baby2015.08 | 35.28 | 1.52 | — | |
| RFLImage=bird2015.08 | 35.15 | 0.31 | — | |
| ANRImage=baby2015.08 | 35.12 | 0.39 | — | |
| K-SVDImage=baby2015.08 | 35.08 | 3.77 | — | |
| RFLImage=baby2015.08 | 35.04 | 0.79 | — | |
| SR-CNNImage=baby2015.08 | 35.01 | 0.38 | — | |
| SR-CNNImage=bird2015.08 | 34.91 | 0.14 | — | |
| TeacherBackbone=RCAN, Scale=x32022.11 | 34.758 | — | — | |
| SwinFIR-TScale=x3, #Param. (K)=880, Flops (G)=94.02022.08 | 34.75 | — | 0.93 | |
| EDT-TScale=x3, #Param. (K)=919, Flops (G)=103.02022.08 | 34.73 | — | 0.9299 | |
| FACDBackbone=RCAN, Scale=x32022.11 | 34.729 | — | — | |
| LSFDBackbone=RCAN, Scale=x32022.11 | 34.666 | — | — | |
| LFD*Backbone=RCAN, Scale=x32022.11 | 34.659 | — | — | |
| LFDBackbone=RCAN, Scale=x32022.11 | 34.657 | — | — | |
| FAKDBackbone=RCAN, Scale=x32022.11 | 34.653 | — | — | |
| FULL EDSR (FP)Precision=Full-precision, Baseline=EDSR2024.05 | 34.65 | — | — | |
| SwinIR-lightBit=322024.06 | 34.63 | — | 0.929 | |
| SwinIR-light#Params (K)=886, #FLOPs (G)=87.2, Latency (ms)=4452022.03 | 34.62 | — | 0.9289 | |
| SwinIRScale=x3, #Param. (K)=886, Flops (G)=93.22022.08 | 34.62 | — | 0.9289 | |
| ELAN-light#Params (K)=590, #FLOPs (G)=75.7, Latency (ms)=1052022.03 | 34.61 | — | 0.9288 | |
| ANRImage=bird2015.08 | 34.6 | 0.27 | — | |
| K-SVDImage=bird2015.08 | 34.57 | 1.34 | — | |
| FitNetBackbone=RCAN, Scale=x32022.11 | 34.57 | — | — | |
| StudentBackbone=RCAN, Scale=x32022.11 | 34.557 | — | — | |
| TeacherBackbone=EDSR, Scale=x32022.11 | 34.547 | — | — | |
| LatticeNetScale=x3, #Param. (K)=765, Flops (G)=77.02022.08 | 34.53 | — | 0.9281 | |
| EchoSR-liteSource=Ours, # Params=250K2026.05 | 34.48 | — | 0.9279 | |
| ESRT#Params (K)=7702022.03 | 34.42 | — | 0.9268 | |
| SMFANetSource=ECCV24, # Params=191K2026.05 | 34.42 | — | 0.9274 | |
| LatticeNet#Params (K)=765, #FLOPs (G)=76.3, Latency (ms)=332022.03 | 34.4 | — | 0.9272 | |
| SMSRScale=x3, Params=993K, FLOPs=68G2022.05 | 34.4 | — | 0.927 | |
| ShuffleMixerScale=x3, Params=415K, FLOPs=43G2022.05 | 34.4 | — | 0.9272 | |
| ShuffleMixerSource=NIPS22, # Params=415K2026.05 | 34.4 | — | 0.9272 | |
| FACDBackbone=EDSR, Scale=x32022.11 | 34.394 | — | — | |
| SRConv-TSource=IJCV25, # Params=387K2026.05 | 34.39 | — | 0.9272 | |
| LSFDBackbone=EDSR, Scale=x32022.11 | 34.384 | — | — | |
| CSD*Backbone=EDSR, Scale=x32022.11 | 34.378 | — | — | |
| EDSR-baseline#Params (K)=1555, #FLOPs (G)=160.2, Latency (ms)=372022.03 | 34.37 | — | 0.927 | |
| EDSR-baselineScale=x3, Params=1,555K, FLOPs=160G2022.05 | 34.37 | — | 0.927 | |
| SMALL EDSR (FP)Precision=Full-precision, Baseline=EDSR, Model size=Small2024.05 | 34.37 | — | — | |
| DDistill-SRSource=TMM23, # Params=414K2026.05 | 34.37 | — | 0.9275 | |
| IMDN#Params (K)=703, #FLOPs (G)=71.5, Latency (ms)=272022.03 | 34.36 | — | 0.927 | |
| LAPAR-A#Params (K)=544, #FLOPs (G)=114, Latency (ms)=552022.03 | 34.36 | — | 0.9267 | |
| IMDNScale=x3, Params=703K, FLOPs=72G2022.05 | 34.36 | — | 0.927 | |
| LAPAR-AScale=x3, Params=594K, FLOPs=114G2022.05 | 34.36 | — | 0.9267 | |
| LAPARScale=x3, #Param. (K)=594, Flops (G)=114.442022.08 | 34.36 | — | 0.9267 | |
| FAKDBackbone=EDSR, Scale=x32022.11 | 34.356 | — | — | |
| LFDBackbone=EDSR, Scale=x32022.11 | 34.348 | — | — | |
| SAFMNSource=ICCV23, # Params=233K2026.05 | 34.34 | — | 0.9267 | |
| LFD*Backbone=EDSR, Scale=x32022.11 | 34.333 | — | — | |
| CARN#Params (K)=1592, #FLOPs (G)=118.8, Latency (ms)=392022.03 | 34.29 | — | 0.9255 | |
| CARNScale=x3, Params=1,592K, FLOPs=119G2022.05 | 34.29 | — | 0.9255 | |
| StudentBackbone=EDSR, Scale=x32022.11 | 34.272 | — | — | |
| ShuffleMixer-TinyScale=x3, Params=114K, FLOPs=12G2022.05 | 34.07 | — | 0.925 | |
| 2DQuantBit=42024.06 | 34.06 | — | 0.9231 | |
| CARN-MScale=x3, Params=412K, FLOPs=46G2022.05 | 33.99 | — | 0.9236 | |
| BicubicImage=baby2015.08 | 33.91 | — | — | |
| LAPAR-CScale=x3, Params=99K, FLOPs=28G2022.05 | 33.91 | — | 0.9235 | |
| DRCNScale=x3, Params=1,774K, FLOPs=17,974G2022.05 | 33.82 | — | 0.9226 | |
| TNRD_7x7Image=head2015.08 | 33.78 | 0.6 | — | |
| DOBIBit=42024.06 | 33.78 | — | 0.92 | |
| RFLImage=head2015.08 | 33.68 | 0.29 | — | |
| VDSRScale=x3, Params=665K, FLOPs=613G2022.05 | 33.66 | — | 0.9213 | |
| ANRImage=head2015.08 | 33.63 | 0.24 | — | |
| K-SVDImage=head2015.08 | 33.56 | 1.35 | — | |
| BOLDPrecision=1-bit (Boolean), Baseline=EDSR2024.05 | 33.56 | — | — | |
| SR-CNNImage=head2015.08 | 33.55 | 0.13 | — | |
| IAMagnification Factor=x32015.11 | 33.46 | — | — | |
| DBDC+PacBit=42024.06 | 33.42 | — | 0.9143 | |
| PercentileBit=42024.06 | 33.34 | — | 0.9137 | |
| 2DQuantBit=32024.06 | 33.24 | — | 0.9135 | |
| A+CMagnification Factor=x32015.11 | 33.2 | — | — | |
| TNRD_7x7Image=average2015.08 | 33.17 | 0.77 | — | |
| FSRCNNScale=x3, Params=12K, FLOPs=5G2022.05 | 33.16 | — | 0.914 | |
| A+AMagnification Factor=x32015.11 | 32.92 | — | — | |
| BicubicImage=head2015.08 | 32.88 | — | — | |
| DOBIBit=32024.06 | 32.85 | — | 0.9075 | |
| SRCNNScale=x3, Params=57K, FLOPs=53G2022.05 | 32.75 | — | 0.909 | |
| A+BMagnification Factor=x32015.11 | 32.63 | — | — | |
| A+Magnification Factor=x32015.11 | 32.59 | — | — | |
| BicubicImage=bird2015.08 | 32.58 | — | — | |
| SRCNNMagnification Factor=x32015.11 | 32.39 | — | — | |
| SR-CNNImage=average2015.08 | 32.39 | 0.18 | — | |
| RFLImage=average2015.08 | 32.39 | 0.39 | — | |
| ANRMagnification Factor=x32015.11 | 31.92 | — | — | |
| ANRImage=average2015.08 | 31.92 | 0.35 | — | |
| ZeydeMagnification Factor=x32015.11 | 31.9 | — | — | |
| K-SVDImage=average2015.08 | 31.9 | 1.74 | — | |
| NE+LLEMagnification Factor=x32015.11 | 31.84 | — | — | |
| TNRD_7x7Image=woman2015.08 | 31.77 | 0.57 | — | |
| MinMaxBit=42024.06 | 31.66 | — | 0.8784 | |
| 2DQuantBit=22024.06 | 31.62 | — | 0.8887 | |
| SR-CNNImage=woman2015.08 | 30.92 | 0.13 | — | |
| RFLImage=woman2015.08 | 30.92 | 0.28 | — | |
| PercentileBit=32024.06 | 30.91 | — | 0.8426 | |
| DBDC+PacBit=32024.06 | 30.91 | — | 0.8445 | |
| DOBIBit=22024.06 | 30.54 | — | 0.8321 | |
| BicubicMagnification Factor=x32015.11 | 30.39 | — | — | |
| BicubicImage=average2015.08 | 30.39 | — | — |