Super-Resolution on Set5 x2
38.63PSNRHAT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HAT#Params=20.8M, #FLOPs=103.7G2022.09 | 38.63 | — | — | |
| DAT#Params=14.7M, #FLOPs=245.4G2022.09 | 38.58 | — | — | |
| EDT-B#Params=11.5M, #FLOPs=37.6G2022.09 | 38.45 | — | — | |
| MAN#Params=8.7M, #FLOPs=19.8G2022.09 | 38.42 | — | — | |
| IPT#Params=115.5M2022.09 | 38.37 | — | — | |
| ELANScale=x2, #Params (K)=8254, #FLOPs (G)=1965, Latency (ms)=12442022.03 | 38.36 | 0.962 | — | |
| SwinIRScale=x2, #Params (K)=11752, #FLOPs (G)=2301, Latency (ms)=29132022.03 | 38.35 | 0.962 | — | |
| NLSAScale=x2, #Params (K)=41796, #FLOPs (G)=96322022.03 | 38.34 | 0.9618 | — | |
| SAN# Parameters (M)=15.7M2019.04 | 38.31 | 0.962 | — | |
| SANScale=x2, #Params (K)=15861, #FLOPs (G)=30502022.03 | 38.31 | 0.962 | — | |
| TeacherBackbone=RCAN, Scale=x22022.11 | 38.271 | — | — | |
| RCAN# Parameters (M)=16M2019.04 | 38.27 | 0.961 | — | |
| RCANScale=x2, #Params (K)=15445, #FLOPs (G)=3530, Latency (ms)=7432022.03 | 38.27 | 0.9614 | — | |
| HANScale=x2, #Params (K)=63608, #FLOPs (G)=14551, Latency (ms)=22782022.03 | 38.27 | 0.9614 | — | |
| SwinFIR-TScale=x2, #Param. (K)=872, Flops (G)=206.32022.08 | 38.26 | 0.9616 | — | |
| FACDBackbone=RCAN, Scale=x22022.11 | 38.242 | — | — | |
| RDN# Parameters (M)=22.3M2019.04 | 38.24 | 0.961 | — | |
| RDNScale=x2, #Params (K)=22123, #FLOPs (G)=5098, Latency (ms)=8462022.03 | 38.24 | 0.9614 | — | |
| IGNNScale=x2, #Params (K)=495132022.03 | 38.24 | 0.9613 | — | |
| EDT-TScale=x2, #Param. (K)=917, Flops (G)=224.22022.08 | 38.23 | 0.9615 | — | |
| SHSR+Params=3,577K, MACs=6,593.6G2020.07 | 38.22 | 0.9612 | — | |
| OISRScale=x2, #Params (K)=41910, #FLOPs (G)=96572022.03 | 38.21 | 0.9612 | — | |
| TeacherBackbone=EDSR, Scale=x22022.11 | 38.19 | — | — | |
| LSFDBackbone=RCAN, Scale=x22022.11 | 38.189 | — | — | |
| LFD*Backbone=RCAN, Scale=x22022.11 | 38.18 | — | — | |
| LFDBackbone=RCAN, Scale=x22022.11 | 38.178 | — | — | |
| RNANScale=x2, #Params (K)=91072022.03 | 38.17 | 0.9611 | — | |
| ELAN-light#Params (K)=582, #FLOPs (G)=168.4, Latency (ms)=392022.03 | 38.17 | 0.9611 | — | |
| FAKDBackbone=RCAN, Scale=x22022.11 | 38.164 | — | — | |
| LatticeNetScale=x2, #Param. (K)=756, Flops (G)=171.22022.08 | 38.15 | 0.961 | — | |
| SwinIR-lightBit=322024.06 | 38.15 | 0.9611 | — | |
| SwinIR-light#Params (K)=878, #FLOPs (G)=195.6, Latency (ms)=2302022.03 | 38.14 | 0.9611 | — | |
| SwinIRScale=x2, #Param. (K)=878, Flops (G)=205.52022.08 | 38.14 | 0.9611 | — | |
| FitNetBackbone=RCAN, Scale=x22022.11 | 38.132 | — | — | |
| SHSRParams=3,577K, MACs=824.2G2020.07 | 38.13 | 0.9609 | — | |
| OISR-RK2Params=4,970K, MACs=1,145.7G2020.07 | 38.12 | 0.9609 | — | |
| EDSRScale=x2, #Params (K)=40730, #FLOPs (G)=9387, Latency (ms)=11432022.03 | 38.11 | 0.9602 | — | |
| SRFBNScale=x2, #Params (K)=2140, #FLOPs (G)=5044, Latency (ms)=9202022.03 | 38.11 | 0.9609 | — | |
| EDSRParams=40,729K, MACs=9,388.8G2020.07 | 38.11 | 0.9602 | — | |
| SRFBNParams=2,140K, MACs=5,043.5G2020.07 | 38.11 | 0.9609 | — | |
| FULL EDSR (FP)Precision=Full-precision, Baseline=EDSR2024.05 | 38.11 | — | — | |
| EchoSR-liteSource=Ours, # Params=245K2026.05 | 38.1 | 0.9608 | — | |
| PRLSRParams=1,363K, MACs=187.3G2020.07 | 38.09 | 0.9608 | — | |
| D-DBPNParams=5,953K, MACs=3,746.2G2020.07 | 38.09 | 0.96 | — | |
| MSRN# Parameters (M)=6.3M2019.04 | 38.08 | 0.96 | — | |
| DBPN-RES-MR64-3# Parameters (M)=5.82M2019.04 | 38.08 | 0.96 | — | |
| MSRNParams=5,930K, MACs=1,367.5G2020.07 | 38.08 | 0.9607 | — | |
| SMFANetSource=ECCV24, # Params=186K2026.05 | 38.08 | 0.9607 | — | |
| StudentBackbone=RCAN, Scale=x22022.11 | 38.074 | — | — | |
| LatticeNet#Params (K)=756, #FLOPs (G)=169.5, Latency (ms)=662022.03 | 38.06 | 0.9607 | — | |
| D-DBPN# Parameters (M)=5.82M2019.04 | 38.05 | 0.96 | — | |
| FACDBackbone=EDSR, Scale=x22022.11 | 38.043 | — | — | |
| ESRT#Params (K)=6772022.03 | 38.03 | 0.96 | — | |
| DDistill-SRSource=TMM23, # Params=414K2026.05 | 38.03 | 0.9606 | — | |
| LAPAR-A#Params (K)=548, #FLOPs (G)=171, Latency (ms)=732022.03 | 38.01 | 0.9605 | — | |
| LAPAR-AScale=x2, Params=548K, FLOPs=171G2022.05 | 38.01 | 0.9605 | — | |
| ShuffleMixerScale=x2, Params=394K, FLOPs=91G2022.05 | 38.01 | 0.9606 | — | |
| LAPARScale=x2, #Param. (K)=548, Flops (G)=171.52022.08 | 38.01 | 0.9605 | — | |
| SMALL EDSR (FP)Precision=Full-precision, Baseline=EDSR, Model size=Small2024.05 | 38.01 | — | — | |
| ShuffleMixerSource=NIPS22, # Params=394K2026.05 | 38.01 | 0.9606 | — | |
| CSD*Backbone=EDSR, Scale=x22022.11 | 38.001 | — | — | |
| IMDN#Params (K)=694, #FLOPs (G)=158.8, Latency (ms)=542022.03 | 38 | 0.9605 | — | |
| IMDNScale=x2, Params=694K, FLOPs=161G2022.05 | 38 | 0.9605 | — | |
| SMSRScale=x2, Params=985K, FLOPs=132G2022.05 | 38 | 0.9601 | — | |
| SAFMNSource=ICCV23, # Params=228K2026.05 | 38 | 0.9605 | — | |
| SRConv-TSource=IJCV25, # Params=387K2026.05 | 38 | 0.9605 | — | |
| LSFDBackbone=EDSR, Scale=x22022.11 | 37.991 | — | — | |
| EDSR-baseline#Params (K)=1370, #FLOPs (G)=316.3, Latency (ms)=712022.03 | 37.99 | 0.9604 | — | |
| EDSR-baselineScale=x2, Params=1,370K, FLOPs=316G2022.05 | 37.99 | 0.9604 | — | |
| LFD*Backbone=EDSR, Scale=x22022.11 | 37.986 | — | — | |
| LFDBackbone=EDSR, Scale=x22022.11 | 37.984 | — | — | |
| FAKDBackbone=EDSR, Scale=x22022.11 | 37.976 | — | — | |
| LMAN-sParams=1,531K, MACs=91.7G2020.07 | 37.94 | 0.9603 | — | |
| StudentBackbone=EDSR, Scale=x22022.11 | 37.919 | — | — | |
| ECBSR-M16C64Scale=x2, Params=596K, FLOPs=137G2022.05 | 37.9 | 0.9615 | — | |
| SelNetParams=974K, MACs=225.7G2020.07 | 37.89 | 0.9598 | — | |
| 2DQuantBit=42024.06 | 37.87 | 0.9594 | — | |
| ShuffleMixer-TinyScale=x2, Params=108K, FLOPs=25G2022.05 | 37.85 | 0.96 | — | |
| FALSR-AScale=x2, Params=1021K, FLOPs=235G2022.05 | 37.82 | 0.9595 | — | |
| MS-LapSRN# Parameters (M)=0.22M2019.04 | 37.78 | 0.96 | — | |
| MemNetParams=677K, MACs=2,662.4G2020.07 | 37.78 | 0.9597 | — | |
| CARN#Params (K)=1592, #FLOPs (G)=222.8, Latency (ms)=722022.03 | 37.76 | 0.959 | — | |
| CARNScale=x2, Params=1,592K, FLOPs=223G2022.05 | 37.76 | 0.959 | — | |
| CARNParams=1,592K, MACs=222.8G2020.07 | 37.76 | 0.959 | — | |
| BTSRNParams=410K, MACs=207.7G2020.07 | 37.75 | — | — | |
| DRRN# Parameters (M)=0.30M2019.04 | 37.74 | 0.959 | — | |
| DRRNParams=297K, MACs=6,796.9G2020.07 | 37.74 | 0.9591 | — | |
| CNFParams=337K, MACs=311.0G2020.07 | 37.66 | 0.959 | — | |
| LAPAR-CScale=x2, Params=87K, FLOPs=35G2022.05 | 37.65 | 0.9593 | — | |
| DRCN# Parameters (M)=1.77M2019.04 | 37.63 | 0.959 | — | |
| DRCNScale=x2, Params=1,774K, FLOPs=17,974G2022.05 | 37.63 | 0.9588 | — | |
| DRCNParams=1,774K, MACs=17,974.3G2020.07 | 37.63 | 0.9588 | — | |
| VDSR# Parameters (M)=0.66M2019.04 | 37.53 | 0.958 | — | |
| VDSRScale=x2, Params=665K, FLOPs=613G2022.05 | 37.53 | 0.9587 | — | |
| CARN-MScale=x2, Params=412K, FLOPs=91G2022.05 | 37.53 | 0.9583 | — | |
| VDSRParams=665K, MACs=612.6G2020.07 | 37.53 | 0.9587 | — | |
| LapSRN# Parameters (M)=0.81M2019.04 | 37.52 | 0.959 | — | |
| LapSRNScale=x2, Params=813K, FLOPs=80G2022.05 | 37.52 | 0.959 | — | |
| LapSRNParams=813K, MACs=29.9G2020.07 | 37.52 | 0.959 | — | |
| DOBIBit=42024.06 | 37.44 | 0.9568 | — |