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ResearchFormerly WizWand

Super-Resolution on Set14 x3

30.68PSNRSwinFIR-T
23.119225.082127.04529.0079Nov 6, 2015Aug 7, 2017May 10, 2019Feb 9, 2021Nov 12, 2022Aug 14, 2024May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SwinFIR-TScale=x3, #Param. (K)=880, Flops (G)=94.02022.0830.6884.89
EDT-TScale=x3, #Param. (K)=919, Flops (G)=103.02022.0830.6684.81
TeacherBackbone=RCAN, Scale=x32022.1130.627—
FACDBackbone=RCAN, Scale=x32022.1130.563—
SwinIRScale=x3, #Param. (K)=886, Flops (G)=93.22022.0830.5484.63
SwinIR-lightBit=322024.0630.5484.64
LFDBackbone=RCAN, Scale=x32022.1130.525—
FULL EDSR (FP)Precision=Full-precision, Baseline=EDSR2024.0530.52—
LFD*Backbone=RCAN, Scale=x32022.1130.515—
LSFDBackbone=RCAN, Scale=x32022.1130.51—
FitNetBackbone=RCAN, Scale=x32022.1130.466—
EchoSR-liteSource=Ours, # Params=250K2026.0530.4584.45
FAKDBackbone=RCAN, Scale=x32022.1130.449—
TeacherBackbone=EDSR, Scale=x32022.1130.435—
SMFANetSource=ECCV24, # Params=191K2026.0530.4184.3
StudentBackbone=RCAN, Scale=x32022.1130.408—
LatticeNetScale=x3, #Param. (K)=765, Flops (G)=77.02022.0830.3984.24
ShuffleMixerScale=x3, Params=415K, FLOPs=43G2022.0530.3784.23
ShuffleMixerSource=NIPS22, # Params=415K2026.0530.3784.23
LAPAR-AScale=x3, Params=594K, FLOPs=114G2022.0530.3484.21
LAPARScale=x3, #Param. (K)=594, Flops (G)=114.442022.0830.3484.21
DDistill-SRSource=TMM23, # Params=414K2026.0530.3484.2
FACDBackbone=EDSR, Scale=x32022.1130.333—
SMSRScale=x3, Params=993K, FLOPs=68G2022.0530.3384.12
SAFMNSource=ICCV23, # Params=233K2026.0530.3384.18
IMDNScale=x3, Params=703K, FLOPs=72G2022.0530.3284.17
SRConv-TSource=IJCV25, # Params=387K2026.0530.3184.13
CSD*Backbone=EDSR, Scale=x32022.1130.309—
LSFDBackbone=EDSR, Scale=x32022.1130.302—
LFD*Backbone=EDSR, Scale=x32022.1130.301—
FAKDBackbone=EDSR, Scale=x32022.1130.296—
CARNScale=x3, Params=1,592K, FLOPs=119G2022.0530.2984.07
LFDBackbone=EDSR, Scale=x32022.1130.287—
EDSR-baselineScale=x3, Params=1,555K, FLOPs=160G2022.0530.2884.17
StudentBackbone=EDSR, Scale=x32022.1130.266—
SMALL EDSR (FP)Precision=Full-precision, Baseline=EDSR, Model size=Small2024.0530.24—
ShuffleMixer-TinyScale=x3, Params=114K, FLOPs=12G2022.0530.1483.82
2DQuantBit=42024.0630.1283.74
CARN-MScale=x3, Params=412K, FLOPs=46G2022.0530.0883.67
LAPAR-CScale=x3, Params=99K, FLOPs=28G2022.0530.0283.58
DOBIBit=42024.0629.8783.38
VDSRScale=x3, Params=665K, FLOPs=613G2022.0529.7783.14
DRCNScale=x3, Params=1,774K, FLOPs=17,974G2022.0529.7683.11
BOLDPrecision=1-bit (Boolean), Baseline=EDSR2024.0529.7—
IAMagnification Factor=x32015.1129.69—
DBDC+PacBit=42024.0629.6982.61
PercentileBit=42024.0629.6182.75
2DQuantBit=32024.0629.5682.55
A+CMagnification Factor=x32015.1129.51—
FSRCNNScale=x3, Params=12K, FLOPs=5G2022.0529.4382.42
A+AMagnification Factor=x32015.1129.33—
DOBIBit=32024.0629.3382
SRCNNScale=x3, Params=57K, FLOPs=53G2022.0529.2882.09
A+BMagnification Factor=x32015.1129.16—
A+Magnification Factor=x32015.1129.13—
SRCNNMagnification Factor=x32015.1129—
ZeydeMagnification Factor=x32015.1128.67—
ANRMagnification Factor=x32015.1128.65—
NE+LLEMagnification Factor=x32015.1128.6—
2DQuantBit=22024.0628.5480.38
MinMaxBit=42024.0628.1776.41
PercentileBit=32024.0628.0275.45
DBDC+PacBit=32024.0628.0275.38
DOBIBit=22024.0627.7473.12
BicubicMagnification Factor=x32015.1127.54—
DBDC+PacBit=22024.0627.5375.07
BicubicBit=322024.0627.0475.51
MinMaxBit=22024.0624.7453.02
PercentileBit=22024.0623.648.9
MinMaxBit=32024.0623.4149.44