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ResearchFormerly WizWand

Super-Resolution on Set5 x3

36.11PSNRTNRD_7x7
30.161231.705633.2534.7944Aug 12, 2015May 28, 2017Mar 14, 2019Dec 28, 2020Oct 14, 2022Jul 30, 2024May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TNRD_7x7Image=bird2015.0836.110.59—
TNRD_7x7Image=baby2015.0835.281.52—
RFLImage=bird2015.0835.150.31—
ANRImage=baby2015.0835.120.39—
K-SVDImage=baby2015.0835.083.77—
RFLImage=baby2015.0835.040.79—
SR-CNNImage=baby2015.0835.010.38—
SR-CNNImage=bird2015.0834.910.14—
TeacherBackbone=RCAN, Scale=x32022.1134.758——
SwinFIR-TScale=x3, #Param. (K)=880, Flops (G)=94.02022.0834.75—0.93
EDT-TScale=x3, #Param. (K)=919, Flops (G)=103.02022.0834.73—0.9299
FACDBackbone=RCAN, Scale=x32022.1134.729——
LSFDBackbone=RCAN, Scale=x32022.1134.666——
LFD*Backbone=RCAN, Scale=x32022.1134.659——
LFDBackbone=RCAN, Scale=x32022.1134.657——
FAKDBackbone=RCAN, Scale=x32022.1134.653——
FULL EDSR (FP)Precision=Full-precision, Baseline=EDSR2024.0534.65——
SwinIR-lightBit=322024.0634.63—0.929
SwinIR-light#Params (K)=886, #FLOPs (G)=87.2, Latency (ms)=4452022.0334.62—0.9289
SwinIRScale=x3, #Param. (K)=886, Flops (G)=93.22022.0834.62—0.9289
ELAN-light#Params (K)=590, #FLOPs (G)=75.7, Latency (ms)=1052022.0334.61—0.9288
ANRImage=bird2015.0834.60.27—
K-SVDImage=bird2015.0834.571.34—
FitNetBackbone=RCAN, Scale=x32022.1134.57——
StudentBackbone=RCAN, Scale=x32022.1134.557——
TeacherBackbone=EDSR, Scale=x32022.1134.547——
LatticeNetScale=x3, #Param. (K)=765, Flops (G)=77.02022.0834.53—0.9281
EchoSR-liteSource=Ours, # Params=250K2026.0534.48—0.9279
ESRT#Params (K)=7702022.0334.42—0.9268
SMFANetSource=ECCV24, # Params=191K2026.0534.42—0.9274
LatticeNet#Params (K)=765, #FLOPs (G)=76.3, Latency (ms)=332022.0334.4—0.9272
SMSRScale=x3, Params=993K, FLOPs=68G2022.0534.4—0.927
ShuffleMixerScale=x3, Params=415K, FLOPs=43G2022.0534.4—0.9272
ShuffleMixerSource=NIPS22, # Params=415K2026.0534.4—0.9272
FACDBackbone=EDSR, Scale=x32022.1134.394——
SRConv-TSource=IJCV25, # Params=387K2026.0534.39—0.9272
LSFDBackbone=EDSR, Scale=x32022.1134.384——
CSD*Backbone=EDSR, Scale=x32022.1134.378——
EDSR-baseline#Params (K)=1555, #FLOPs (G)=160.2, Latency (ms)=372022.0334.37—0.927
EDSR-baselineScale=x3, Params=1,555K, FLOPs=160G2022.0534.37—0.927
SMALL EDSR (FP)Precision=Full-precision, Baseline=EDSR, Model size=Small2024.0534.37——
DDistill-SRSource=TMM23, # Params=414K2026.0534.37—0.9275
IMDN#Params (K)=703, #FLOPs (G)=71.5, Latency (ms)=272022.0334.36—0.927
LAPAR-A#Params (K)=544, #FLOPs (G)=114, Latency (ms)=552022.0334.36—0.9267
IMDNScale=x3, Params=703K, FLOPs=72G2022.0534.36—0.927
LAPAR-AScale=x3, Params=594K, FLOPs=114G2022.0534.36—0.9267
LAPARScale=x3, #Param. (K)=594, Flops (G)=114.442022.0834.36—0.9267
FAKDBackbone=EDSR, Scale=x32022.1134.356——
LFDBackbone=EDSR, Scale=x32022.1134.348——
SAFMNSource=ICCV23, # Params=233K2026.0534.34—0.9267
LFD*Backbone=EDSR, Scale=x32022.1134.333——
CARN#Params (K)=1592, #FLOPs (G)=118.8, Latency (ms)=392022.0334.29—0.9255
CARNScale=x3, Params=1,592K, FLOPs=119G2022.0534.29—0.9255
StudentBackbone=EDSR, Scale=x32022.1134.272——
ShuffleMixer-TinyScale=x3, Params=114K, FLOPs=12G2022.0534.07—0.925
2DQuantBit=42024.0634.06—0.9231
CARN-MScale=x3, Params=412K, FLOPs=46G2022.0533.99—0.9236
BicubicImage=baby2015.0833.91——
LAPAR-CScale=x3, Params=99K, FLOPs=28G2022.0533.91—0.9235
DRCNScale=x3, Params=1,774K, FLOPs=17,974G2022.0533.82—0.9226
TNRD_7x7Image=head2015.0833.780.6—
DOBIBit=42024.0633.78—0.92
RFLImage=head2015.0833.680.29—
VDSRScale=x3, Params=665K, FLOPs=613G2022.0533.66—0.9213
ANRImage=head2015.0833.630.24—
K-SVDImage=head2015.0833.561.35—
BOLDPrecision=1-bit (Boolean), Baseline=EDSR2024.0533.56——
SR-CNNImage=head2015.0833.550.13—
IAMagnification Factor=x32015.1133.46——
DBDC+PacBit=42024.0633.42—0.9143
PercentileBit=42024.0633.34—0.9137
2DQuantBit=32024.0633.24—0.9135
A+CMagnification Factor=x32015.1133.2——
TNRD_7x7Image=average2015.0833.170.77—
FSRCNNScale=x3, Params=12K, FLOPs=5G2022.0533.16—0.914
A+AMagnification Factor=x32015.1132.92——
BicubicImage=head2015.0832.88——
DOBIBit=32024.0632.85—0.9075
SRCNNScale=x3, Params=57K, FLOPs=53G2022.0532.75—0.909
A+BMagnification Factor=x32015.1132.63——
A+Magnification Factor=x32015.1132.59——
BicubicImage=bird2015.0832.58——
SRCNNMagnification Factor=x32015.1132.39——
SR-CNNImage=average2015.0832.390.18—
RFLImage=average2015.0832.390.39—
ANRMagnification Factor=x32015.1131.92——
ANRImage=average2015.0831.920.35—
ZeydeMagnification Factor=x32015.1131.9——
K-SVDImage=average2015.0831.91.74—
NE+LLEMagnification Factor=x32015.1131.84——
TNRD_7x7Image=woman2015.0831.770.57—
MinMaxBit=42024.0631.66—0.8784
2DQuantBit=22024.0631.62—0.8887
SR-CNNImage=woman2015.0830.920.13—
RFLImage=woman2015.0830.920.28—
PercentileBit=32024.0630.91—0.8426
DBDC+PacBit=32024.0630.91—0.8445
DOBIBit=22024.0630.54—0.8321
BicubicMagnification Factor=x32015.1130.39——
BicubicImage=average2015.0830.39——