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ResearchFormerly WizWand

Super-Resolution on Set5

38.35PSNRSwinIR
23.47827.33931.235.061Apr 12, 2017Oct 5, 2018Mar 30, 2020Sep 23, 2021Mar 19, 2023Sep 11, 2024Mar 7, 2026
Updated 7mo ago

Evaluation results

MethodLinks
SwinIRScale=x2, Evaluation Regime=In-scale, Backbone=SwinIR2021.1138.35——
LTEScale=x2, Evaluation Regime=In-scale, Backbone=SwinIR2021.1138.33——
LIIFScale=x2, Evaluation Regime=In-scale, Backbone=SwinIR2021.1138.28——
MetaSRScale=x2, Evaluation Regime=In-scale, Backbone=SwinIR2021.1138.26——
RDNScale=x2, Evaluation Regime=In-scale, Backbone=RDN2021.1138.24——
LTEScale=x2, Evaluation Regime=In-scale, Backbone=RDN2021.1138.23——
MetaSRScale=x2, Evaluation Regime=In-scale, Backbone=RDN2021.1138.22——
LIIFScale=x2, Evaluation Regime=In-scale, Backbone=RDN2021.1138.17——
DRCNScale=2x2017.0437.630.9598.326
VDSRScale=2x2017.0437.530.9588.19
LapSRN (ours 2x)Scale=2x2017.0437.520.9599.01
LapSRN (ours 8x)Scale=2x2017.0437.250.9578.527
FSRCNNScale=2x2017.0436.990.9558.2
SRCNNScale=2x2017.0436.650.9548.165
RFLScale=2x2017.0436.550.9548.006
A+Scale=2x2017.0436.540.9548.715
SCNScale=2x2017.0436.520.9537.358
SelfExSRScale=2x2017.0436.490.9548.391
SwinIRScale=x3, Evaluation Regime=In-scale, Backbone=SwinIR2021.1134.89——
LTEScale=x3, Evaluation Regime=In-scale, Backbone=SwinIR2021.1134.89——
LIIFScale=x3, Evaluation Regime=In-scale, Backbone=SwinIR2021.1134.87——
MetaSRScale=x3, Evaluation Regime=In-scale, Backbone=SwinIR2021.1134.77——
LTEScale=x3, Evaluation Regime=In-scale, Backbone=RDN2021.1134.72——
RDNScale=x3, Evaluation Regime=In-scale, Backbone=RDN2021.1134.71——
LIIFScale=x3, Evaluation Regime=In-scale, Backbone=RDN2021.1134.68——
MetaSRScale=x3, Evaluation Regime=In-scale, Backbone=RDN2021.1134.63——
BicubicScale=2x2017.0433.650.936.166
LTEScale=x4, Evaluation Regime=In-scale, Backbone=SwinIR2021.1132.81——
LIIFScale=x4, Evaluation Regime=In-scale, Backbone=SwinIR2021.1132.73——
SwinIRScale=x4, Evaluation Regime=In-scale, Backbone=SwinIR2021.1132.72——
LTEScale=x4, Evaluation Regime=In-scale, Backbone=RDN2021.1132.61——
LIIFScale=x4, Evaluation Regime=In-scale, Backbone=RDN2021.1132.5——
RDNScale=x4, Evaluation Regime=In-scale, Backbone=RDN2021.1132.47——
MetaSRScale=x4, Evaluation Regime=In-scale, Backbone=SwinIR2021.1132.47——
MetaSRScale=x4, Evaluation Regime=In-scale, Backbone=RDN2021.1132.38——
LapSRN (ours 4x)Scale=4x2017.0431.540.8853.559
DRCNScale=4x2017.0431.530.8843.502
VDSRScale=4x2017.0431.350.8823.496
LapSRN (ours 8x)Scale=4x2017.0431.330.8813.491
UDCMAC (x1e9)=1.05, Upsampling scale=4x, Input size=64x642022.0131.31——
SESRMAC (x1e9)=1.85, Upsampling scale=4x, Input size=64x642022.0131.27——
UDCMAC (x1e9)=0.79, Upsampling scale=4x, Input size=64x642022.0131.16——
SESRMAC (x1e9)=1.32, Upsampling scale=4x, Input size=64x642022.0131.14——
TPSRMAC (x1e9)=3.6, Upsampling scale=4x, Input size=64x642022.0131.1——
SESRMAC (x1e9)=1.05, Upsampling scale=4x, Input size=64x642022.0130.99——
UDCMAC (x1e9)=0.53, Upsampling scale=4x, Input size=64x642022.0130.96——
SESRMAC (x1e9)=0.79, Upsampling scale=4x, Input size=64x642022.0130.75——
FSRCNNScale=4x2017.0430.710.8652.994
FSRCNNMAC (x1e9)=4.63, Upsampling scale=4x, Input size=64x642022.0130.7——
SRCNNScale=4x2017.0430.490.8622.997
SCNScale=4x2017.0430.390.8622.911
SelfExSRScale=4x2017.0430.330.8613.249
A+Scale=4x2017.0430.30.8593.26
RFLScale=4x2017.0430.150.8533.135
LTEScale=x6, Evaluation Regime=Out-of-scale, Backbone=SwinIR2021.1129.5——
LIIFScale=x6, Evaluation Regime=Out-of-scale, Backbone=SwinIR2021.1129.46——
LTEScale=x6, Evaluation Regime=Out-of-scale, Backbone=RDN2021.1129.32——
LIIFScale=x6, Evaluation Regime=Out-of-scale, Backbone=RDN2021.1129.15——
MetaSRScale=x6, Evaluation Regime=Out-of-scale, Backbone=SwinIR2021.1129.09——
MetaSRScale=x6, Evaluation Regime=Out-of-scale, Backbone=RDN2021.1129.04——
BATDiffUp-sampling scale=x82026.0328.74——
BicubicScale=4x2017.0428.420.812.337
CLITUp-sampling scale=x82026.0327.62——
HIIFUp-sampling scale=x82026.0327.56——
CiaoSRUp-sampling scale=x82026.0327.45——
LIIFScale=x8, Evaluation Regime=Out-of-scale, Backbone=SwinIR2021.1127.36——
LIIFUp-sampling scale=x82026.0327.36——
LTEScale=x8, Evaluation Regime=Out-of-scale, Backbone=SwinIR2021.1127.35——
LTEUp-sampling scale=x82026.0327.35——
LTEScale=x8, Evaluation Regime=Out-of-scale, Backbone=RDN2021.1127.26——
LIIFScale=x8, Evaluation Regime=Out-of-scale, Backbone=RDN2021.1127.14——
MetaSRScale=x8, Evaluation Regime=Out-of-scale, Backbone=SwinIR2021.1127.02——
MetaSRUp-sampling scale=x82026.0327.02——
MetaSRScale=x8, Evaluation Regime=Out-of-scale, Backbone=RDN2021.1126.96——
LapSRN (ours 8x)Scale=8x2017.0426.140.7381.302
VDSRScale=8x2017.0425.720.7111.123
SCNScale=8x2017.0425.590.7051.063
A+Scale=8x2017.0425.520.6921.077
SelfExSRScale=8x2017.0425.520.7041.131
FSRCNNScale=8x2017.0425.410.6820.989
RFLScale=8x2017.0425.360.6770.985
SRCNNScale=8x2017.0425.330.6890.938
Explicit Adaptive DropoutBackbone=RRDB2025.0624.4——
BicubicScale=8x2017.0424.390.6570.836
Implicit Adaptive DropoutBackbone=RRDB2025.0624.38——
Simple-AlignBackbone=RRDB2025.0624.33——
Explicit Adaptive DropoutBackbone=SRResNet2025.0624.1——
Simple-AlignBackbone=SRResNet2025.0624.05——
Implicit Adaptive DropoutBackbone=SRResNet2025.0624.05——