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ResearchFormerly WizWand

Image Super-Resolution on Set14 (PSNR)

36.01PSNRDiffFNO
25.620428.317731.01533.7123Dec 1, 2020Jul 29, 2021Mar 27, 2022Nov 23, 2022Jul 22, 2023Mar 19, 2024Nov 15, 2024
Updated 8mo ago

Evaluation results

MethodLinks
DiffFNOScaling Factor=x2, Encoder=RDN2024.1136.01
HiNOTEScaling Factor=x2, Encoder=own2024.1135.02
LMIScaling Factor=x2, Encoder=RDN2024.1134.63
LITScaling Factor=x2, Encoder=RDN2024.1134.44
IPTScale=x22020.1234.43
SRNOScaling Factor=x2, Encoder=RDN2024.1134.27
LTEScale=x2, Evaluation Regime=In-scale, Backbone=SwinIR2021.1134.25
LTEScaling Factor=x2, Encoder=RDN2024.1134.22
HANScale=x22020.1234.16
SwinIRScale=x2, Evaluation Regime=In-scale, Backbone=SwinIR2021.1134.14
MetaSRScale=x2, Evaluation Regime=In-scale, Backbone=SwinIR2021.1134.14
LIIFScale=x2, Evaluation Regime=In-scale, Backbone=SwinIR2021.1134.14
RCANScale=x22020.1234.12
LTEScale=x2, Evaluation Regime=In-scale, Backbone=RDN2021.1134.09
SANScale=x22020.1234.07
IGNNScale=x22020.1234.07
LIIFScaling Factor=x2, Encoder=RDN2024.1134.03
RDNScale=x22020.1234.01
RDNScale=x2, Evaluation Regime=In-scale, Backbone=RDN2021.1134.01
MetaSRScale=x2, Evaluation Regime=In-scale, Backbone=RDN2021.1133.98
LIIFScale=x2, Evaluation Regime=In-scale, Backbone=RDN2021.1133.97
OISR-RK3Scale=x22020.1233.94
EDSRScale=x22020.1233.92
RNANScale=x22020.1233.87
MetaSRScaling Factor=x2, Encoder=RDN2024.1133.51
VDSRScale=x22020.1233.05
DiffFNOScaling Factor=x3, Encoder=RDN2024.1131.54
HiNOTEScaling Factor=x3, Encoder=own2024.1131.25
LMIScaling Factor=x3, Encoder=RDN2024.1131.02
IPTScale=x32020.1230.85
LITScaling Factor=x3, Encoder=RDN2024.1130.83
LTEScale=x3, Evaluation Regime=In-scale, Backbone=SwinIR2021.1130.8
SwinIRScale=x3, Evaluation Regime=In-scale, Backbone=SwinIR2021.1130.77
LIIFScale=x3, Evaluation Regime=In-scale, Backbone=SwinIR2021.1130.75
SRNOScaling Factor=x3, Encoder=RDN2024.1130.71
HANScale=x32020.1230.67
IGNNScale=x32020.1230.66
MetaSRScale=x3, Evaluation Regime=In-scale, Backbone=SwinIR2021.1130.66
RCANScale=x32020.1230.65
LTEScaling Factor=x3, Encoder=RDN2024.1130.65
SANScale=x32020.1230.59
LTEScale=x3, Evaluation Regime=In-scale, Backbone=RDN2021.1130.58
RDNScale=x32020.1230.57
OISR-RK3Scale=x32020.1230.57
RDNScale=x3, Evaluation Regime=In-scale, Backbone=RDN2021.1130.57
MetaSRScale=x3, Evaluation Regime=In-scale, Backbone=RDN2021.1130.54
LIIFScale=x3, Evaluation Regime=In-scale, Backbone=RDN2021.1130.53
EDSRScale=x32020.1230.52
RNANScale=x32020.1230.52
LIIFScaling Factor=x3, Encoder=RDN2024.1130.43
DiffFNOScaling Factor=x4, Encoder=RDN2024.1130.22
MetaSRScaling Factor=x3, Encoder=RDN2024.1130.03
VDSRScale=x32020.1229.78
HiNOTEScaling Factor=x4, Encoder=own2024.1129.55
LMIScaling Factor=x4, Encoder=RDN2024.1129.24
LTEScale=x4, Evaluation Regime=In-scale, Backbone=SwinIR2021.1129.06
LITScaling Factor=x4, Encoder=RDN2024.1129.03
IPTScale=x42020.1229.01
LIIFScale=x4, Evaluation Regime=In-scale, Backbone=SwinIR2021.1128.98
SRNOScaling Factor=x4, Encoder=RDN2024.1128.97
SwinIRScale=x4, Evaluation Regime=In-scale, Backbone=SwinIR2021.1128.94
SANScale=x42020.1228.92
HANScale=x42020.1228.9
LTEScale=x4, Evaluation Regime=In-scale, Backbone=RDN2021.1128.88
RCANScale=x42020.1228.87
OISR-RK3Scale=x42020.1228.86
IGNNScale=x42020.1228.85
MetaSRScale=x4, Evaluation Regime=In-scale, Backbone=SwinIR2021.1128.85
RNANScale=x42020.1228.83
RDNScale=x42020.1228.81
RDNScale=x4, Evaluation Regime=In-scale, Backbone=RDN2021.1128.81
EDSRScale=x42020.1228.8
LIIFScale=x4, Evaluation Regime=In-scale, Backbone=RDN2021.1128.8
MetaSRScale=x4, Evaluation Regime=In-scale, Backbone=RDN2021.1128.78
LTEScaling Factor=x4, Encoder=RDN2024.1128.64
LIIFScaling Factor=x4, Encoder=RDN2024.1128.43
VDSRScale=x42020.1228.02
MetaSRScaling Factor=x4, Encoder=RDN2024.1128.02
UDCMAC (x1e9)=1.05, Upsampling scale=4x, Input size=64x642022.0127.98
TPSRMAC (x1e9)=3.6, Upsampling scale=4x, Input size=64x642022.0127.95
SESRMAC (x1e9)=1.85, Upsampling scale=4x, Input size=64x642022.0127.94
UDCMAC (x1e9)=0.79, Upsampling scale=4x, Input size=64x642022.0127.9
SESRMAC (x1e9)=1.32, Upsampling scale=4x, Input size=64x642022.0127.88
SESRMAC (x1e9)=1.05, Upsampling scale=4x, Input size=64x642022.0127.81
UDCMAC (x1e9)=0.53, Upsampling scale=4x, Input size=64x642022.0127.76
SESRMAC (x1e9)=0.79, Upsampling scale=4x, Input size=64x642022.0127.69
FSRCNNMAC (x1e9)=4.63, Upsampling scale=4x, Input size=64x642022.0127.59
DiffFNOScaling Factor=x6, Encoder=RDN2024.1127.58
HiNOTEScaling Factor=x6, Encoder=own2024.1127.35
LMIScaling Factor=x6, Encoder=RDN2024.1127.05
LTEScale=x6, Evaluation Regime=Out-of-scale, Backbone=SwinIR2021.1126.86
LIIFScale=x6, Evaluation Regime=Out-of-scale, Backbone=SwinIR2021.1126.82
LITScaling Factor=x6, Encoder=RDN2024.1126.82
SRNOScaling Factor=x6, Encoder=RDN2024.1126.76
LTEScale=x6, Evaluation Regime=Out-of-scale, Backbone=RDN2021.1126.71
LIIFScale=x6, Evaluation Regime=Out-of-scale, Backbone=RDN2021.1126.64
MetaSRScale=x6, Evaluation Regime=Out-of-scale, Backbone=SwinIR2021.1126.58
MetaSRScale=x6, Evaluation Regime=Out-of-scale, Backbone=RDN2021.1126.51
LTEScaling Factor=x6, Encoder=RDN2024.1126.05
DiffFNOScaling Factor=x8, Encoder=RDN2024.1126.02