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ResearchFormerly WizWand

Image Super-Resolution on Manga109 x2 (test)

41PSNRCFAT
38.254438.967239.6840.3928Aug 7, 2023Jan 28, 2024Jul 20, 2024Jan 11, 2025Jul 4, 2025Dec 25, 2025Jun 18, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CFATScale=x2, Training Dataset=DIV2K+Flickr2K2024.034198.38
CPAT†Scale=x2, Self-ensemble=true2024.0740.5998.16
CPATScale=x22024.0740.4898.14
EDTScale=x2, Training Dataset=DIV2K+Flickr2K2024.0340.3798.11
SP-MoMamba-B+Params=543K, GMACs=1702026.0540.3598.3
LSM# Params=12.8M, FLOPs=255.0G2026.0640.3598.09
DATScale=x22023.0840.3398.07
DATScale=x22024.0740.3398.07
HATScale=x2, Training Dataset=DIV2K+Flickr2K2024.0340.2698.09
HATScale=x22024.0740.2698.09
LSM-S# Params=9.7M, FLOPs=193.5G2026.0640.2598.05
ARTScale=x2, Training Dataset=DIV2K+Flickr2K2024.0340.2498.08
CFAT-sScale=x2, Training Dataset=DIV2K+Flickr2K2024.0340.2497.99
SP-MoMamba-BParams=543K, GMACs=1702026.0540.1898.27
RGT-S# Params=10.1M, FLOPs=183.1G2026.0640.1898.05
ACTScale=x2, Training Dataset=DIV2K+Flickr2K2024.0340.1198.07
CAT-AScale=x22023.0840.198.05
CAT-AScale=x22024.0740.198.05
CAT-A# Params=16.5M, FLOPs=350.7G2026.0640.198.05
SwinIRScale=x2, Training Dataset=DIV2K+Flickr2K2024.0340.0298
SwinIRScale=x22024.0739.9297.97
SwinIR# Params=11.8M, FLOPs=205.3G2026.0639.9297.97
Swin2SRScale=x2, Training Dataset=DIV2K+Flickr2K2024.0339.8897.98
RCAN-itScale=x22024.0739.8897.99
ELANScale=x22024.0739.6297.93
NLSAScale=x22024.0739.5997.89
SST-lt+Latency (ms)=249.6, Mem (MB)=804, #FLOPs (G)=4903.3, #params (K)=8932026.0339.5997.88
CATANet†Scale=x2, Params=477K, Self-Ensemble Strategy=true2025.0339.5797.88
ESCLatency (ms)=120.9, Mem (MB)=831, #FLOPs (G)=592.0, #params (K)=9472026.0339.5497.9
ATD-ltLatency (ms)=733.5, Mem (MB)=2839, #FLOPs (G)=380.0, #params (K)=7532026.0339.5297.89
SeemoRe-LParams=931K, GMACs=1972026.0539.4997.9
SST-ltLatency (ms)=191.9, Mem (MB)=755, #FLOPs (G)=2057.6, #params (K)=8932026.0339.4897.85
HiT-SRFScale=x2, #Para.=847K, FLOPs=226.5G2024.0739.4797.87
HiT-SRFLatency (ms)=268.1, Mem (MB)=1804, #FLOPs (G)=226.5, #params (K)=8472026.0339.4797.87
FECAN-light*Params=732K, GMACs=1622026.0539.4797.84
Freqformer*Params=870K, GMACs=2292026.0539.4797.89
HANScale=x2, Training Dataset=DIV2K2024.0339.4697.85
RCANScale=x22024.0739.4497.86
RCANLatency (ms)=299.3, Mem (MB)=626, #FLOPs (G)=3529.7, #params (K)=154452026.0339.4497.86
EchoSRSource=Ours, Scale=x2, # Params=929K2026.0539.4297.78
CRAFTSource=TPAMI25, Scale=x2, # Params=738K2026.0539.3997.86
CRAFTParams=738K, GMACs=1972026.0539.3997.86
DMNetParams=572K, GMACs=1152026.0539.3997.66
HiT-SIRScale=x2, #Para.=772K, FLOPs=209.9G2024.0739.3897.82
HiT-SIRSource=ECCV24, Scale=x2, # Params=772K2026.0539.3897.82
CATANetScale=x2, Params=477K, Self-Ensemble Strategy=false2025.0339.3797.84
MambaIRV2-ltLatency (ms)=580.4, Mem (MB)=2824, #FLOPs (G)=286.3, #params (K)=7742026.0339.3597.85
MambaIRv2-lightParams=774K, GMACs=2862026.0539.3597.85
SANScale=x2, Training Dataset=DIV2K2024.0339.3297.92
HiT-SNGScale=x2, #Para.=1013K, FLOPs=213.9G2024.0739.3297.82
CAMixerSRParams=746K, GMACs=2052026.0539.3297.81
Omni-SRScale=x2, #Para.=772K, FLOPs=194.5G2024.0739.2897.84
SRFormer-LScale=x2, #Para.=853K, FLOPs=236.2G2024.0739.2897.85
OmniSRLatency (ms)=120.3, Mem (MB)=1031, #FLOPs (G)=194.5, #params (K)=7722026.0339.2897.84
SRFormer-ltLatency (ms)=1456.3, Mem (MB)=1184, #FLOPs (G)=236.3, #params (K)=8532026.0339.2897.85
OmniSRSource=CVPR23, Scale=x2, # Params=772K2026.0539.2897.84
SRFormerSource=ICCV23, Scale=x2, # Params=853K2026.0539.2897.85
SRFormer-LightParams=853K, GMACs=2362026.0539.2897.85
MaIRSource=CVPR25, Scale=x2, # Params=878K2026.0539.2297.78
SwinIR-NGScale=x2, #Para.=1181K, FLOPs=274.1G2024.0739.297.81
MambaIR-ltLatency (ms)=277.1, Mem (MB)=1695, #FLOPs (G)=334.2, #params (K)=9052026.0339.297.82
SwinIR-NGSource=CVPR23, Scale=x2, # Params=1,181K2026.0539.297.81
MambaIRSource=ECCV24, Scale=x2, # Params=905K2026.0539.297.82
MambaIR-lightParams=905K, GMACs=3342026.0539.297.82
SPINScale=x2, Params=497K, Self-Ensemble Strategy=false2025.0339.1897.84
RDNLatency (ms)=279.3, Mem (MB)=2058, #FLOPs (G)=5096.2, #params (K)=221232026.0339.1897.8
SPINParams=497K, GMACs=3202026.0539.1897.84
SwinIR-LScale=x2, #Para.=910K, FLOPs=244.4G2024.0739.1297.83
ESRTScale=x2, Params=677K, Self-Ensemble Strategy=false2025.0339.1297.74
SwinIR-lightScale=x2, Params=878K, Self-Ensemble Strategy=false2025.0339.1297.83
SwinIR-ltLatency (ms)=1409.8, Mem (MB)=1287, #FLOPs (G)=244.2, #params (K)=9102026.0339.1297.83
SwinIRSource=ICCV21, Scale=x2, # Params=878K2026.0539.1297.83
LKASRSource=KBS22, Scale=x2, # Params=947K2026.0539.1297.79
SwinIR-LightParams=910K, GMACs=2442026.0539.1297.83
ELAN-LScale=x2, #Para.=621K, FLOPs=201.3G2024.0739.1197.82
ELAN-lightScale=x2, Params=582K, Self-Ensemble Strategy=false2025.0339.1197.82
ELAN-ltLatency (ms)=94.5, Mem (MB)=887, #FLOPs (G)=203.1, #params (K)=6212026.0339.1197.82
ELANSource=ECCV22, Scale=x2, # Params=621K2026.0539.1197.82
EDSRScale=x2, Training Dataset=DIV2K2024.0339.197.73
EDSRScale=x22024.0739.197.73
EDSRSource=CVPRW17, Scale=x2, # Params=40,730K2026.0539.197.73
OSFFNetScale=x2, Params=516K, Self-Ensemble Strategy=false2025.0339.0997.8
DiVANetSource=PR23, Scale=x2, # Params=902K2026.0539.0897.75
RFDN-LScale=x2, #Para.=626K, FLOPs=145.8G2024.0738.9597.73
FMENScale=x2, #Para.=748K, FLOPs=172.0G2024.0738.9597.78
LatticeNetScale=x2, #Para.=756K, FLOPs=169.5G2024.0738.9497.74
GASSL-BScale=x2, #Para.=689K, FLOPs=158.2G2024.0738.9297.77
IMDNScale=x2, #Para.=694K, FLOPs=158.8G2024.0738.8897.74
IMDNScale=x2, Params=694K, Self-Ensemble Strategy=false2025.0338.8897.74
RFDNScale=x2, Params=530K, Self-Ensemble Strategy=false2025.0338.8897.73
A-CubeNetScale=x2, Params=1380K, Self-Ensemble Strategy=false2025.0338.8897.76
IMDNSource=MM19, Scale=x2, # Params=694K2026.0538.8897.74
HNCTScale=x2, #Para.=357K, FLOPs=82.4G2024.0738.8797.74
AWSRAN-MScale=x2, Params=1063K, Self-Ensemble Strategy=false2025.0338.6697.72
EDSR-BScale=x2, #Para.=1370K, FLOPs=316.3G2024.0738.5497.69
CARNScale=x2, #Para.=1592K, FLOPs=222.8G2024.0738.3697.65
CARNScale=x2, Params=1592K, Self-Ensemble Strategy=false2025.0338.3697.65