List your company
ResearchFormerly WizWand

Super-Resolution on Manga109 x3 (test)

35.82PSNRCFAT
33.334433.979734.62535.2703Mar 24, 2024Aug 3, 2024Dec 13, 2024Apr 24, 2025Sep 3, 2025Jan 13, 2026May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CFATScale=x3, Training Dataset=DIV2K+Flickr2K2024.0335.8295.74
CPAT†Scale=x3, Self-ensemble=true2024.0735.7795.63
CPATScale=x32024.0735.6695.59
DATScale=x32024.0735.5995.54
HATScale=x3, Training Dataset=DIV2K+Flickr2K2024.0335.5395.52
HATScale=x32024.0735.5395.52
CFAT-sScale=x3, Training Dataset=DIV2K+Flickr2K2024.0335.4895.47
ACTScale=x3, Training Dataset=DIV2K+Flickr2K2024.0335.4795.48
EDTScale=x3, Training Dataset=DIV2K+Flickr2K2024.0335.4795.5
ARTScale=x3, Training Dataset=DIV2K+Flickr2K2024.0335.3995.48
CAT-AScale=x32024.0735.3895.46
SwinIRScale=x3, Training Dataset=DIV2K+Flickr2K2024.0335.2895.43
SwinIRScale=x32024.0735.1295.37
SP-MoMamba-B+Params=550K, GMACs=752026.0534.9495.43
RCAN-itScale=x32024.0734.9295.2
ELANScale=x32024.0734.7395.17
CATANet†Scale=x3, Params=550K, Self-Ensemble Strategy=true2025.0334.6995.12
SST-lt+Latency (ms)=98.1, Mem (MB)=432, #FLOPs (G)=2397.7, #params (K)=9002026.0334.6795.14
SP-MoMamba-BParams=550K, GMACs=752026.0534.6795.3
ESCLatency (ms)=41.4, Mem (MB)=385, #FLOPs (G)=267.6, #params (K)=9552026.0334.6695.12
ATD-ltLatency (ms)=274.4, Mem (MB)=1258, #FLOPs (G)=168.0, #params (K)=7602026.0334.695.06
NLSAScale=x32024.0734.5795.08
SST-ltLatency (ms)=69.2, Mem (MB)=359, #FLOPs (G)=954.1, #params (K)=9002026.0334.5595.07
HiT-SRFScale=x3, #Para.=855K, FLOPs=101.6G2024.0734.5395.02
HiT-SRFLatency (ms)=124.9, Mem (MB)=1464, #FLOPs (G)=101.6, #params (K)=8552026.0334.5395.02
SeemoRe-LParams=959K, GMACs=872026.0534.5394.96
EchoSRSource=Ours, Scale=x3, # Params=937K2026.0534.4994.98
HANScale=x3, Training Dataset=DIV2K2024.0334.4895
RCANScale=x32024.0734.4494.99
RCANLatency (ms)=85.1, Mem (MB)=560, #FLOPs (G)=1586.1, #params (K)=156292026.0334.4494.99
MambaIRV2-ltLatency (ms)=259.0, Mem (MB)=1250, #FLOPs (G)=126.7, #params (K)=7812026.0334.4194.97
MambaIRv2-lightParams=781K, GMACs=1272026.0534.4194.97
HiT-SIRScale=x3, #Para.=780K, FLOPs=94.2G2024.0734.494.96
CATANetScale=x3, Params=550K, Self-Ensemble Strategy=false2025.0334.494.99
HiT-SIRSource=ECCV24, Scale=x3, # Params=780K2026.0534.494.96
HiT-SNGScale=x3, #Para.=1021K, FLOPs=99.5G2024.0734.3894.95
DMNetParams=579K, GMACs=522026.0534.3394.88
SANScale=x3, Training Dataset=DIV2K2024.0334.394.94
CRAFTSource=TPAMI25, Scale=x3, # Params=744K2026.0534.2994.91
CRAFTParams=744K, GMACs=882026.0534.2994.91
SPINScale=x3, Params=569K, Self-Ensemble Strategy=false2025.0334.2494.89
SPINParams=569K, GMACs=1762026.0534.2494.89
Omni-SRScale=x3, #Para.=780K, FLOPs=88.4G2024.0734.2294.87
SwinIR-NGScale=x3, #Para.=1190K, FLOPs=114.1G2024.0734.2294.88
OmniSRLatency (ms)=41.2, Mem (MB)=476, #FLOPs (G)=88.4, #params (K)=7802026.0334.2294.87
SwinIR-NGSource=CVPR23, Scale=x3, # Params=1,190K2026.0534.2294.88
OmniSRSource=CVPR23, Scale=x3, # Params=780K2026.0534.2294.87
MaIRSource=CVPR25, Scale=x3, # Params=886K2026.0534.2194.84
SRFormer-LScale=x3, #Para.=861K, FLOPs=104.8G2024.0734.1994.89
SRFormer-ltLatency (ms)=530.5, Mem (MB)=537, #FLOPs (G)=105.4, #params (K)=8612026.0334.1994.89
SRFormerSource=ICCV23, Scale=x3, # Params=861K2026.0534.1994.89
SRFormer-LightParams=861K, GMACs=1052026.0534.1994.89
EDSRScale=x3, Training Dataset=DIV2K2024.0334.1794.76
EDSRScale=x32024.0734.1794.76
EDSRSource=CVPRW17, Scale=x3, # Params=43,680K2026.0534.1794.76
RDNLatency (ms)=146.5, Mem (MB)=985, #FLOPs (G)=2281.2, #params (K)=223082026.0334.1394.84
MambaIR-ltLatency (ms)=109.3, Mem (MB)=760, #FLOPs (G)=148.5, #params (K)=9132026.0334.1294.79
MambaIRSource=ECCV24, Scale=x3, # Params=913K2026.0534.1294.79
MambaIR-lightParams=913K, GMACs=1492026.0534.1294.79
LKASRSource=KBS22, Scale=x3, # Params=947K2026.0534.1194.77
ELAN-LScale=x3, #Para.=629K, FLOPs=89.5G2024.073494.78
OSFFNetScale=x3, Params=524K, Self-Ensemble Strategy=false2025.033494.72
ELAN-lightScale=x3, Params=590K, Self-Ensemble Strategy=false2025.033494.78
ELAN-ltLatency (ms)=32.5, Mem (MB)=399, #FLOPs (G)=90.1, #params (K)=6292026.033494.78
ELANSource=ECCV22, Scale=x3, # Params=629K2026.053494.78
SwinIR-LScale=x3, #Para.=918K, FLOPs=110.8G2024.0733.9894.78
SwinIR-lightScale=x3, Params=886K, Self-Ensemble Strategy=false2025.0333.9894.78
SwinIR-ltLatency (ms)=331.7, Mem (MB)=596, #FLOPs (G)=110.8, #params (K)=9182026.0333.9894.78
SwinIRSource=ICCV21, Scale=x3, # Params=886K2026.0533.9894.78
SwinIR-LightParams=918K, GMACs=1112026.0533.9894.78
ESRTScale=x3, Params=770K, Self-Ensemble Strategy=false2025.0333.9594.55
DiVANetSource=PR23, Scale=x3, # Params=949K2026.0533.9494.68
A-CubeNetScale=x3, Params=1560K, Self-Ensemble Strategy=false2025.0333.994.66
FMENScale=x3, #Para.=757K, FLOPs=77.2G2024.0733.8694.62
HNCTScale=x3, #Para.=363K, FLOPs=37.8G2024.0733.8194.59
RFDN-LScale=x3, #Para.=633K, FLOPs=65.6G2024.0733.7894.58
GASSL-BScale=x3, #Para.=691K, FLOPs=70.4G2024.0733.7794.55
RFDNScale=x3, Params=540K, Self-Ensemble Strategy=false2025.0333.6794.49
AWSRAN-MScale=x3, Params=1143K, Self-Ensemble Strategy=false2025.0333.6494.5
LatticeNetScale=x3, #Para.=765K, FLOPs=76.3G2024.0733.6394.42
IMDNScale=x3, #Para.=703K, FLOPs=71.5G2024.0733.6194.45
IMDNScale=x3, Params=703K, Self-Ensemble Strategy=false2025.0333.6194.45
IMDNSource=MM19, Scale=x3, # Params=703K2026.0533.6194.45
CARNScale=x3, #Para.=1592K, FLOPs=118.8G2024.0733.594.4
EDSR-BScale=x3, #Para.=1555K, FLOPs=160.2G2024.0733.4594.39
CARNScale=x3, Params=1592K, Self-Ensemble Strategy=false2025.0333.4394.27