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ResearchFormerly WizWand

Super-Resolution on Set5 x4 (test)

33.19PSNRCFAT
25.972427.846229.7231.5938Mar 24, 2024Aug 1, 2024Dec 10, 2024Apr 20, 2025Aug 28, 2025Jan 6, 2026May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CFATScale=x4, Training Dataset=DIV2K+Flickr2K2024.0333.190.9068
EDTScale=x4, Training Dataset=DIV2K+Flickr2K2024.0333.060.9055
ACTScale=x4, Training Dataset=DIV2K+Flickr2K2024.0333.040.9041
ARTScale=x4, Training Dataset=DIV2K+Flickr2K2024.0333.040.9051
HATScale=x4, Training Dataset=DIV2K+Flickr2K2024.0333.040.9056
CFAT-sScale=x4, Training Dataset=DIV2K+Flickr2K2024.0333.010.9045
SwinIRScale=x4, Training Dataset=DIV2K+Flickr2K2024.0332.930.9043
Swin2SRScale=x4, Training Dataset=DIV2K+Flickr2K2024.0332.920.9039
RRDBScale=x4, Storage Size=63.942MB2025.0332.680.8999
HANScale=x4, Training Dataset=DIV2K2024.0332.640.9002
SANScale=x4, Training Dataset=DIV2K2024.0332.640.9003
IPTScale=x4, Training Dataset=ImageNet2024.0332.64—
RCANScale=x4, Storage Size=59.74MB2025.0332.610.8999
EchoSRSource=Ours, Scale=x4, # Params=948K2026.0532.560.8995
HiT-SNGScale=x4, #Para.=1032K, FLOPs=57.7G2024.0732.550.8991
HiT-SRFScale=x4, #Para.=866K, FLOPs=58.0G2024.0732.550.8999
CRAFTSource=TPAMI25, Scale=x4, # Params=753K2026.0532.520.8989
SRFormer-LScale=x4, #Para.=873K, FLOPs=62.8G2024.0732.510.8988
HiT-SIRScale=x4, #Para.=792K, FLOPs=53.8G2024.0732.510.8991
SRFormerSource=ICCV23, Scale=x4, # Params=873K2026.0532.510.8988
HiT-SIRSource=ECCV24, Scale=x4, # Params=792K2026.0532.510.8991
Omni-SRScale=x4, #Para.=792K, FLOPs=50.9G2024.0732.490.8988
OmniSRSource=CVPR23, Scale=x4, # Params=792K2026.0532.490.8988
MaIRSource=CVPR25, Scale=x4, # Params=897K2026.0532.480.8985
EDSRScale=x4, Training Dataset=DIV2K2024.0332.460.8968
EDSRScale=x4, Storage Size=164.396MB2025.0332.460.8968
EDSRSource=CVPRW17, Scale=x4, # Params=43,090K2026.0532.460.8968
LKASRSource=KBS22, Scale=x4, # Params=1026K2026.0532.460.8979
SwinIR-LScale=x4, #Para.=930K, FLOPs=63.6G2024.0732.440.8976
SwinIR-NGScale=x4, #Para.=1201K, FLOPs=64.4G2024.0732.440.898
SwinIRScale=x4, Storage Size=170.4MB2025.0332.440.8976
SwinIRSource=ICCV21, Scale=x4, # Params=897K2026.0532.440.8976
SwinIR-NGSource=CVPR23, Scale=x4, # Params=1,201K2026.0532.440.898
ELAN-LScale=x4, #Para.=640K, FLOPs=53.7G2024.0732.430.8975
ELANSource=ECCV22, Scale=x4, # Params=640K2026.0532.430.8975
MambaIRSource=ECCV24, Scale=x4, # Params=924K2026.0532.420.8977
DiVANetSource=PR23, Scale=x4, # Params=939K2026.0532.410.8973
HNCTScale=x4, #Para.=373K, FLOPs=22.0G2024.0732.310.8957
RFDN-LScale=x4, #Para.=643K, FLOPs=37.4G2024.0732.280.8957
SRPN-LiteScale=x4, #Para.=623K, FLOPs=35.8G2024.0732.240.8958
FMENScale=x4, #Para.=769K, FLOPs=44.2G2024.0732.240.8955
IMDNScale=x4, #Para.=715K, FLOPs=40.9G2024.0732.210.8948
IMDNSource=MM19, Scale=x4, # Params=715K2026.0532.210.8948
LatticeNetScale=x4, #Para.=777K, FLOPs=43.6G2024.0732.180.8943
GASSL-BScale=x4, #Para.=694K, FLOPs=39.9G2024.0732.170.895
CARNScale=x4, #Para.=1592K, FLOPs=90.9G2024.0732.130.8937
EDSR-BScale=x4, #Para.=1518K, FLOPs=114.0G2024.0732.090.8938
SPF-LUTScale=x4, Storage Size=17.284MB2025.0331.110.8764
SPF-LUT+DFCScale=x4, Storage Size=2.018MB2025.0331.050.8755
SPF-LightScale=x4, Storage Size=0.907MB2025.0331.020.8751
MuLUT+oursScale=x4, Storage Size=4.067MB2025.0330.850.8699
MuLUTScale=x4, Storage Size=4.062MB2025.0330.60.8653
MuLUT+DFCScale=x4, Storage Size=0.407MB2025.0330.550.8642
A+Scale=x4, Storage Size=15.17MB2025.0330.270.8602
ANRScale=x4, Storage Size=1.434MB2025.0329.70.8422
NE + LLEScale=x4, Storage Size=1.434MB2025.0329.620.8404
BicubicScale=x4, Storage Size=N/A2025.0328.420.8101
BilinearScale=x4, Storage Size=N/A2025.0327.550.7884
Zeyde et al.Scale=x4, Storage Size=N/A2025.0326.690.8429
NearestScale=x4, Storage Size=N/A2025.0326.250.7372