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ResearchFormerly WizWand

SAR Image Classification on MSTAR (test)

99.09ACCLight-ResKAN
80.120485.045289.9794.8948Dec 31, 2025Jan 15, 2026Jan 30, 2026Feb 15, 2026Mar 2, 2026Mar 17, 2026Apr 2, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Light-ResKANYear=2025, Pars. (M)=0.82, Size (MB)=2.41, FLOPs (G)=0.05, Test time (ms)=23.512026.0499.09—
ResKAGNetYear=2024, Pars. (M)=0.90, Size (MB)=3.58, FLOPs (G)=0.07, Test time (ms)=20.532026.0498.22—
Cross-HLYear=2024, Pars. (M)=0.52, Size (MB)=2.06, FLOPs (G)=0.01, Test time (ms)=11.572026.0498.19—
AlexNetYear=2012, Pars. (M)=57.04, Size (MB)=228.18, FLOPs (G)=0.19, Test time (ms)=9.542026.0497.44—
ResNet50Year=2016, Pars. (M)=23.53, Size (MB)=94.11, FLOPs (G)=1.08, Test time (ms)=10.922026.0497.13—
ResNet18Year=2016, Pars. (M)=11.18, Size (MB)=44.73, FLOPs (G)=0.49, Test time (ms)=10.312026.0496.71—
VGG16Year=2015, Pars. (M)=134.30, Size (MB)=537.21, FLOPs (G)=4.07, Test time (ms)=11.422026.0496.59—
ConvNeXtYear=2022, Pars. (M)=87.58, Size (MB)=350.23, FLOPs (G)=4.07, Test time (ms)=17.232026.0496.04—
NADAFDMalicious clients=2/10, Dirichlet alpha=0.52025.1293.535.6
NADAFDMalicious clients=1/10, Dirichlet alpha=0.52025.1293.412.8
WaveKANYear=2024, Pars. (M)=4.82, Size (MB)=19.23, FLOPs (G)=0.02, Test time (ms)=11.412026.0493.34—
NADAFDPoisoning ratio=10%, Dirichlet alpha=0.52025.1293.213.2
FedAvgMalicious clients=1/10, Dirichlet alpha=0.52025.1292.8185.2
FedIDMalicious clients=2/10, Dirichlet alpha=0.52025.1292.4518.5
FedIDMalicious clients=1/10, Dirichlet alpha=0.52025.1292.3310.8
EH-ATMalicious clients=1/10, Dirichlet alpha=0.52025.1292.2113
LockdownMalicious clients=1/10, Dirichlet alpha=0.52025.1292.139.4
RRPDMalicious clients=1/10, Dirichlet alpha=0.52025.1292.0116.5
MedianMalicious clients=1/10, Dirichlet alpha=0.52025.1291.8535.2
FedIDPoisoning ratio=10%, Dirichlet alpha=0.52025.1291.8112.3
FSBAMalicious clients=1/10, Dirichlet alpha=0.52025.1291.7319.8
EH-ATPoisoning ratio=10%, Dirichlet alpha=0.52025.1291.6614.2
ASANetYear=2024, Pars. (M)=27.95, Size (MB)=111.28, FLOPs (G)=2.37, Test time (ms)=18.422026.0491.65—
KrumMalicious clients=1/10, Dirichlet alpha=0.52025.1291.5340.5
LockdownPoisoning ratio=10%, Dirichlet alpha=0.52025.1291.5310.7
RRPDPoisoning ratio=20%, Dirichlet alpha=0.52025.1291.4528.1
RRPDPoisoning ratio=10%, Dirichlet alpha=0.52025.1291.3717.8
FedAvgPoisoning ratio=10%, Dirichlet alpha=0.52025.1291.2188.5
FSBAPoisoning ratio=10%, Dirichlet alpha=0.52025.1291.0121.2
MedianPoisoning ratio=10%, Dirichlet alpha=0.52025.1290.9736.8
NADAFDPoisoning ratio=20%, Dirichlet alpha=0.52025.1290.975.7
KrumPoisoning ratio=10%, Dirichlet alpha=0.52025.1290.5342.1
FedIDPoisoning ratio=20%, Dirichlet alpha=0.52025.1289.6518.7
EH-ATPoisoning ratio=20%, Dirichlet alpha=0.52025.1289.2524.3
LockdownPoisoning ratio=20%, Dirichlet alpha=0.52025.1289.1716.2
LockdownMalicious clients=2/10, Dirichlet alpha=0.52025.1289.1716.1
EH-ATMalicious clients=2/10, Dirichlet alpha=0.52025.1289.0123.5
NADAFDPoisoning ratio=30%, Dirichlet alpha=0.52025.1288.938.9
FedAvgPoisoning ratio=20%, Dirichlet alpha=0.52025.1288.7395.7
RRPDMalicious clients=2/10, Dirichlet alpha=0.52025.1288.7327.5
FSBAPoisoning ratio=20%, Dirichlet alpha=0.52025.1288.6531.4
FedAvgMalicious clients=2/10, Dirichlet alpha=0.52025.1288.6195.6
NADAFDMalicious clients=3/10, Dirichlet alpha=0.52025.1288.3710.2
FSBAMalicious clients=2/10, Dirichlet alpha=0.52025.1288.3330.2
MedianPoisoning ratio=20%, Dirichlet alpha=0.52025.1288.1349.1
MedianMalicious clients=2/10, Dirichlet alpha=0.52025.1288.0546.8
KrumPoisoning ratio=20%, Dirichlet alpha=0.52025.1287.8955.7
KrumMalicious clients=2/10, Dirichlet alpha=0.52025.1287.3452.3
FedIDPoisoning ratio=30%, Dirichlet alpha=0.52025.1287.1425.4
LockdownPoisoning ratio=30%, Dirichlet alpha=0.52025.1286.8622.9
EH-ATPoisoning ratio=30%, Dirichlet alpha=0.52025.1286.7431.8
RRPDPoisoning ratio=30%, Dirichlet alpha=0.52025.1286.4235.4
FedIDMalicious clients=3/10, Dirichlet alpha=0.52025.1286.2227.3
FSBAPoisoning ratio=30%, Dirichlet alpha=0.52025.1286.0238.6
LockdownMalicious clients=3/10, Dirichlet alpha=0.52025.1285.9424.8
MedianPoisoning ratio=30%, Dirichlet alpha=0.52025.1285.5857.8
EH-ATMalicious clients=3/10, Dirichlet alpha=0.52025.1285.5433.7
FedAvgPoisoning ratio=30%, Dirichlet alpha=0.52025.1285.3497.3
KrumPoisoning ratio=30%, Dirichlet alpha=0.52025.1285.1463
RRPDMalicious clients=3/10, Dirichlet alpha=0.52025.1285.1438.9
FSBAMalicious clients=3/10, Dirichlet alpha=0.52025.1284.8241.5
MedianMalicious clients=3/10, Dirichlet alpha=0.52025.1284.5465.7
KrumMalicious clients=3/10, Dirichlet alpha=0.52025.1283.9469.4
FedAvgMalicious clients=3/10, Dirichlet alpha=0.52025.1283.5498.6
MACNYear=2022, Pars. (M)=0.05, Size (MB)=0.16, FLOPs (G)=0.63, Test time (ms)=97.462026.0482.46—
SpectralKANYear=2024, Pars. (M)=0.51, Size (MB)=2.02, FLOPs (G)=0.02, Test time (ms)=10.622026.0480.85—