SAR Image Classification on MSTAR (test)
99.09ACCLight-ResKAN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Light-ResKANYear=2025, Pars. (M)=0.82, Size (MB)=2.41, FLOPs (G)=0.05, Test time (ms)=23.512026.04 | 99.09 | — | |
| ResKAGNetYear=2024, Pars. (M)=0.90, Size (MB)=3.58, FLOPs (G)=0.07, Test time (ms)=20.532026.04 | 98.22 | — | |
| Cross-HLYear=2024, Pars. (M)=0.52, Size (MB)=2.06, FLOPs (G)=0.01, Test time (ms)=11.572026.04 | 98.19 | — | |
| AlexNetYear=2012, Pars. (M)=57.04, Size (MB)=228.18, FLOPs (G)=0.19, Test time (ms)=9.542026.04 | 97.44 | — | |
| ResNet50Year=2016, Pars. (M)=23.53, Size (MB)=94.11, FLOPs (G)=1.08, Test time (ms)=10.922026.04 | 97.13 | — | |
| ResNet18Year=2016, Pars. (M)=11.18, Size (MB)=44.73, FLOPs (G)=0.49, Test time (ms)=10.312026.04 | 96.71 | — | |
| VGG16Year=2015, Pars. (M)=134.30, Size (MB)=537.21, FLOPs (G)=4.07, Test time (ms)=11.422026.04 | 96.59 | — | |
| ConvNeXtYear=2022, Pars. (M)=87.58, Size (MB)=350.23, FLOPs (G)=4.07, Test time (ms)=17.232026.04 | 96.04 | — | |
| NADAFDMalicious clients=2/10, Dirichlet alpha=0.52025.12 | 93.53 | 5.6 | |
| NADAFDMalicious clients=1/10, Dirichlet alpha=0.52025.12 | 93.41 | 2.8 | |
| WaveKANYear=2024, Pars. (M)=4.82, Size (MB)=19.23, FLOPs (G)=0.02, Test time (ms)=11.412026.04 | 93.34 | — | |
| NADAFDPoisoning ratio=10%, Dirichlet alpha=0.52025.12 | 93.21 | 3.2 | |
| FedAvgMalicious clients=1/10, Dirichlet alpha=0.52025.12 | 92.81 | 85.2 | |
| FedIDMalicious clients=2/10, Dirichlet alpha=0.52025.12 | 92.45 | 18.5 | |
| FedIDMalicious clients=1/10, Dirichlet alpha=0.52025.12 | 92.33 | 10.8 | |
| EH-ATMalicious clients=1/10, Dirichlet alpha=0.52025.12 | 92.21 | 13 | |
| LockdownMalicious clients=1/10, Dirichlet alpha=0.52025.12 | 92.13 | 9.4 | |
| RRPDMalicious clients=1/10, Dirichlet alpha=0.52025.12 | 92.01 | 16.5 | |
| MedianMalicious clients=1/10, Dirichlet alpha=0.52025.12 | 91.85 | 35.2 | |
| FedIDPoisoning ratio=10%, Dirichlet alpha=0.52025.12 | 91.81 | 12.3 | |
| FSBAMalicious clients=1/10, Dirichlet alpha=0.52025.12 | 91.73 | 19.8 | |
| EH-ATPoisoning ratio=10%, Dirichlet alpha=0.52025.12 | 91.66 | 14.2 | |
| ASANetYear=2024, Pars. (M)=27.95, Size (MB)=111.28, FLOPs (G)=2.37, Test time (ms)=18.422026.04 | 91.65 | — | |
| KrumMalicious clients=1/10, Dirichlet alpha=0.52025.12 | 91.53 | 40.5 | |
| LockdownPoisoning ratio=10%, Dirichlet alpha=0.52025.12 | 91.53 | 10.7 | |
| RRPDPoisoning ratio=20%, Dirichlet alpha=0.52025.12 | 91.45 | 28.1 | |
| RRPDPoisoning ratio=10%, Dirichlet alpha=0.52025.12 | 91.37 | 17.8 | |
| FedAvgPoisoning ratio=10%, Dirichlet alpha=0.52025.12 | 91.21 | 88.5 | |
| FSBAPoisoning ratio=10%, Dirichlet alpha=0.52025.12 | 91.01 | 21.2 | |
| MedianPoisoning ratio=10%, Dirichlet alpha=0.52025.12 | 90.97 | 36.8 | |
| NADAFDPoisoning ratio=20%, Dirichlet alpha=0.52025.12 | 90.97 | 5.7 | |
| KrumPoisoning ratio=10%, Dirichlet alpha=0.52025.12 | 90.53 | 42.1 | |
| FedIDPoisoning ratio=20%, Dirichlet alpha=0.52025.12 | 89.65 | 18.7 | |
| EH-ATPoisoning ratio=20%, Dirichlet alpha=0.52025.12 | 89.25 | 24.3 | |
| LockdownPoisoning ratio=20%, Dirichlet alpha=0.52025.12 | 89.17 | 16.2 | |
| LockdownMalicious clients=2/10, Dirichlet alpha=0.52025.12 | 89.17 | 16.1 | |
| EH-ATMalicious clients=2/10, Dirichlet alpha=0.52025.12 | 89.01 | 23.5 | |
| NADAFDPoisoning ratio=30%, Dirichlet alpha=0.52025.12 | 88.93 | 8.9 | |
| FedAvgPoisoning ratio=20%, Dirichlet alpha=0.52025.12 | 88.73 | 95.7 | |
| RRPDMalicious clients=2/10, Dirichlet alpha=0.52025.12 | 88.73 | 27.5 | |
| FSBAPoisoning ratio=20%, Dirichlet alpha=0.52025.12 | 88.65 | 31.4 | |
| FedAvgMalicious clients=2/10, Dirichlet alpha=0.52025.12 | 88.61 | 95.6 | |
| NADAFDMalicious clients=3/10, Dirichlet alpha=0.52025.12 | 88.37 | 10.2 | |
| FSBAMalicious clients=2/10, Dirichlet alpha=0.52025.12 | 88.33 | 30.2 | |
| MedianPoisoning ratio=20%, Dirichlet alpha=0.52025.12 | 88.13 | 49.1 | |
| MedianMalicious clients=2/10, Dirichlet alpha=0.52025.12 | 88.05 | 46.8 | |
| KrumPoisoning ratio=20%, Dirichlet alpha=0.52025.12 | 87.89 | 55.7 | |
| KrumMalicious clients=2/10, Dirichlet alpha=0.52025.12 | 87.34 | 52.3 | |
| FedIDPoisoning ratio=30%, Dirichlet alpha=0.52025.12 | 87.14 | 25.4 | |
| LockdownPoisoning ratio=30%, Dirichlet alpha=0.52025.12 | 86.86 | 22.9 | |
| EH-ATPoisoning ratio=30%, Dirichlet alpha=0.52025.12 | 86.74 | 31.8 | |
| RRPDPoisoning ratio=30%, Dirichlet alpha=0.52025.12 | 86.42 | 35.4 | |
| FedIDMalicious clients=3/10, Dirichlet alpha=0.52025.12 | 86.22 | 27.3 | |
| FSBAPoisoning ratio=30%, Dirichlet alpha=0.52025.12 | 86.02 | 38.6 | |
| LockdownMalicious clients=3/10, Dirichlet alpha=0.52025.12 | 85.94 | 24.8 | |
| MedianPoisoning ratio=30%, Dirichlet alpha=0.52025.12 | 85.58 | 57.8 | |
| EH-ATMalicious clients=3/10, Dirichlet alpha=0.52025.12 | 85.54 | 33.7 | |
| FedAvgPoisoning ratio=30%, Dirichlet alpha=0.52025.12 | 85.34 | 97.3 | |
| KrumPoisoning ratio=30%, Dirichlet alpha=0.52025.12 | 85.14 | 63 | |
| RRPDMalicious clients=3/10, Dirichlet alpha=0.52025.12 | 85.14 | 38.9 | |
| FSBAMalicious clients=3/10, Dirichlet alpha=0.52025.12 | 84.82 | 41.5 | |
| MedianMalicious clients=3/10, Dirichlet alpha=0.52025.12 | 84.54 | 65.7 | |
| KrumMalicious clients=3/10, Dirichlet alpha=0.52025.12 | 83.94 | 69.4 | |
| FedAvgMalicious clients=3/10, Dirichlet alpha=0.52025.12 | 83.54 | 98.6 | |
| MACNYear=2022, Pars. (M)=0.05, Size (MB)=0.16, FLOPs (G)=0.63, Test time (ms)=97.462026.04 | 82.46 | — | |
| SpectralKANYear=2024, Pars. (M)=0.51, Size (MB)=2.02, FLOPs (G)=0.02, Test time (ms)=10.622026.04 | 80.85 | — |