SAR Image Classification on FUSAR-Ship (test)
93.01AccuracyLight-ResKAN
Evaluation Results
| Method | Links | |
|---|---|---|
| Light-ResKANYear=2025, Pars. (M)=0.82, Size (MB)=2.41, FLOPs (G)=0.97, Test time (ms)=58.742026.04 | 93.01 | |
| ResKAGNetYear=2024, Pars. (M)=0.90, Size (MB)=3.58, FLOPs (G)=1.29, Test time (ms)=51.362026.04 | 91.58 | |
| VGG16Year=2015, Pars. (M)=134.30, Size (MB)=537.21, FLOPs (G)=80.37, Test time (ms)=43.722026.04 | 90.73 | |
| AlexNetYear=2012, Pars. (M)=57.04, Size (MB)=228.18, FLOPs (G)=3.71, Test time (ms)=30.322026.04 | 89.41 | |
| MACNYear=2022, Pars. (M)=0.05, Size (MB)=0.16, FLOPs (G)=12.40, Test time (ms)=296.752026.04 | 89.15 | |
| ResNet50Year=2016, Pars. (M)=23.53, Size (MB)=94.11, FLOPs (G)=21.35, Test time (ms)=32.932026.04 | 86.71 | |
| ResNet18Year=2016, Pars. (M)=11.18, Size (MB)=44.73, FLOPs (G)=9.51, Test time (ms)=32.412026.04 | 83.54 | |
| SpectralKANYear=2024, Pars. (M)=0.51, Size (MB)=2.02, FLOPs (G)=0.41, Test time (ms)=48.022026.04 | 81.21 | |
| ASANetYear=2024, Pars. (M)=27.95, Size (MB)=111.28, FLOPs (G)=46.82, Test time (ms)=47.232026.04 | 78.84 | |
| Cross-HLYear=2024, Pars. (M)=0.52, Size (MB)=2.06, FLOPs (G)=0.22, Test time (ms)=35.642026.04 | 78.06 | |
| ConvNeXtYear=2022, Pars. (M)=87.58, Size (MB)=350.23, FLOPs (G)=80.53, Test time (ms)=53.252026.04 | 77.86 | |
| WaveKANYear=2024, Pars. (M)=4.82, Size (MB)=19.23, FLOPs (G)=0.40, Test time (ms)=57.142026.04 | 70.61 |