Table 2 Average recognition rates, training time, and test time of the proposed model (denoted TCNN 3, SCNN 3) with comparisons to several methods from the literature [19]
From: Convolutional neural networks for radar HRRP target recognition and rejection
Method | Accuracy(%) | Training time (s) | Test time (s) |
|---|---|---|---|
MCC | 62.42 | 0.13 | 0.86 |
AGC | 85.63 | 0.84 | 13.1 |
LSVM | 86.70 | 0.93 | 0.06 |
LDA | 81.30 | 0.09 | 0.01 |
PCA | 83.81 | 0.14 | 0.11 |
SDAE | 90.42 | 3.1/epoch | 0.13 |
SCAE | 92.03 | 2.7/epoch | 0.13 |
TCNN3 | 92.57 | 13.8/epoch | 0.10 |
SCNN3 | 95.31 | 56.6/epoch | 0.65 |