Research Article
Design and Performance Evaluation of a Deep Neural Network for Spectrum Recognition of Underwater Targets
Table 1
The dimensions of the 6-channel dataset.
| | Dataset | No. of events | No. of samples | No. of pixels | No. of channels | Data dimension |
| Training | X1-A1 | 1 | 9600 | 2048 | 6 | 9600 × 6 × 2048 | X1-B1 | 1 | 7200 | 2048 | 6 | 7200 × 6 × 2048 |
| Validation | X1-A2 | 1 | 2400 | 2048 | 6 | 2400 × 6 × 2048 | X1-B2 | 1 | 1800 | 2048 | 6 | 1800 × 6 × 2048 | X1-C | 41 | 3500 | 2048 | 6 | 41 × 3500 × 6 × 2048 | X1-D | 16 | 3500 | 2048 | 6 | 16 × 3500 × 6 × 2048 | X1-E | 8 | 3500 | 2048 | 6 | 8 × 3500 × 6 × 2048 |
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