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.

DatasetNo. of eventsNo. of samplesNo. of pixelsNo. of channelsData dimension

TrainingX1-A119600204869600 × 6 × 2048
X1-B117200204867200 × 6 × 2048

ValidationX1-A212400204862400 × 6 × 2048
X1-B211800204861800 × 6 × 2048
X1-C4135002048641 × 3500 × 6 × 2048
X1-D1635002048616 × 3500 × 6 × 2048
X1-E83500204868 × 3500 × 6 × 2048