Target Recognition of Ship High Resolution Range Profile Based on Transformer
A new modeling method based on Transformer encoders is proposed for ship recognition based on the Transformer model's excellent serial-data correlation preserving ability and the ability to capture global features.Firstly,the encoder is used to model the ship's high resolution range profile data,and then position coding is used to record the position information between differ-ent sequences.Finally,the self-attention mechanism is used to model the whole ship's high resolution range profile sequence.The experimental data show that the recognition accuracy of the proposed model is 95.98%.It has excellent recognition performance.
Transformership recognitionhigh resolution range profileself-attention mechanism
万方数据
维普
