  This paper describes our NPU-Elevoc personalized speech enhancement system
(NAPSE) for the 5th Deep Noise Suppression Challenge at ICASSP 2023. Based on
the superior two-stage model TEA-PSE 2.0, our system particularly explores
better strategy for speaker embedding fusion, optimizes the model training
pipeline, and leverages adversarial training and multi-scale loss. According to
the results, our system is tied for the 1st place in the headset track (track
1) and ranked 2nd in the speakerphone track (track 2).
