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This paper describes our NPU-Elevoc personalized speech enhancement system(NAPSE) for the 5th Deep Noise Suppression Challenge at ICASSP 2023. Based onthe superior two-stage model TEA-PSE 2.0, our system particularly exploresbetter strategy for speaker embedding fusion, optimizes the model trainingpipeline, and leverages adversarial training and multi-scale loss. According tothe results, our system is tied for the 1st place in the headset track (track1) and ranked 2nd in the speakerphone track (track 2).

The NPU-Elevoc Personalized Speech Enhancement System for ICASSP2023 DNS Challenge