Speaker recognition based on improved ECAPA-TDNN network

Hongyan Chen; Xiaoming Ling; Xiaoyu Zhang; Zhen Zhang; Zeifei Dang; Xiang Ji

doi:10.1117/12.2689511

10 August 2023 Speaker recognition based on improved ECAPA-TDNN network

Hongyan Chen, Xiaoming Ling, Xiaoyu Zhang, Zhen Zhang, Zeifei Dang, Xiang Ji

Proceedings Volume 12748, 5th International Conference on Information Science, Electrical, and Automation Engineering (ISEAE 2023); 127480X (2023) https://doi.org/10.1117/12.2689511
Event: 5th International Conference on Information Science, Electrical and Automation Engineering (ISEAE 2023), 2023, Wuhan, China

Abstract

Speaker recognition, also known as voiceprint recognition, is a biometric technology with wide practicability at present. This paper summarizes and compares and analyzes the main research methods of speaker recognition at home and abroad at this stage, and proposes an improved ECAPA_TDNN algorithm. It is proved by experiments that the improved ECAPA_TDNN algorithm in this paper is superior to the classical algorithm in terms of accuracy and loss.

Citation Download Citation

Hongyan Chen, Xiaoming Ling, Xiaoyu Zhang, Zhen Zhang, Zeifei Dang, and Xiang Ji "Speaker recognition based on improved ECAPA-TDNN network", Proc. SPIE 12748, 5th International Conference on Information Science, Electrical, and Automation Engineering (ISEAE 2023), 127480X (10 August 2023); https://doi.org/10.1117/12.2689511

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