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Robust direction-of-arrival estimation for a target speaker based on multi-task U-net based direct-path dominance
Hao Wang1, Zhaoyi Gu1, Kai Chen1
1Key Laboratory of Modern Acoustics, Institute of Acoustics, Nanjing University, Nanjing 210093, China haowang@smail.nju.edu.cn, guzhaoyi@smail.nju.edu.cn, chenkai@nju.edu.cn, lujing@nju.edu.cn.
Abstract:
A dedicated multi-task network for a direct-path dominance test has been proposed recently, based on which the robustness of the direction-of-arrival estimation for a target speaker tends to be significantly improved. In this Letter, the network is further refined to avoid the original two-stage processing. Moreover, the benefit and generalization of the multi-task network are confirmed by comparison with a single-task network on a significantly larger database. The efficacy of the proposed method in high noisy environments is also validated in real application environments.
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