An Empirical Study on the Impact of Positional Encoding in Transformer-based Monaural Speech Enhancement

no code implementations • 18 Jan 2024 • Qiquan Zhang, Meng Ge, Hongxu Zhu, Eliathamby Ambikairajah, Qi Song, Zhaoheng Ni, Haizhou Li

Transformer architecture has enabled recent progress in speech enhancement.

POS Position +1

EEG-Derived Voice Signature for Attended Speaker Detection

no code implementations • 28 Aug 2023 • Hongxu Zhu, Siqi Cai, Yidi Jiang, Qiquan Zhang, Haizhou Li

\textit{Conclusion:} We conclude that it is possible to derive the attended speaker's voice signature from the EEG signals so as to detect the attended speaker in a listening brain.

EEG

An Automata-Theoretic Approach to Synthesizing Binarized Neural Networks

no code implementations • 29 Jul 2023 • Ye Tao, Wanwei Liu, Fu Song, Zhen Liang, Ji Wang, Hongxu Zhu

Quantized neural networks (QNNs) have been developed, with binarized neural networks (BNNs) restricted to binary values as a special case.

Fairness Quantization