Don't shoot butterfly with rifles: Multi-channel Continuous Speech Separation with Early Exit Transformer

23 Oct 2020 Sanyuan Chen Yu Wu Zhuo Chen Takuya Yoshioka Shujie Liu Jinyu Li

With its strong modeling capacity that comes from a multi-head and multi-layer structure, Transformer is a very powerful model for learning a sequential representation and has been successfully applied to speech separation recently. However, multi-channel speech separation sometimes does not necessarily need such a heavy structure for all time frames especially when the cross-talker challenge happens only occasionally... (read more)

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