Emotional End-to-End Neural Speech Synthesizer

November 15, 2017 ยท Declared Dead ยท ๐Ÿ› Neural Information Processing Systems

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Authors Younggun Lee, Azam Rabiee, Soo-Young Lee arXiv ID 1711.05447 Category cs.SD: Sound Cross-listed cs.CL, eess.AS Citations 120 Venue Neural Information Processing Systems Last Checked 4 months ago
Abstract
In this paper, we introduce an emotional speech synthesizer based on the recent end-to-end neural model, named Tacotron. Despite its benefits, we found that the original Tacotron suffers from the exposure bias problem and irregularity of the attention alignment. Later, we address the problem by utilization of context vector and residual connection at recurrent neural networks (RNNs). Our experiments showed that the model could successfully train and generate speech for given emotion labels.
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