Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Content-Dependent Fine-Grained Speaker Embedding for Zero-Shot Speaker
  Adaptation in Text-to-Speech Synthesis   Zero-shot speaker adaptation aims to clone an unseen speaker's voice without
any adaptation time and parameters. Previous researches usually use a speaker
encoder to extract a global fixed speaker embedding from reference speech, and
several attempts have tried variable-length speaker embedding. However, they
neglect to transfer the personal pronunciation characteristics related to
phoneme content, leading to poor speaker similarity in terms of detailed
speaking styles and pronunciation habits. To improve the ability of the speaker
encoder to model personal pronunciation characteristics, we propose
content-dependent fine-grained speaker embedding for zero-shot speaker
adaptation. The corresponding local content embeddings and speaker embeddings
are extracted from a reference speech, respectively. Instead of modeling the
temporal relations, a reference attention module is introduced to model the
content relevance between the reference speech and the input text, and to
generate the fine-grained speaker embedding for each phoneme encoder output.
The experimental results show that our proposed method can improve speaker
similarity of synthesized speeches, especially for unseen speakers.

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The categories of this paper are: solv-int
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The categories of this paper are: plasm-ph
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The categories of this paper are: dg-ga
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The categories of this paper are: atom-ph
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The categories of this paper are: acc-phys
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The categories of this paper are: chao-dyn
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The categories of this paper are: econ
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The categories of this paper are: hep-ph
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The categories of this paper are: gr-qc
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The categories of this paper are: chem-ph
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The categories of this paper are: cond-mat
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The categories of this paper are: nucl-ex
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The categories of this paper are: nucl-th
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The categories of this paper are: nlin
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The categories of this paper are: hep-lat
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The categories of this paper are: alg-geom