Emotion transplantation approach for VLSP 2022
Tác giả: Van Thang Nguyen, Thanh Long Luong, Huan Vu
Số trang:
P. 369-380
Số phát hành:
Tập 39 - Số 4
Kiểu tài liệu:
Tạp chí trong nước
Nơi lưu trữ:
03 Quang Trung
Mã phân loại:
005
Ngôn ngữ:
Tiếng Anh
Từ khóa:
Emotional speech synthesis, emotion transplantation, text-to-speech
Chủ đề:
Data conversion
Tóm tắt:
This paper presents our approach that addresses the problem of transplanting a source speaker's emotional expression to a target speaker, one of the Vietnamese Language and Speech Processsing (VLSP) 2022 TTS tasks. Our approach includes a complete data pre-processing pipeline and two training algorithms. We first train a source speaker's expressive TTS model, then adapt the voice characteristics for the target speaker. Empirical results have shown the efficacy of our method in generating the expressive speech of a speaker under a limited training data regime.