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Prosodic phrasing modeling for Vietnamese TTS using syntactic information
Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH Số , năm 2014 (Tập , trang 2332-2336)
ISSN: 2308457X
ISSN: 2308457X
DOI:
Tài liệu thuộc danh mục: Scopus
Conference Paper
English
Từ khóa: Speech communication; Speech synthesis; Trees (mathematics); Final lengthening; Phrasing; Prosody model; Text to speech; Tonal languages; Vietnamese; Syntactics
Tóm tắt tiếng anh
This research aims at modeling prosodic phrasing for improving the naturalness of Vietnamese (a tonal language) speech synthesis. The proposed phrasing model includes hypotheses on: (i) prosodic structure based on syntactic rules (ii) final lengthening linked to syllabic structures and tone types. Audio files in the analysis corpus are manually transcribed at the syllable level and perceived pauses. Text files are parsed and represented with annotated-syntax trees. Statistical treatment brings out a correlation between syntactic element boundaries and pause duration. Major breaks may appear at the end of a clause or between predicates or head elements. Other rules between grammatical phrases/words or shorter clauses may trigger minor breaks. Break levels (including ones predicted by syntactic rules) and relative positions of syllables are used to train VTed, an HMM-based Text-To-Speech (TTS) system for Vietnamese. In the synthesis phase, break levels are explicitly inserted while lengthening is applied for last syllables of prosodic phrases. Perceptive testing shows an increase of 0.34 on a 5 point MOS scale, for the new prosodic informed system (3.95/5) compared to the previous TTS system (3.61/5). In the pairwise comparison test, about 70% of the synthetic voice with the proposed model is preferred to the previous version. Copyright 2014 ISCA.