Automatic prosodic labeling of 6 languages

نویسندگان

  • Halewijn Vereecken
  • Jean-Pierre Martens
  • Cynthia Grover
  • Justin Fackrell
  • Bert Van Coile
چکیده

This contribution describes a method for the automatic prosodic labeling of multi-lingual speech data. The prosodic labels are word boundary strength and word prominence. The speech signal and its orthographic representation are first transformed to feature vectors comprising acoustic and linguistic features such as pitch, duration, energy, part-of-speech, punctuation, word frequency and stress. Next, the feature vectors are mapped to prosodic labels via a cascade of multi-layer perceptrons. Experiments on 6 different languages demonstrate that combining acoustic with linguistic features yields a better performance than obtainable on the basis of acoustic features alone.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Perceptually based automatic prosody labeling and prosodically enriched unit selection improve concatenative text-to-speech synthesis

Prosody is an important factor in the quality of text-tospeech (TTS) synthesis. Typically, acoustic parameters such as f0 and duration are the only variables related to prosody that are used to determine unit selection. Our study explored adding the explicit use of linguistically and perceptually motivated prosodic categories in unit selection-based TTS. One of our goals was to automate the pro...

متن کامل

Designing prosodic databases for automatic modelling in 6 languages

We describe the design and creation of prosodic speech databases for 6 languages. The purpose of the databases is to allow derivation of prosody models in order to improve TTS synthesis. The main prosodic variables to model were word prominence, prosodic boundary strength and phone duration. We describe the database structure and contents and the methodology for creating prosodic databases, and...

متن کامل

Automatic segmental and prosodic labeling of Mandarin speech database

In this paper we describe the techniques and methodology developed for automatic labeling of segmental and prosodic information for the Mandarin speech database. There are two major procedures. First, the text is converted into the phonetic network of possible pronunciations, and this network is aligned with the speech data by recognition processes. Secondly, many acoustic prosodic features are...

متن کامل

Automatic prosodic break labeling for Mandarin Chinese speech data

For corpus-based speech synthesis, large quantities of labeled speech are required. Manually labeling speech data is quite labor-intensive. Therefore, automatic speech labeling is highly desired. Prosodic break detection is one of the tasks for automatic speech labeling. In the paper, we propose an automatic break detection algorithm for mandarin Chinese speech. In this approach, we use energy ...

متن کامل

Automatic Prosodic Break Lab Chinese Speech

For corpus-based speech synthesis, large quantities of labeled speech are required. Manually labeling speech data is quite laborintensive. Therefore, automatic speech labeling is highly desired. Prosodic break detection is one of the tasks for automatic speech labeling. In the paper, we propose an automatic break detection algorithm for mandarin Chinese speech. In this approach, we use energy c...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 1998