Multilingual speech recognition for flexible vocabularies
نویسندگان
چکیده
The paper addresses the problem of designing a speech recogniser for multilingual vocabularies. The goal of the research is twofold: future Interactive Voice Recognition (IVR) systems, like a speech activated flight information service, are likely to require multilinguality as a major feature; besides, a general language-independent phonetic inventory might be very useful in bootstrapping phonetic models for a new language for which insufficient training data are available. Metrics were introduced in order to measure cross-language phonetic dissimilarities, and a multilingual phonemic inventory was created. Experiments were run on a speech database including Italian (I), Spanish (S), English (E) and German (G) words. Results clearly show that it is possible to reduce the complexity of a multilingual phonetic recogniser by exploiting phonetic commonalities across different languages, without significant losses in WA for multilingual tasks with respect to single language recognition tasks.
منابع مشابه
Bilingual speech corpus in two phonetically similar languages
As Speech Recognition Systems improve, they become suitable for facing new problems. Multilingual speech recognition is one such problems. In the present work, the case of the Comunitat Valenciana multilingual environment is studied. The official languages in the Comunitat Valenciana (Spanish and Valencian) share most of their acoustic units, and their vocabularies and syntax are quite similar....
متن کاملCrosslingual speech recognition with multilingual acoustic models based on agglomerative and tree-based triphone clustering
The paper describes our ongoing work on crosslingual speech recognition based on multilingual triphone hidden Markov models. Multilingual acoustic models were built using two different clustering procedures: agglomerative triphone clustering and tree-based triphone clustering. The agglomerative clustering procedure is based on measuring the similarity of triphones on a phoneme level where the m...
متن کاملSpeaker- and language-independent speech recognition in mobile communication systems
In this paper, we investigate the technical challenges that are faced when making a transition from the speaker-dependent to speakerindependent speech recognition technology in mobile communication devices. Due to globalization as well as the international nature of the markets and the future applications, speaker independence implies the development and use of languageindependent ASR to avoid ...
متن کاملMultilingual Speech Recognition
The speech-to-speech translation system Verbmobil requires a multilingual setting. This consists of recognition engines in the three languages German, English and Japanese that run in one common framework together with a language identification component which is able to switch between these recognizers. This article describes the challenges of multilingual speech recognition and presents diffe...
متن کاملComparing Three Methods to Create Multilingual Phone Models for Vocabulary Independent Speech Recognition Tasks
This paper presents three different methods to develop multilingual phone models for flexible speech recognition tasks. The main goal of our investigations is to find multilingual speech units which work equally well in many languages. With this universal set it is possible to build speech recognition systems for a variety of languages. One advantage of this approach is to share acoustic-phonet...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 1997