Towards low-resource prosodic boundary detection

نویسندگان

  • Bogdan Ludusan
  • Emmanuel Dupoux
چکیده

In this study we propose a method of prosodic boundary detection based only on acoustic cues which are easily extractable from the speech signal and without any supervision. Drawing a parallel between the process of language acquisition in babies and the speech processing techniques for under-resourced languages, we take advantage of the findings of several psycholinguistic studies relative to the cues used by babies for the identification of prosodic boundaries. Several durational and pitch cues were investigated, by themselves or in a combination, and relatively good performances were achieved. The best result obtained, a combination of all the cues, compares well against a previously proposed approach, without relying on any learning method or any lexical or syntactic cues. Index Terms Prosodic boundaries, acoustic cues, prosody recognition

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

Towards long-range prosodic attribute modeling for language recognition

As a high-level feature, prosody may be an effective feature when it is modeled over longer ranges than the typical range of a syllable. This paper is about language recognition with the high-level prosodic attributes. It studies two important issues of long-range modeling, namely the data scarcity handling method, and the model which properly describes prosodic boundary events. Illustrated by ...

متن کامل

Coping imbalanced prosodic unit boundary detection with linguistically-motivated prosodic features

Continuous speech input for ASR processing is usually presegmented into speech stretches by pauses. In this paper, we propose that smaller, prosodically defined units can be identified by tackling the problem on imbalanced prosodic unit boundary detection using five machine learning techniques. A parsimonious set of linguistically motivated prosodic features has been proven to be useful to char...

متن کامل

Prosodic word boundary detection using statistical modeling of moraic fundamental frequency contours and its use for continuous speech recognition

A new method for prosodic word boundary detection in continuous speech was developed based on the statistical modeling of moraic transitions of fundamental frequency (F 0 ) contours, formerly proposed by the authors. In the developed method, F 0 contours of prosodic words were modeled separately according to the accent types. An input utterance was matched against the models and was divided int...

متن کامل

Prosodic Structure Representation for Boundary Detection in Spontaneous French

Automatic speech processing has recently turned to the treatment of continuous spontaneous speech, which demands, among many other issues, a representation of its prosodic organization. This paper presents a new approach to automatic prosodic boundary detection and prosodic unit structuring, based, with certain changes, on a descriptive theory of the French prosodic system initially proposed fo...

متن کامل

Detection of prosodic word boundaries by statistical modeling of mora transitions of fundamental frequency contours and its use for continuous speech recognition

We have been developing a reliable method of prosodic word boundary detection for Japanese continuous speech based on the statistical modeling of mora transitions of fundamental frequency contours of prosodic words. Modifications in the codebook sizes and in the HMM topologies improved the boundary detection performance. When using mora boundary information obtainable from the phoneme recogniti...

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 2014