Asynchronous integration of audio and visual sources in bi-modal automatic speech recognition

P. Deléglise, A. Rogozan, M. Alissali
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引用次数: 10

Abstract

This paper presents our work on the integration of visual data in automatic speech recognition systems. We particularly aim at solving two problems: • classifiation differences for the modeling of acoustic information (phonemes) and visual information (visemes); • the phenomena of anticipation and retention of visemes on the corresponding phonemes. We developed and tested three systems, each dealing with one or both problems and proposing a different integration strategy. The comparison of system performances show that some of the solutions we propose give satisfactory results, and suggest that further work on some others would lead to more performance improvement.
双模自动语音识别中音频和视觉源的异步集成
本文介绍了我们在自动语音识别系统中视觉数据集成方面所做的工作。我们特别致力于解决两个问题:声学信息(音素)和视觉信息(音素)建模的分类差异;•音素在相应音素上的预期和保留现象。我们开发并测试了三个系统,每个系统处理一个或两个问题,并提出不同的集成策略。系统性能的比较表明,我们提出的一些解决方案给出了令人满意的结果,并表明进一步的工作将导致更多的性能改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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