go back

Study of Blind Dereverberation Algorithms for Real-Time Applications

Xavier Domont, "Study of Blind Dereverberation Algorithms for Real-Time Applications", 2005.

Abstract

At Honda Research Institute Europe, an automatic speech recognition system is developed for the humanoid robot ASIMO. The reverberation effect alters the perception of speech signals emitted in a room and reduces the performance of automatic speech recognition. A lot of methods have been proposed in the past few decades to enhance reverberant speech signals. This diploma thesis studies the most promising algorithms and discusses if they can be implemented in realtime for real environments. The existing methods can be classified in two families: 1. Those who estimate directly the clean speech signal and treat reverberations as disturbances. 2. Those who estimate the room impulse response and invert the estimated system to recover the clean speech. These two approaches are compared in this thesis, based on implementations in Matlab of selected algorithms. The focus of this comparison is set on the suitability of these algorithms for real environments, where speaker and robot are moving, and a possible real-time implementation.



Download Bibtex file Per Mail Request

Search

Cookies preferences

Others

Other uncategorized cookies are those that are being analyzed and have not been classified into a category as yet.

Necessary

Necessary
Necessary cookies are absolutely essential for the website to function properly. These cookies ensure basic functionalities and security features of the website, anonymously.

Advertisement

Advertisement cookies are used to provide visitors with relevant ads and marketing campaigns. These cookies track visitors across websites and collect information to provide customized ads.

Analytics

Analytical cookies are used to understand how visitors interact with the website. These cookies help provide information on metrics the number of visitors, bounce rate, traffic source, etc.

Functional

Functional cookies help to perform certain functionalities like sharing the content of the website on social media platforms, collect feedbacks, and other third-party features.

Performance

Performance cookies are used to understand and analyze the key performance indexes of the website which helps in delivering a better user experience for the visitors.