Two-Microphone Voice Activity Detection Based on the Homogeneity of the Direction of Arrival Estimates
- 1 April 2007
- conference paper
- Published by Institute of Electrical and Electronics Engineers (IEEE)
- Vol. 4 (15206149) , IV-385-385
- https://doi.org/10.1109/icassp.2007.366930
Abstract
Voice activity detection (VAD) systems have been the object of continuous research during the last three decades. While single microphone systems cannot take advantage of certain spatial properties of speech signals, microphone array systems consisting of many elements based on beamforming techniques can be difficult to implement in reality due to cost and complexity issues. The aim of the work described in this paper was to achieve both practical feasibility and spatial discrimination ability. A new approach is developed for two-microphone VAD capable of profiting from the concentration of speech energy in time, frequency and space. The algorithm is implemented and compared with several standard VAD algorithms, such as AFE, AMR and G.729B, and other recently proposed systems, revealing promising results under real-world noise conditions. The main advantage of the proposed approach is its capacity to outperform the above methods without the need for any spatial or spectral constraints, which makes it both versatile and capable of further improvement.Keywords
This publication has 6 references indexed in Scilit:
- Signal Independent Wideband Activity Detection Features for Microphone ArraysPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2006
- Estimation of Speech Presence Probability in the Field of Microphone ArrayIEEE Signal Processing Letters, 2004
- Efficient voice activity detection algorithms using long-term speech informationSpeech Communication, 2004
- Speech detection using microphone arrayElectronics Letters, 2000
- A statistical model-based voice activity detectionIEEE Signal Processing Letters, 1999
- Study of a voice activity detector and its influence on a noise reduction systemSpeech Communication, 1995