Improved hybrid microphone array post-filter by integrating a robust speech absence probability estimator for speech enhancement
نویسندگان
چکیده
To improve the performance of multi-channel speech enhancement algorithms, we previously proposed a hybrid Wiener postfilter for microphone arrays under the assumption of a diffuse noise field [4]. In this paper, considering the speech presence uncertainty, we further improve the hybrid post-filter presented before by integrating a novel robust estimator for the a priori speech absence probability, which makes full use of the correlation characteristics of the noises on different microphone pairs and hence offers the much more accurate speech absence probability estimates. The effectiveness of this improved hybrid post-filter was finally confirmed by the experiments using multi-channel recordings in various car environments.
منابع مشابه
Car Speech Enhancement Using Microphone Array Beamforming and Post Filters
This paper presents a speech enhancement method to suppress the car noise interference. A linear microphone array is adopted for far-talking speech acquisition and delayand-sum beamforming noise reduction. We exploit an effective time delay estimator using the coherence function between the reference microphone and the beamformed speech. To further enhance the beamformed speech, we design an im...
متن کاملA generalized estimation approach for linear and nonlinear microphone array post-filters
This paper presents a robust and general method for estimating the transfer functions of microphone array post-filters, derived under various speech enhancement criteria. For the case of the mean square error (MSE) criterion, the proposed method is an improvement of the existing McCowan post-filter, which under the assumption of a known noise field coherence function uses the autoand cross-spec...
متن کاملNovel probabilistic control of noise reduction for improved microphone array beamforming
In this paper, a novel speech enhancement algorithm is proposed. The algorithm controls the amount of noise reduction according to whether speech absence or presence in noisy environments. Based on the estimated speech absence probability (SAP), the amount of noise reduction is adaptively controlled. To calculate the SAP, normalized cross correlation of linear predictive residual signals instea...
متن کاملAn Improved Array Steering Vector Estimation Method and Its Application in Speech Enhancement
We propose a robust microphone array for speech enhancement and noise suppression. To overcome target signal cancellation problem of conventional beamformes caused by array imperfections or reverberation effects, the proposed method adopts arbitrary transfer function relating each microphone and target speech signal as array channel model. This is achieved in two ways. First, we propose a metho...
متن کاملSpeech enhancement and recognition by integrating adaptive beamforming and wiener filtering
A robust adaptive beamforming method is presented in this paper for speech enhancement and speech recognition with microphone arrays. The proposal is based on a modification of the Generalized Sidelobe Canceller with adaptive blocking matrix and the use of a Wiener filter. Alternatively to most of the previous reported works based on microphone arrays with postfiltering, the new technique integ...
متن کامل