Title :
Robust hybrid adaptive perceptual wavelet packet threshold to enhance speech in adverse noisy environment
Author :
Jain, Brijnesh ; Bansal, Ajay Kumar
Author_Institution :
Poornima Coll. of Eng., Sitapura, India
Abstract :
A new robust hybrid method has been proposed by combining the Ephraim-Malah filtering method with subband adaptive time adaptive perceptual wavelet packet based threshold technique for enhancement of speech from adverse noisy environment. It is obtained by applying Ephraim-Malah filtering (EM) method for preprocessing the signal to initially reduce the noise. Because EM method enhances the signal but still remains musical noise. Hence, to further enhance the signal, a new approach sub-band adaptive time adaptive perceptual wavelet packet based threshold technique has been proposed (SATA-PWPT). This method is very simple and estimates the noise level from noisy signal without using complicated V/UV detection algorithm. Experimental results show that the proposed method works better than the other wavelet based threshold approaches for enhancing the speech signal. This method is analyzed in frequency domain analysis. The objective results are measured by global Signal to Noise Ratio (SNR) and Mean Square Error (MSE) with NOIZEUS database sentences corrupted by various types of colored noise. Spectrograms are also used to show the visual results.
Keywords :
filtering theory; frequency-domain analysis; mean square error methods; spectrometers; speech enhancement; wavelet transforms; EM method; Ephraim-Malah filtering method; MSE; NOIZEUS database; SNR; V-UV detection algorithm; adverse noisy environment; colored noise; frequency domain analysis; global signal to noise ratio; mean square error; noise level estimation; robust hybrid adaptive perceptual wavelet packet threshold; spectrograms; speech signal enhancement; subband adaptive time based threshold technique; Mean square error methods; Noise measurement; Optical wavelength conversion; Signal to noise ratio; Speech; Speech enhancement; Ephraim Malah method; Soft threshold; Speech enhancement; perceptual wavelet packet tree decomposition;
Conference_Titel :
Recent Advances and Innovations in Engineering (ICRAIE), 2014
Conference_Location :
Jaipur
Print_ISBN :
978-1-4799-4041-7
DOI :
10.1109/ICRAIE.2014.6909154