Title :
Psychoacoustically-motivated adaptive β-order generalized spectral subtraction for cochlear implant patients
Author :
Li, Junfeng ; Fu, Qian-Jie ; Jiang, Hui ; Akagi, Masato
Author_Institution :
Sch. of Inf. Sci., Japan Adv. Inst. of Sci. & Technol., Ishikawa
Abstract :
Many cochlear implant (CI) users are able to understand speech in quiet listening conditions, however, CI users´ speech recognition deteriorates rapidly as the level of background noise increases. To make CI more applicable in reallife environments, noise reduction is needed in CI processor. Recently, we presented a psychoacoustically-motivated adaptive beta-order generalized spectral subtraction (GSS) which deals with the weakness of the traditional SS algorithms. To apply this adaptive beta-order GSS into CI processor, in this paper, we investigate the effects of noise estimation approaches and residual noise components for the proposed adaptive beta-order GSS. Word-in-sentence recognition in steady white noise and speech babble noise was measured in four CI users. Experimental results showed that 1) noise estimation significantly affected performance of the proposed algorithm, 2) the algorithm with the least residual noise components was preferred by CI subjects, and 3) the proposed psychoacoustically-motivated adaptive beta-order GSS outperformed the traditional SS algorithms.
Keywords :
bioacoustics; cochlear implants; interference suppression; medical signal processing; speech intelligibility; speech recognition; white noise; CI processor; SS algorithm; cochlear implant patient; noise estimation; noise reduction; psychoacoustically-motivated adaptive beta-order generalized spectral subtraction; residual noise; speech babble noise; speech intelligibility; speech recognition; white noise; word-in-sentence recognition; Background noise; Cochlear implants; Colored noise; Frequency; Noise reduction; Psychology; Signal to noise ratio; Speech enhancement; Speech recognition; Working environment noise; Adaptive β-order GSS; Band-importance function; Cochlear implant; Speech intelligibility;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-2353-8
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2009.4960671