Title :
Subspace and envelope subtraction algorithms for noise reduction in cochlear implants
Author :
Toledo, F. ; Loizou, P. ; Lobo, A.
Author_Institution :
Dept. of Electr. Eng., Texas Univ., Richardson, TX, USA
Abstract :
The performance of two noise reduction algorithms is evaluated using 14 subjects fitted with the Clarion S-Series and Clarion II implant devices. The first algorithm, based on signal subspace principles, is used for pre-processing sentences embedded in +5 dB noise. The second algorithm is based on the subtraction of the noisy speech envelopes from an estimate of the noise envelopes. The noise envelopes are estimated continuously using a variation of the minimum statistics algorithm. Results showed that the subspace algorithm produced significant improvements in sentence recognition scores compared to the subjects´ daily strategy. Small improvements were also obtained for a few subjects with the envelope subtraction algorithm.
Keywords :
hearing aids; noise; prosthetics; speech processing; speech recognition; Clarion II implant device; Clarion S-Series implant device; cochlear implants; envelope subtraction algorithm; minimum statistics algorithm; noise reduction; noisy speech envelopes; sentence recognition; subspace algorithm; Array signal processing; Auditory implants; Cochlear implants; Feature extraction; Microphones; Noise reduction; Signal processing; Signal processing algorithms; Signal to noise ratio; Speech;
Conference_Titel :
Engineering in Medicine and Biology Society, 2003. Proceedings of the 25th Annual International Conference of the IEEE
Print_ISBN :
0-7803-7789-3
DOI :
10.1109/IEMBS.2003.1280126