Method for improving speaker identification by determining...

Data processing: speech signal processing – linguistics – language – Speech signal processing – Recognition

Reexamination Certificate

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C704S233000, C704S247000

Reexamination Certificate

active

10923157

ABSTRACT:
Method for improving speaker identification by determining usable speech. Degraded speech is preprocessed in a speaker identification (SID) process to produce SID usable and SID unusable segments. Features are extracted and analyzed so as to produce a matrix of optimum classifiers for the detection of SID usable and SID unusable speech segments. Optimum classifiers possess a minimum distance from a speaker model. A decision tree based upon fixed thresholds indicates the presence of a speech feature in a given speech segment. Following preprocessing, degraded speech is measured in one or more time, frequency, cepstral or SID usable/unusable domains. The results of the measurements are multiplied by a weighting factor whose value is proportional to the reliability of the corresponding time, frequency, or cepstral measurements performed. The measurements are fused as information, and usable speech segments are extracted for further processing. Such further processing of co-channel speech may include speaker identification where a segment-by-segment decision is made on each usable speech segment to determine whether they correspond to speaker #1or speaker #2. Further processing of co-channel speech may also include constructing the complete utterance of speaker #1or speaker #2. Speech features such as pitch and formants may be extended back into the unusable segments to form a complete utterance from each speaker.

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Kizhanatham, “Detection of Cochannel Speech and Usable Speech,” Masters Thesis, Temple University, pp. 1-87, May 2002.
Lovekin et al, “Developing Usable Speech Criteria for Speaker Identification”, ICASSP 2001, pp. 421-424, May 2001.
Shao et al, “Co-channel Speaker Identification Using Usable Speech Extraction Based on Multipitch Tracking,” IEEE International Conference on Acoustics, Speech, and Signal Processing, vol. 2, pp. 205-208, 2003.

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