SYSTEM AND METHOD USING BLIND CHANGE DETECTION FOR AUDIO SEGMENTATION

• US 20080255854A1
• Filed: 06/19/2008
• Published: 10/16/2008
• Est. Priority Date: 03/18/2005
• Status: Active Grant

• Current Assignee: International Business Machines Corporation
• Original Assignee: International Business Machines Corporation
• Inventors: Ramaswamy, Ganesh N., Omar, Mohamed Kamal, Chaudhari, Upendra V.
• Granted Patent: US 7,991,619 B2
• Time in Patent Office: Days
• US Class Current: 704/278
• CPC Class Codes: G10L 25/48 specially adapted for particular use

Abstract

A system, method and computer program product for performing blind change detection audio segmentation that combines hypothesized boundaries from several segmentation algorithms to achieve the final segmentation of the audio stream. Automatic segmentation of the audio streams according to the system and method of the invention may be used for many applications like speech recognition, speaker recognition, audio data mining, online audio indexing, and information retrieval systems, where the actual boundaries of the audio segments are required.

Claims

1. A method for blind change detection of audio segments comprising:

providing an input audio stream to be segmented;

applying at least two change detection audio segmentation processes to said input audio stream and obtaining candidate change points from each;

combining said candidate change points of each said applied processes for audio segmentation change detection; and

,

removing invalid candidate change points to thereby optimize audio segmentation change points of the audio stream.

2. The method as claimed in claim 1, wherein said removing includes applying a voting scheme to determine valid candidate change points.

3. The method as claimed in claim 1, wherein said removing includes applying a likelihood ratio test to determine valid candidate change points.

4. The method as claimed in claim 1, wherein candidate change points are combined in like segments of said audio stream as a result of said applying.

5. The method as claimed in claim 1, further comprising recording a start time for each remaining change point in the audio stream, said recording comprising:

for each segment, determining whether a candidate change point exists, and recording a corresponding start time.

6. The method as claimed in claim 5, wherein a segment is of a predetermined time duration, said method further comprising:

determining whether a multiple number of audio segments have elapsed since recording a last start time of a change point, and advancing a start time commensurate with said multiple number of audio segments elapsed.

7. The method as claimed in claim 1, wherein a change detection audio segmentation process comprises a Bayesian Information Criterion (BIC) change detection test.

8. The method as claimed in claim 1, wherein a change detection audio segmentation process comprises a CuSum algorithm change detection test.

9. The method as claimed in claim 1, wherein a change detection audio segmentation process comprises a Kolmogorov-Smirnov change detection test.

10. A system for implementing blind change detection of audio segments comprising:

means for providing an input audio stream to be segmented;

means for applying at least two change detection audio segmentation processes to said input audio stream and obtaining candidate change points from each;

means for combining said candidate change points of each said applied processes for audio segmentation change detection; and

,

means for removing invalid candidate change points to thereby optimize audio segmentation change points of the audio stream.

11. The system as claimed in claim 10, wherein said removing means comprises means for applying a voting scheme to determine valid candidate change points.

12. The system as claimed in claim 10, wherein said removing means comprises means for applying a likelihood ratio test to determine valid candidate change points.

13. The system as claimed in claim 10, wherein said combining means combines candidate change points in like segments of said audio stream after said obtaining.

14. The system as claimed in claim 10, further comprising means for recording a start time for each remaining change point in the audio stream, said means determining, for each segment, whether a candidate change point exists, and recording a corresponding start time.

15. The system as claimed in claim 14, wherein a segment is of a predetermined time duration, said system further comprising:

means for determining whether a multiple number of audio segments have elapsed since recording a last start time of a change point, and advancing a start time commensurate with said multiple number of audio segments elapsed.

16. The system as claimed in claim 10, wherein said means for applying comprises one or more of:

a Bayesian Information Criterion (BIC) change detection test, a CuSum algorithm change detection test, or a Kolmogorov-Smirnov change detection test.

17. A computer program product comprising a computer usable medium having a computer usable program code for blind change detection of audio segments, said computer program product comprising:

computer readable program code for providing an input audio stream to be segmented;

computer readable program code for applying at least two change detection audio segmentation processes to said input audio stream and obtaining candidate change points from each;

computer readable program code for combining said candidate change points of each said applied processes for audio segmentation change detection; and

,

computer readable program code for removing invalid candidate change points to thereby optimize audio segmentation change points of the audio stream.

18. The computer program product as claimed in claim 17, wherein said removing includes applying one of:

a voting scheme to determine valid candidate change points or a likelihood ratio test to determine valid candidate change points.

19. The computer program product as claimed in claim 17, wherein said means for applying comprises one or more of:

a Bayesian Information Criterion (BIC) change detection test, a CuSum algorithm change detection test, or a Kolmogorov-Smirnov change detection test.

20. The computer program product as claimed in claim 17, further comprising computer readable program code for recording a start time for each remaining change point in the audio stream, said recording comprising:

for each segment, determining whether a candidate change point exists, and recording a corresponding start time.