A new approach for audio classification and segmentation using Gabor wavelets and Fisher Linear Discriminator

International Journal of Pattern Recognition and Artificial Intelligence

Volumn 19, Issue 6, 2005, Pages 807-822

  Lin, Ruei Shiang ^a,b   Chen, Ling Hwei ^a  

^a NATIONAL CHIAO TUNG UNIVERSITY   (Taiwan)

^b Leadtek Research Inc   (Taiwan)

Author keywords

Audio classification and segmentation; Audio content based retrieval; Fisher Linear discriminator; Gabor wavelets; Spectrogram

Indexed keywords

FEATURE EXTRACTION; INFORMATION ANALYSIS; PATTERN RECOGNITION; ROBUSTNESS (CONTROL SYSTEMS); WAVELET TRANSFORMS;

AUDIO CLASSIFICATION AND SEGMENTATION; AUDIO-CONTENT BASED RETRIEVAL; FISHER LINEAR DISCRIMINATOR; GABOR WAVELETS; SPECTROGRAM;

CLASSIFICATION (OF INFORMATION);

EID: 25444481312     PISSN: 02180014     EISSN: None     Source Type: Journal    
DOI: 10.1142/S0218001405004289     Document Type: Article

References (23)

1. N. P. Belhumeur and D. J. Kriegman, Eigenfaces vs. fishfaces: recognition using class specific linear projection, IEEE Trans. Patt. Anal. Mach. Intell. 19(7) (1997) 711-720.
2. J. S. Boreczky and L. D. Wilcox, A hidden Markov model framework for video segmentation using audio and image features, in Proc. Int. Conf. Acoustics, Speech, Signal Processing'98 (May 1998), pp. 3741-3744.
3. S.-T. Bow, Pattern Recognition and Image Preprocessing (Marcel Dekker, 1992).
4. J. Foote, An overview of audio information retrieval, A CM Multimed. Syst. 7(1) (1999) 2-11.
5. I. Fujinaga, Machine recognition of timbre using steady-state tone of acoustic instruments, in Proc. ICMC 98, Ann Arbor, Michigan (1998), pp. 207-210.
6. D. Gabor, Theory of communication, J. Instit. Electr. Eng. 93 (1946) 429-439.
7. L. Guojun and T. Hankinson, A technique towards automatic audio classification and retrieval, in Proc. Int. Conf. Signal Processing'98, Vol. 2 (1998), pp. 1142-1145.
8. D. Kimber and L. D. Wilcox, Acoustic segmentation for audio browsers, in Proc. Interface Conf., Sydney, Australia (July 1996).
9. D. Li, I. K. Sethi, N. Dimitrova and T. McGee, Classification of general audio data for content-based retrieval, Patt. Recogn. Lett. 22(5) (2001) 533-544.
10. B. S. Manjunath and W. Y. Ma, Texture features for browsing and retrieval of image data, IEEE Trans. Patt. Anal. Mach. Intell. 18(8) (1992) 173-188.
11. MPEG Requirements Group, Description of MPEG-7 content set, Doc. ISO/MPEG N2467, MPEG Atlantic City Meeting (October 1998).
12. S. Pfeiffer, S. Fischer and W. Effelsberg, Automatic audio content analysis, in Proc. ACM Multimedia'96, Boston, MA (April 1996), pp. 21-30.
13. S. Qian and D. Chen, Joint Time-Frequency Analysis Methods and Applications (Prentice-Hall, Upper Saddle River, NJ, 1996).
14. F. D. Rosenthal, Computational Auditory Scene Analysis (Lawrence Erlbaum Associates, Inc., 1998).
15. S. Rossignol, X. Rodet et al., Feature extraction and temporal segmentation of acoustic signals, in Proc. ICMC 98, Ann Arbor, Michigan (1998), pp. 199-202.
16. J. Saunders, Real-time discrimination of broadcast speech/music, in Proc. Int. Conf. Acoustics, Speech, Signal Processing'96, Vol. 2, Atlanta, GA (May 1996), pp. 993-996.
17. E. Scherier and M. Slaney, Construction and evaluation of a robust multifeature speech/music discriminator, in Proc. Int. Conf. Acoustics, Speech, Signal Processing'97, Munich, Germany, April 1997, pp. 1331-1334.
18. J. Smith and X. Serra, An analysis/resynthesis program for non-harmonic sounds based on a sinusoidal representation, in Proc. ICMC'87, Ann Arbor, Michigan (1987), 290 pp.
19. E. Wold, T. Blum, D. Keislar and J. Wheaton, Content-based classification, search, and retrieval of audio, IEEE Multimed. 3(3) (1996) 27-36.
20. L. Wyse and S. Smoliar, Toward content-based audio indexing and retrieval and a new speaker discrimination technique, in Proc. ICJAI'95, Singapore (December 1995).
21. T. Zhang and C.-C. J. Kuo, Hierarchical classification of audio data for archiving and retrieving, in Proc. Int. Conf. Acoustics, Speech, Signal Processing'99, Vol. 6 (1999), pp. 3001-3004.
22. T. Zhang and C.-C. J. Kuo, Audio content analysis for online audiovisual data segmentation and classification, IEEE Trans. Speech Audio Process. 9(4) (2001) 441-457.
23. E. Zwicker and H. Fastl, Psychoacoustics, Facts and Models (Springer, 1990).