Text-independent speaker identification using Radon and discrete cosine transforms based features from speech spectrogram

Pattern Recognition

Volumn 44, Issue 10-11, 2011, Pages 2749-2759

  Ajmera, Pawan K ^a   Jadhav, Dattatray V ^b   Holambe, Raghunath S ^a  

^a SHRI GURU GOBIND SINGHJI INSTITUTE OF ENGINEERING AND TECHNOLOGY   (India)

^b TSSM's Bhivarabai Sawant College of Engineering and Research   (India)

Author keywords

Discrete cosine transform; Feature extraction; Radon transform; Speaker recognition; Spectrogram

Indexed keywords

ACOUSTIC CHARACTERISTIC; ACOUSTIC FEATURES; COMPUTATIONALLY EFFICIENT; FEATURE EXTRACTION TECHNIQUES; FEATURE VECTORS; IMAGE PROCESSING TECHNIQUE; LOW DIMENSIONAL; MASSACHUSETTS INSTITUTE OF TECHNOLOGY; PIXEL VALUES; RADON TRANSFORM; RECOGNITION RATES; SPEAKER RECOGNITION; SPECTROGRAM; SPECTROGRAMS; SPEECH SPECTROGRAM; STRAIGHT LINES; TEXAS INSTRUMENTS; TEXT-INDEPENDENT SPEAKER IDENTIFICATION; TIMIT DATABASE;

ALGORITHMS; CHARACTER RECOGNITION; COSINE TRANSFORMS; DATABASE SYSTEMS; FEATURE EXTRACTION; IMAGE PROCESSING; RADON; SPECTROGRAPHS; SPEECH RECOGNITION;

DISCRETE COSINE TRANSFORMS;

EID: 79958815892     PISSN: 00313203     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patcog.2011.04.009     Document Type: Article

References (39)

1. M. He, S.J. Horng, P. Fan, R.S. Run, R.J. Chen, J.L. Lai, M.K. Khan, and K.O. Sentosa Performance evaluation of score level fusion in multimodal biometric systems Pattern Recognition 43 5 2010 1789 1800
2. S.J. Horng, D. Mulyono, A study of finger vein biometric for personal identification, in: Proceedings of the IEEE International Symposium on Biometrics and Security Technologies, Islamabad, 2008, pp. 2223.
3. S.J. Horng, Y.H. Chen, R.S. Run, R.J. Chen, J.L. Lai, K.O. Sentosal, An improved score level fusion in multimodal biometric systems, in: Proceedings of the International Conference on Parallel and Distributed Computing, Applications and Technologies, Japan, 2009, pp. 239246.
4. T. Kinnunen, and H. Li An overview of text-independent speaker recognition: from features to supervectors Speech Communication 52 1 2010 12 40
5. R.J. Mammone, X. Zhang, and R.P. Ramachandran Robust speaker recognition: a feature-based approach IEEE Signal Processing Magazine 13 5 1996 58 71 (Pubitemid 126527122)
6. J. Pelecanos, S. Sridharan, Feature warping for robust speaker verification, in: Proceedings of the International Speech Communication Association a Speaker Odyssey - The Speaker Recognition Workshop, Greece, 2001, pp. 213218.
7. P. Kenny, G. Boulianne, P. Ouellet, and P. Dumouchel Speaker and session variability in GMM-based speaker verification IEEE Transactions on Audio Speech and Language Processing 15 4 2007 1448 1460
8. R. Vogt, and S. Sridharan Explicit modeling of session variability for speaker verification Computer Speech and Language 22 1 2008 17 38 (Pubitemid 47333032)
9. R. Auckenthaler, M. Carey, and H. Lloyd-Thomas Score normalization for text independent speaker verification systems Digital Signal Processing 10 13 2000 42 54 (Pubitemid 30592165)
10. D. Reynolds, T. Quatieri, and R. Dunn Speaker verification using adapted Gaussian mixture models Digital Signal Processing 10 1 2000 19 41 (Pubitemid 30592166)
11. C.W. Seo, K.Y. Lee, and J. Lee GMM based on local PCA for speaker identification Electronics Letter 37 24 2001 1486 1488 (Pubitemid 33128315)
12. W. Zhang, Y. Yang, Z. Wu, L. Sang, Experimental evaluation of a new speaker identification framework using PCA, in: Proceedings of the IEEE International Conference on Systems, Man and Cybernetics, Washington, 2003, pp. 41474152.
13. S.B. Davis, and P. Mermelstain Comparison of parametric representation for monosyllabic word recognition in continuously spoken sentences IEEE Transactions on Acoustic, Speech and Signal Processing 28 4 1980 357 366
14. D.A. Reynolds Experimental evaluation of features for robust speaker identification IEEE Transactions on Speech and Audio Processing 2 4 1994 639 643
15. A. Ljolje The importance of cepstral parameter correlations in speech recognition Computer Speech and Language 8 1994 223 232
16. K. You, and H. Wang Joint estimation of feature transformation parameters and Gaussian mixture model for speaker identification Speech Communication 28 3 1999 227 241
17. L. Liu, J. He, On the use of orthogonal GMM in speaker recognition, in: Proceedings of the IEEE International Conference on Acoustic, Speech, and Signal Processing, Arizona, 1999, pp. 845848.
18. M.J.F. Gales Semi-tied covariance matrices for hidden Markov model IEEE Transactions on Speech and Audio Processing 7 3 1999 272 281
19. D.A. Reynolds, and R.C. Rose Robust text-independent speaker identification using Gaussian mixture speaker models IEEE Transactions on Speech and Audio Processing 3 1 1995 72 82
20. R.A. Cole, A.I. Rudnicky, and V.M. Zue Performance of an expert spectrogram reader Journal of Acoustic Society of America 65 1979 81 87
21. T.F. Quatieri Discrete-Time Speech Signal Processing: Principles and Practice 2002 Prentice Hall Massachusetts
22. V.W. Zue, An expert spectrogram reader: a knowledge-based approach to speech recognition, in: Proceedings of International Conference on Acoustic Speech and Signal Processing, Japan, 1986, pp. 11971200.
23. R.A. Cole, A.I. Rudnicky, V.W. Zue, and D.R. Reddy R.A. Cole, Speech as patterns on paper, perception and production of fluent speech 1980 Erlbaum
24. L. He, M. Lech, N. Maddage, N. Allen, Emotion recognition in speech of parents of depressed adolescents, in: Proceedings of the Third International Conference on Bioinformatics and Biomedical Engineering, China, 2009, pp. 58.
25. L. He, M. Lech, N. Maddage, N. Allen, Emotion recognition in spontaneous speech within work and family environments, in: Proceedings of the Third International Conference on Bioinformatics and Biomedical Engineering, China, 2009, pp. 14.
26. L. He, M. Lech, S. Memon, N. Allen, Recognition of stress in speech using wavelet analysis and teager energy operator, in: Proceedings of the Ninth Annual Conference of the International Speech Communication Association, Australia, 2008, pp. 605608.
27. M. Kleinschmidt, and V. Hohmann Sub-band SNR estimation using auditory feature processing Speech Communication 39 12 2003 47 63 (Pubitemid 35412361)
28. M. Kleinschmidt Methods for capturing spectro-temporal modulations in automatic speech recognition Acta Acustica 8 2001 1 6
29. T. Chih, P. Ru, and S. Shamma Multi resolution spectro-temporal analysis of complex sounds Journal of Acoustic Society of America 118 2005 887 906 (Pubitemid 41129224)
30. J. Bouvrie, T. Ezzat, T. Poggio, Localized spectro-temporal cepstral analysis of speech, in: Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, Las Vegas, 2008, pp. 47334736.
31. T. Ezzat, J. Bouvrie, T. Poggio, Spectro-temporal analysis of speech using 2-D Gabor filters, in: Proceedings of the Tenth International Conference on Spoken Language Processing, Belgium, 2007, pp. 506509.
32. T. Ezzat, T. Poggio, Discriminative word-spotting using ordered spectro-temporal patch features, in: Proceedings of the Workshop on Statistical and Perceptual Audition, Australia, 2008, pp. 3540.
33. K. Saeed, and M.K. Nammous. A speech-and-speaker identification system: feature extraction, description, and classification of speech-signal image IEEE Transactions on Industrial Electronics 54 2 2007 887 897 (Pubitemid 46591011)
34. L. Rabiner, and B.H. Juang Fundamentals of Speech Recognition 1993 Prentice Hall Englewood Cliffs, NJ
35. G. Beylkin Discrete radon transform IEEE Transactions on Acoustics Speech and Signal Processing 35 2 1987 162 172
36. Kourosh Jafari-Khouzani, and Humid Soltanian-Zadeh Rotation invariant multiresolution texture analysis using radon and wavelet transform IEEE Transactions on Image Processing 14 6 2005 783 794
37. W. Xuan, X. Bin, M. JianFeng, and B. Xiu-Li Scaling and rotation invariant approach to object recognition based on Radon and FourierMellin transforms Pattern Recognition 40 12 2007 3503 3508
38. W. Chen, M.J. Er, and S. Wu PCA and LDA in DCT domain Pattern Recognition Letter 26 15 2005 2474 2482 (Pubitemid 41394303)
39. T. Kinnunen, C. Koh, L. Wang, H. Li, E. Chng, Temporal discrete cosine transform: towards longer term temporal features for speaker verification, in: Proceedings of the Fifth International Symposium on Chinese Spoken Language Processing, Singapore, 2006, pp. 547558.