The log-Gabor method: Speech classification using spectrogram image analysis

13th Annual Conference of the International Speech Communication Association 2012, INTERSPEECH 2012

Volumn 1, Issue , 2012, Pages 518-521

  Buisman, Harm ^a   Postma, Eric ^a  

^a TILBURG UNIVERSITY   (Netherlands)

Author keywords

Likability classification; Log Gabor filters; Personality classification; Spectro temporal analysis; Spectrogram analysis; Support vector machines

Indexed keywords

AUTOMATIC CLASSIFICATION; FEATURE EXTRACTION METHODS; GABOR TRANSFORM; LOG-GABOR FILTER; SPECTRO-TEMPORAL ANALYSIS; SPECTROGRAMS; SPEECH CLASSIFICATION; VISUAL TEXTURE;

FEATURE EXTRACTION; SPECTROGRAPHS;

SUPPORT VECTOR MACHINES;

EID: 84878404680     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (12)

1. Ezzat, T., Bouvrie, J., and Poggio, T., "Spectro-temporal analysis of speech using 2-D Gabor filters,", Proc. Interspeech, 96:1-4, 2007.
2. Elliott, T. M., Theunissen, F. E., "The modulation transfer function for speech intelligibility,", PLoS computational biology, 5(3), 2009.
3. Wu, S., and Falk., T. H., and Chan, W.-Y., "Automatic speech emotion recognition using modulation spectral features,", Speech Communication, 53(5):768-785, 2011.
4. Meyer, B. T., and Kollmeier, B., "Robustness of spectro-temporal features against intrinsic and extrinsic variations in automatic speech recognition,", Speech Communication, 53(5):753-767, 2011.
5. Field, D. J., "Relations between the statistics of natural images and the response properties of cortical cells,", Journal of the Optical Society of America A, Optics and image science, 4(12):2379-2394, 1987.
6. Fischer, S., Šroubek, F., Perrinet, L., Redondo, R., and Cristóbal, G., "Self-Invertible 2D Log-Gabor Wavelets,", International Journal of Computer Vision, 75(2):231-246, 2007.
7. Daugman, J., "Uncertainty relation for resolution in space, spatial frequency, and orientation optimized by two-dimensional visual cortical filters,", Journal of the Optical Society of America A, 2(7): 1160-1169, 1985.
8. Schuller, B., Steidl, S., Batliner, A., Nöth, E., Vinciarelli, A., Burkhardt, F., van Son, R., Weninger, F., Eyben, F., Bocklet, T., Mohammadi, G., Weiss, B., "The Interspeech 2012 Speaker Trait Challenge,", Proc. Interspeech 2012, ISCA, Portland, OR, USA, 2012.
9. Gabor, D., "Theory of communication. Part 1: The analysis of information,", Journal of the Institution of Electrical Engineers -Part III: Radio and Communication Engineering, 93(26):429-441, 1946.
10. Chang, C. and Lin, C., "LIBSVM: a library for support vector machines,", ACM Transactions on Intelligent Systems and Technology, 2(3):27:1-27:27, 2011. Software available at http://www.csie.ntu.edu.tw/~cjlin/ libsvm
11. Kovesi, P.D., "MATLAB and Octave Functions for Computer Vision and Image Processing,", Centre for Exploration Targeting School of Earth and Environment, The University of Western Australia. Software available at: http://www.csse.uwa.edu.au/~pk/research/matlabfns/.
12. Postma, M., Tsoumani, O., Buisman, H.J., Jansen, S.N., Schouten, N.Y., Postma, E.O., & Lanken, G. van, "Detecting personality from thin slices of speech: Self-assessment versus observer ratings,", TiCC TR 2012-001. Available at: http://www.tilburguniversity.edu/research/institutes-and-research- groups/ticc/research-programs/cc/technical-reports/.