Selection of gabor filters for improved texture feature extraction

Proceedings - International Conference on Image Processing, ICIP

Volumn , Issue , 2010, Pages 361-364

  Li, Weitao ^a   Mao, Ke Zhi ^b   Zhang, Hong ^c   Chai, Tianyou ^a  

^a NORTHEASTERN UNIVERSITY   (China)

^b NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

^c UNIVERSITY OF ALBERTA   (Canada)

Author keywords

Fisher ratio measure; Gabor filter bank; Gabor filter selection; Texture feature

Indexed keywords

BENCHMARK DATASETS; DESIGN PROCESS; FEATURE EXTRACTOR; FEATURE REPRESENTATION; FEATURE SELECTION; FILTER BANK DESIGN; FILTER SELECTION; FISHER RATIO; GABOR FILTER; GABOR FILTER BANKS; GAUSSIAN ENVELOPE; IMAGE CONTENT ANALYSIS; NEW APPROACHES; PARAMETER SETTING; PATTERN CLASSIFICATION; REAL APPLICATIONS; TEXTURE CLASSIFICATION; TEXTURE FEATURE; TEXTURE FEATURE EXTRACTION; TEXTURE FEATURES;

BENCHMARKING; COMPUTATIONAL COMPLEXITY; DESIGN; FILTER BANKS; IMAGING SYSTEMS; OBJECT RECOGNITION; TEXTURES;

FEATURE EXTRACTION;

EID: 78651060627     PISSN: 15224880     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2010.5653278     Document Type: Conference Paper

References (13)

1. L.S. Davis, S.A. Johns, and J.K. Aggarwal, "Texture analysis using generalized co-occurrence matrices," PAMI, vol. 3, pp. 251-259, 1979.
2. M. Unser, "Local linear transforms for texture measurements," Signal Processing, vol. 11, pp. 61-79, 1986.
3. S. Arivazhagan and L. Ganesan, "Texture classification using wavelet transform," Pattern Recognition Lett, vol. 24, pp. 1513-1521, 2003. (Pubitemid 36225856)
4. M. Idrissa and M. Acheroy, "Texture classification using gabor filters," Pattern Recognition Lett, vol. 23, pp. 1095-1102, 2002.
5. F. Bianconi and A. Fernández, "Evaluation of the effect of gabor filter parameters on texture classification," Pattern Recognition, vol. 40, pp. 3325-3335, 2007.
6. A.K. Jain and D. Zongker, "Feature selection: evaluation, application, and small sample performance," PAMI, vol. 19, pp. 153-158, 1997.
7. J.K. Kamarainen, "Feature extraction using gabor filters," vol. Ph.D.Dissertation, pp. Lappeenranta University of Technology, 2003.
8. S. Li and J.S. Taylor, "Comparison and fusion of multiresolution features for texture classification," Pattern Recognition Lett, vol. 26, pp. 633-638, 2004.
9. D.A. Clausi and H. Deng, "Design-based texture feature fusion using gabor filters and co-occurrence probabilities," IEEE Trans Image Process, vol. 14, pp. 25-936, 2005.
10. C. Câleanu, D.S. Huang, V. Gui, V. Tiponuţ, and V. Maranescu, "Interest operatior versus gabor filtering for facial imagery classification," Pattern Recognition Lett, vol. 28, pp. 950-956, 2007.
11. R.O. Duda and P.E. Hart, "Pattern classification and scene analysis," Wiley, New York, 1973.
12. M.R. Chemick, "Bootstrap methods: A practitioner's guide," Wiley, New York, 1999.
13. R.J. Ferraria, H. Zhang, and C.R. Kube, "Real-time detection of steam in video images," Pattern recognition, vol. 40, pp. 1148-1159, 2007.