Combined statistical and model based texture features for improved image classification

IET Conference Publications

Volumn , Issue 540 CP, 2008, Pages

  Al Kadi, O S ^a  

^a UNIVERSITY OF SUSSEX   (United Kingdom)

Author keywords

Bayesian classifier; Image classification; Texture analysis

Indexed keywords

BAYESIAN CLASSIFIER; CO-OCCURRENCE; FRACTIONAL BROWNIAN MOTION; GAUSSIAN MARKOV RANDOM FIELD; GREY LEVELS; MODEL-BASED; MODEL-BASED METHOD; NAIVE BAYESIAN CLASSIFIER; RUN LENGTH; TEXTURE ANALYSIS; TEXTURE CLASSIFICATION; TEXTURE FEATURES; TEXTURE IMAGE;

BAYESIAN NETWORKS; BROWNIAN MOVEMENT; CLASSIFIERS; FEATURE EXTRACTION; GAUSSIAN NOISE (ELECTRONIC); HIDDEN MARKOV MODELS; IMAGE ANALYSIS; IMAGE CLASSIFICATION; LEARNING SYSTEMS;

TEXTURES;

EID: 67549135860     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1049/cp:20080455     Document Type: Conference Paper

References (9)

1. M. Tuceryan and A. Jain, The Handbook of pattern Recognition and Computer Vision, 2 ed: World Scientific Publishing Co., 1998.
2. P. Brodatz, A Photographic Album for Artists and Designers. New York: Dover, 1996.
3. M. Petrou and P. Gacia Sevilla, Image processing: Dealing with texture: Wiley, 2006.
4. B. B. Mandelbrot, Fractal Geometry of Nature. San Francisco, CA: Freeman, 1982.
5. C. C. Chen, J. S. Daponte, and M. D. Fox, "Fractal Feature Analysis and Classification in Medical Imaging," IEEE Transactions on Medical Imaging, vol.8, pp. 133-142, 1989.
6. R. M. Haralick, K. Shanmuga, and I. Dinstein, "Textural Features for Image Classification," IEEE Transactions on Systems, Man and Cybernetics, vol.SMC3, pp. 610-621, 1973.
7. M. M. Galloway, "Texture analysis using gray level run lengths," Computer Graphics Image Processing, vol.4, pp. 172-179, 1975.
8. F. Demichelis, P. Magni, P. Piergiorgi, M. A. Rubin, and R. Bellazzi, "A hierarchical Naive Bayes Model for handling sample heterogeneity in classification problems: an application to tissue microarrays," Bmc Bioinformatics, vol.7, 2006.
9. R. C. Gonzales and R. E. Woods, Digital Image Processing, 2 ed: Prentice Hall, 2002.