Plant Texture Classification Using Gabor Co-occurrences

Leaves provide an important source of data for research in comparative plant biology. This paper presents a method for comparing and classifying plants based on leaf texture. Joint distributions for the responses from applying different scales of the Gabor filter are calculated. The difference between leaf textures is calculated by the Jeffreydivergence measure of corresponding distributions. This technique is also applied to the Brodatz texture database, to demonstrate its more general application, and comparison to the results from traditional texture analysis methods is given.

[1]  Mario Vento,et al.  Image Analysis and Processing - ICIAP 2009, 15th International Conference Vietri sul Mare, Italy, September 8-11, 2009, Proceedings , 2009, ICIAP.

[2]  Akinobu Shimizu,et al.  Robust face detection using Gabor filter features , 2005, Pattern Recognit. Lett..

[3]  De-Shuang Huang,et al.  Emerging Intelligent Computing Technology and Applications, 5th International Conference on Intelligent Computing, ICIC 2009, Ulsan, South Korea, September 16-19, 2009. Proceedings , 2009, ICIC.

[4]  André Ricardo Backes,et al.  Plant Leaf Identification Using Multi-scale Fractal Dimension , 2009, ICIAP.

[5]  Zhang Yi,et al.  Advances in Neural Networks - ISNN 2005, Second International Symposium on Neural Networks, Chongqing, China, May 30 - June 1, 2005, Proceedings, Part II , 2005, ISNN.

[6]  Michael Lindenbaum,et al.  Gabor Filter Analysis for Texture Segmentation , 2006, 2006 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'06).

[7]  Yan Li,et al.  Leaf Vein Extraction Using Independent Component Analysis , 2006, 2006 IEEE International Conference on Systems, Man and Cybernetics.

[8]  R. Jensen,et al.  Lines, outlines, and landmarks: morphometric analyses of leaves of Acer rubrum, Acer saccharinum (Aceraceae) and their hybrid , 2002 .

[9]  Zheru Chi,et al.  Combined thresholding and neural network approach for vein pattern extraction from leaf images , 2006 .

[10]  Johel Mitéran,et al.  Texture Classification with Generalized Fourier Descriptors in Dimensionality Reduction Context: An Overview Exploration , 2008, ANNPR.

[11]  C. Guarneri Cornell University Press , 1991 .

[12]  J. Daugman Two-dimensional spectral analysis of cortical receptive field profiles , 1980, Vision Research.

[13]  Thomas Stützle,et al.  Ant Colony Optimization and Swarm Intelligence , 2008 .

[14]  David J Hearn Shape analysis for the automated identification of plants from images of leaves. , 2009 .

[15]  Dorothy Ndedi Monekosso,et al.  Artificial Ants to Extract Leaf Outlines and Primary Venation Patterns , 2008, ANTS Conference.

[16]  André Ricardo Backes,et al.  Texture analysis and classification using deterministic tourist walk , 2010, Pattern Recognit..

[17]  J. Miller,et al.  The Institution of Electrical Engineers , 2006, Nature.

[18]  R. C. Keating Manual of Leaf Architecture , 2009 .

[19]  O. Bruno,et al.  Leaf shape analysis using the multiscale Minkowski fractal dimension, a new morphometric method: a study with Passiflora (Passifloraceae) , 2005 .

[20]  Cordelia Schmid,et al.  A sparse texture representation using local affine regions , 2005, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[21]  Xiaofeng Wang,et al.  Shape Recognition Based on Radial Basis Probabilistic Neural Network and Application to Plant Species Identification , 2005, ISNN.

[22]  J. Daugman Uncertainty relation for resolution in space, spatial frequency, and orientation optimized by two-dimensional visual cortical filters. , 1985, Journal of the Optical Society of America. A, Optics and image science.

[23]  Shanwen Zhang,et al.  A Method of Plant Classification Based on Wavelet Transforms and Support Vector Machines , 2009, ICIC.

[24]  Robert M. Haralick,et al.  Textural Features for Image Classification , 1973, IEEE Trans. Syst. Man Cybern..

[25]  N. Otsu A threshold selection method from gray level histograms , 1979 .

[26]  Changle Zhou,et al.  Leaf Image Retrieval Using a Shape Based Method , 2005, AIAI.

[27]  Odemir Martinez Bruno,et al.  Plant leaf identification using Gabor wavelets , 2009, Int. J. Imaging Syst. Technol..