Recognition of plant leaf image based on fractal dimension features

Abstract This work proposed a new method of describing the characteristics of plant leaves based on the outline fractal dimension and venation fractal dimension. First, using multiple threshold edge detection method to separate leaf edge and vein, and get multiple veins. Then, the two-dimensional fractal dimension of the leaf edge image and multiple vein images will be calculated, and a new ring projection wavelet fractal feature for leaf shape is also adopted. Finally, these two kinds’ fractal dimension features are used to plant leaves classification and recognition. The experimental results demonstrated the effectiveness of the fractal dimension feature method.

[1]  Ju Yang,et al.  Computation Method of Fractal Dimension for 2-D Digital Image , 2004 .

[2]  Manfred Schroeder,et al.  Fractals, Chaos, Power Laws: Minutes From an Infinite Paradise , 1992 .

[3]  Jun Zhang,et al.  Shape matching using fuzzy discrete particle swarm optimization , 2005, Proceedings 2005 IEEE Swarm Intelligence Symposium, 2005. SIS 2005..

[4]  Xiaofeng Wang,et al.  Classification of plant leaf images with complicated background , 2008, Appl. Math. Comput..

[5]  Xiaofeng Wang,et al.  A Novel Density-Based Clustering Framework by Using Level Set Method , 2009, IEEE Transactions on Knowledge and Data Engineering.

[6]  De-Shuang Huang,et al.  A Constructive Hybrid Structure Optimization Methodology for Radial Basis Probabilistic Neural Networks , 2008, IEEE Transactions on Neural Networks.

[7]  B. Mandelbrot,et al.  Fractals: Form, Chance and Dimension , 1978 .

[8]  D.-S. Huang,et al.  Radial Basis Probabilistic Neural Networks: Model and Application , 1999, Int. J. Pattern Recognit. Artif. Intell..

[9]  Wang Xiao-feng,et al.  Feature Extraction and Recognition for Leaf Images , 2006 .

[10]  Richard F. Voss,et al.  Fractals in nature: from characterization to simulation , 1988 .

[11]  Fu Hong,et al.  Extraction of Leaf Vein Features Based on Artificial Neural Network— Studies on the Living Plant Identification I , 2004 .

[12]  Chaur-Chin Chen Improved moment invariants for shape discrimination , 1993, Pattern Recognit..

[13]  T. W. Ridler,et al.  Picture thresholding using an iterative selection method. , 1978 .

[14]  De-Shuang Huang,et al.  Locally linear discriminant embedding: An efficient method for face recognition , 2008, Pattern Recognit..

[15]  Chao Wang,et al.  Feature extraction using constrained maximum variance mapping , 2008, Pattern Recognit..