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Recognition of Leaf Image Based on Ring Projection Wavelet Fractal Feature

机译:基于环投影小波分形特征的叶片图像识别

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Recognizing plant leaves has been an important and difficult task. This paper introduces a method of recognizing leaf images based on Ring Projection Wavelet Fractal Feature. Firstly, we apply pre-processing to leaf images, and extract from leaves around the border area by the white pixels and all pixel black background binary contour map. Secondly, we get one-dimensional feature of leaves by using Ring Projection to reduce the dimension of two-dimensional pattern. Then, the one-dimensional is decomposed with Daubechies discrete wavelet transform to obtain sub pattern. Finally, we seek the fractal dimension of each sub model. Leaf shape features are extracted from pre-processed leaf images, which include fractal dimension of each sub model and seven Hu moment invariants. As a result there are 30 classes of plant leaves successfully classified.
机译:识别植物叶子一直是一项重要而艰巨的任务。介绍了一种基于环投影小波分形特征的叶片图像识别方法。首先,我们对叶图像进行预处理,并通过白色像素和所有像素黑色背景二进制轮廓图从边界区域周围的叶中提取。其次,通过使用环形投影来减小二维图案的维数,从而获得叶子的一维特征。然后,利用Daubechies离散小波变换将一维分解以获得子模式。最后,我们寻找每个子模型的分形维数。从预处理的叶片图像中提取叶片形状特征,其中包括每个子模型的分形维数和七个Hu矩不变量。结果,成功分类了30种植物叶子。

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