PENERAPAN DIMENSI FRAKTAL BOX COUNTING DAN K-MEDOIDS UNTUK DETEKSI JENIS HEWAN KINGDOM MAMALIA BERDASARKAN MOTIF TUBUH

Ananda Kusuma Wati, Dwi Juniati
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Abstract

Mammals are a group of vertebrate animals that have characteristics such as hair and mammary glands. And the kingdom of mammals is one of the kingdoms with a large number of species. The shape, color, and size of animals belonging to the mammalian kingdom can vary greatly. These differences can be distinguished by the characteristics of animals such as the distinctive shape of their body motifs. For image processing, the method that has been used to identify features in an image is edge detection. In the field of mathematics that is widely used to study the irregular shape of an object is fractal geometry. In this research, grouping of animals based on their body motifs based on fractal dimensions was carried out. 120 animal images were obtained in the mammal kingdom which will be processed through segmentation which obtains the region of animal body motifs. The region obtained will be used to determine the pattern of body motifs with Canny edge detection. Then it will be calculated using the box counting method and produce fractal dimension values ​​for the cluster stage. The results of the experimental K-Medoids Clustering method from six clusters, namely cheetahs, tigers, leopards, hyenas, giraffes, and zebras, have an accuracy of 84.16%. Keywords: Mammal Animal Body Motives, Box Counting, K-Medoids.
使用分形箱和K-MEDOIDS来根据身体的动机检测王国哺乳动物的类型
哺乳动物是一群脊椎动物,它们有毛发和乳腺等特征。哺乳动物王国是拥有大量物种的王国之一。属于哺乳动物王国的动物的形状、颜色和大小变化很大。这些差异可以通过动物的特征来区分,比如它们身体图案的独特形状。对于图像处理,已经用于识别图像中的特征的方法是边缘检测。在数学领域中,被广泛用于研究物体不规则形状的是分形几何。在本研究中,基于分形维数对动物的身体图案进行了分组。得到120幅哺乳动物图像,对其进行分割处理,得到动物体基元区域。获得的区域将用于确定Canny边缘检测的身体图案。然后用盒计数法进行计算,得到聚类阶段的分形维数。基于猎豹、老虎、豹子、鬣狗、长颈鹿和斑马6类动物的K-Medoids聚类实验结果表明,K-Medoids聚类的准确率为84.16%。关键词:哺乳动物身体动机,箱计数,K-Medoids。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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