Exploring the Role of Fractal Geometry in Engineering Image Processing Based on Similarity and Symmetry: A Review

分形 分形压缩 图像处理 几何学 对称(几何) 分形分析 分形变换 网络的分形维数 分形景观 相似性(几何) 计算机科学 人工智能 数字图像处理 图像(数学) 计算机视觉 分形维数 算法 数学 图像压缩 数学分析
作者
Song Juan,Bangfu Wang,Qingtang Jiang,Xiaohong Hao
出处
期刊:Symmetry [Multidisciplinary Digital Publishing Institute]
卷期号:16 (12): 1658-1658
标识
DOI:10.3390/sym16121658
摘要

Fractal geometry theory has been widely used in engineering image processing. In this work, the basic principles and features of fractal geometry are first introduced and its importance in image processing is explained. The features of the symmetry and asymmetry of images are represented in fractal geometry and symmetry scaling is utilized to deal with image processing problems in engineering applications. Subsequently, specific applications of fractal geometry in engineering image processing are discussed in detail in terms of image compression, edge detection, texture analysis, and image reconstruction and restoration. The exploration of these applications reveals the advantages and usefulness of fractal geometry theory in image processing, and it is found that the image has certain symmetry and self-similarity, which is conducive to the establishment of mathematical models for the statistics of graphic contours and shapes. Finally, the unique value of fractal geometry in engineering image processing is further emphasized by comparing the innovations of fractal geometry with traditional image processing methods, which prompts the in-depth consideration of its potential value in this field. This paper provides new insights and directions for the research of engineering image processing, which is of positive significance for future research.
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