采用多维方法处理彩色图像的樋口分形维数

IF 1.3 Q3 COMPUTER SCIENCE, SOFTWARE ENGINEERING Software Impacts Pub Date : 2024-07-31 DOI:10.1016/j.simpa.2024.100690
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引用次数: 0

摘要

在估算分形维度的方法中,樋口方法仅限于处理灰度图像。为了改进这种方法,并从彩色图像中估算樋口分形维度值,我们开发了多维和多尺度樋口软件,用于对图像中存在的模式进行分析,并考虑到 RGB 颜色模型。该软件可提供局部/全局分形维度。此外,还测试了该软件对常用于评估计算机辅助诊断方案的重要数据集(结直肠癌、肝组织和口腔上皮发育不良的组织学图像)中的图像进行量化。测试结果对所调查组的模式识别过程具有相关性和实用性。
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Higuchi Fractal Dimension with a multidimensional approach for color images

Among the methods for estimating fractal dimension, the Higuchi approach is limited to processing grayscale images. To improve this approach and estimate Higuchi fractal dimension values from color images, multidimensional and multiscale Higuchi software was developed for the pattern analysis present in images considering the RGB color model. The software can provide local/global fractal dimensions. Moreover, it was tested to quantify images from important datasets commonly explored to evaluate computer-aided diagnosis schemes (histological images of colorectal cancer, liver tissue, and oral epithelial dysplasia). The results were relevant and useful for the process of pattern recognition considering the investigated groups.

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来源期刊
Software Impacts
Software Impacts Software
CiteScore
2.70
自引率
9.50%
发文量
0
审稿时长
16 days
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