矢量图像表示用于图像分类
Maria-Eugenia Sánchez-Morales1, José-Trinidad Guillen-Bonilla2, Héctor Guillen-Bonilla3
1Departamento de Ciencias Tecnológicas, Centro Universitario de la Ciénega, Universidad de Guadalajara, Av. Universidad No. 1115, Lindavista, Ocotlán 47810, Jalisco, Mexico.
Journal of imaging
|February 23, 2024
概括
本研究介绍了在纹理空间上的矢量图像表示 (VIR-TS),这是使用纹理矢量表示数字图像的新方法. 在图像分类任务中,VIR-TS有效地捕获本地纹理特征.
科学领域:
- 计算机视觉 计算机视觉
- 图像处理 图像处理
- 模式识别 模式识别
背景情况:
- 数字图像分析通常依赖于提取有意义的特征.
- 高效地表示复杂的图像纹理是计算机视觉的一个关键挑战.
研究的目的:
- 提出一种新的转换方法,即在纹理空间上的矢量图像表示 (VIR-TS),用于数字灰度图像.
- 开发一个新的纹理空间分类器,利用多类识别的拟议转换.
主要方法:
- 纹理空间上的矢量图像表示 (VIR-TS) 转换将数字图像 (S) 转换为纹理矢量 (C→).
- 纹理向量 (C→) 封装了局部纹理特征,这些特征来自于解决同质方程系统.
- 提出了一个新的多类分类器,使用纹理向量 (C→) 作为其特征向量.
主要成果:
- 在数字树皮图像上的实验部署表明了识别任务的有效性能.
- 发现分类结果与用于解决同质方程系统的参数值 (λ) 独立.
结论:
- VIR-TS转换提供了基于纹理的图像表示的有效方法.
- 拟议的方法显示出在失踪人员检测和医疗图像分析等领域的应用潜力.
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