Texture analysis for classification of cervix lesions
Texture analysis for classification of cervix lesions
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DOI：
10.1109/42.896790
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发表时间：
2000-11-01
影响因子：
10.6
通讯作者：
Craine, E
中科院分区：
文献类型：
--
作者：
Ji, Q;Engel, J;Craine, E
本文提出了一种广义的统计纹理分析技术，用于表征和识别阴道镜图像中与宫颈病变相关的典型的、诊断上最重要的血管模式。该研究的贡献包括：1）引入了一种基于传统的统计和结构纹理分析方法相结合的广义纹理分析技术，通过使用几何图元的统计描述; 2）引入了一组纹理测量，捕获人类感知的宫颈纹理的特定特征。通过对真实的图像的实验研究，证明了该方法在区分宫颈病变不同阶段的纹理模式方面的可行性和前景。
This paper presents a generalized statistical texture analysis technique for characterizing and recognizing typical, diagnostically most important, vascular patterns relating to cervical lesions from colposcopic images. The contributions of the research include: 1) the introduction of a generalized texture analysis technique based on the combination of the conventional statistical and structural textural analysis approaches by using a statistical description of geometric primitives; 2) the introduction of a set of textural measures that capture the specific characteristics of cervical textures as perceived by human. Experimental study with real images demonstrated the feasibility and promising of the proposed approach in discriminating between cervical texture patterns indicative of different stages of cervical lesions.