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Detection of Hookworm infection in the wireless capsule endoscopy images

机译:无线胶囊内窥镜图像中钩虫感染的检测

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The Wireless Capsule Endoscopy is a fast growing medical technology to diagnose the internal parts of the human. It paved the way to clearly analyse the organs of the human digestive track in an efficient way. The Wireless Capsule Endoscopy is used to identify the abnormalities like Bleeding, Ulcers, Crohn's Disease etc, in the human digestive track. There are more than thousands of images from the Capsule Endoscopy. Therefore, It is difficult for the physicians to view and analyse each and every imge. Thus, Image Processing Techniques are implemented to automatically detect the abnormalities. In this proposed work, the blood sucking parasite called as Hookworm is detected and localized. Initially, during the pre-processing the colored images are converted to gray-scale images. Then, the region of interest is segmented from the gray-scale images. Later, once the necessary informations are obtained from the segmented image, using the GLCM properties, the images are classified into Normal and Abnormal using the Back propogation neural networks. Inorder to localize the Worm in the digestive track, the Image Enhancement techniques like Adaptive Histogram and Morphological operations are used. Thus, the Hookworm Infection is detected and localized in the digestive track of the human, using the Image Processing techniques.
机译:无线胶囊内窥镜检查是一种快速发展的医疗技术,用于诊断人体内部。它为有效分析人类消化道的器官铺平了道路。无线胶囊内窥镜检查可用于识别人体消化道中的异常现象,如出血,溃疡,克罗恩病等。胶囊内窥镜检查提供了成千上万的图像。因此,医师很难查看和分析每个图像。因此,实现了图像处理技术以自动检测异常。在这项拟议的工作中,吸血的寄生虫被称为钩虫(Hookworm),并被定位。最初,在预处理期间,将彩色图像转换为灰度图像。然后,从灰度图像中分割出感兴趣的区域。之后,一旦使用GLCM属性从分割的图像中获得了必要的信息,就可以使用反向传播神经网络将图像分为正常图像和异常图像。为了将蠕虫定位在消化道中,使用了诸如自适应直方图和形态学运算之类的图像增强技术。因此,使用图像处理技术可以检测钩虫感染并将其定位在人的消化道中。

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