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A New Unsharp Masking Algorithm for Mammography Using Non-linear Enhancement Function

机译:基于非线性增强函数的乳腺X线摄影的新锐化掩蔽算法

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Mammography is especially valuable as an early detection tool because it can identify breast cancer at a stage when treatment may be more effective. This paper introduces a new Unsharp Masking (UM) algorithm using a non-linear enhancement function. The proposed algorithm combines the conventional UM with the non-linear enhancement function. The conventional UM algorithm is extremely sensitive to noise because of the presence of the linear high pass filter. The improved high pass filter used in the proposed work provides high frequency components of the image which are insensitive to noise which reduces the noise sensitivity of the UM algorithm. The input image is simultaneously processed using the improved high pass filter and the non-linear enhancement function; both the images are then combined to get the final enhanced image. Simulation results show that the proposed algorithm not only enhances the edges of the masses, but at the same time suppresses the background noise as well.
机译:乳房X线照相术作为早期发现工具尤其有价值,因为它可以在治疗可能更有效的阶段识别出乳腺癌。本文介绍了一种新的使用非线性增强函数的不锐化屏蔽(UM)算法。所提出的算法将传统的UM与非线性增强功能相结合。由于存在线性高通滤波器,因此传统的UM算法对噪声非常敏感。在提出的工作中使用的改进的高通滤波器提供了对噪声不敏感的图像高频分量,这降低了UM算法的噪声灵敏度。使用改进的高通滤波器和非线性增强功能同时处理输入图像;然后将两个图像组合在一起以获得最终的增强图像。仿真结果表明,该算法不仅增强了物体的边缘,而且同时抑制了背景噪声。

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