A disk expansion segmentation method for ultrasonic breast lesions
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摘要
Automatically extracting lesion boundaries in ultrasound images is difficult due to the variance in shape and interference from speckle noise. An effective scheme of removing speckle noise can facilitate the segmentation of ultrasonic breast lesions, which can be performed with an iterative disk expansion method. In this study, a disk expansion segmentation method is proposed to semi-automatically find lesion contours in ultrasonic breast image. To evaluate the performance of the proposed method, the simulations with seven types of cysts, three in vitro phantom images and 10 clinical breast images are introduced. The mean normalized true positive area overlap between simulated contours and contours obtained by the proposed method is over 85% in simulation results. A strong correlation exists between physicians’ manual delineations and detected contours in clinical breast images. In addition, the method is also verified to be able to simultaneously contour multiple lesions in a single image. In comparison with the conventional active contour model, our proposed method does not require any initial seed within a lesion and thus, it is more convenient and applicable.
论文关键词:Speckle noise,Lesion contour,Disk expansion method,Computer-aided diagnosis (CAD)
论文评审过程:Received 21 July 2007, Revised 2 September 2008, Accepted 9 September 2008, Available online 25 September 2008.
论文官网地址:https://doi.org/10.1016/j.patcog.2008.09.004