Article ID Journal Published Year Pages File Type
525747 Computer Vision and Image Understanding 2013 12 Pages PDF
Abstract

•We propose a method for pose estimation from single ultrasound image.•We propose a 3D registration method using implicit polynomial (IP) model.•We improve the robustness, accuracy and computational efficiency for registration by a coarse-to-fine process with multiple IPs from low degree to high degree.

A fast registration making use of implicit polynomial (IP) models is helpful for the real-time pose estimation from single clinical free-hand Ultrasound (US) image, because it is superior in the areas such as robustness against image noise, fast registration without enquiring correspondences, and fast IP coefficient transformation. However it might lead to the lack of accuracy or failure registration.In this paper, we present a novel registration method based on a coarse-to-fine IP representation. The approach starts from a high-speed and reliable registration with a coarse (of low degree) IP model and stops when the desired accuracy is achieved by a fine (of high degree) IP model. Over the previous IP-to-point based methods our contributions are: (i) keeping the efficiency without requiring pair-wised correspondences, (ii) enhancing the robustness, and (iii) improving the accuracy. The experimental result demonstrates the good performance of our registration method and its capabilities of overcoming the limitations of unconstrained freehand ultrasound data, resulting in fast, robust and accurate registration.

Related Topics
Physical Sciences and Engineering Computer Science Computer Vision and Pattern Recognition
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