An Energy Minimization Approach to 3D Non-Rigid Deformable Surface Estimation Using RGBD Data

August 02, 2017 Β· Declared Dead Β· πŸ› 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems

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Authors Bryan Willimon, Steven Hickson, Ian Walker, Stan Birchfield arXiv ID 1708.00940 Category cs.CV: Computer Vision Cross-listed cs.RO Citations 19 Venue 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems Last Checked 4 months ago
Abstract
We propose an algorithm that uses energy mini- mization to estimate the current configuration of a non-rigid object. Our approach utilizes an RGBD image to calculate corresponding SURF features, depth, and boundary informa- tion. We do not use predetermined features, thus enabling our system to operate on unmodified objects. Our approach relies on a 3D nonlinear energy minimization framework to solve for the configuration using a semi-implicit scheme. Results show various scenarios of dynamic posters and shirts in different configurations to illustrate the performance of the method. In particular, we show that our method is able to estimate the configuration of a textureless nonrigid object with no correspondences available.
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