Title :
Deformable surface stereo tracking-by-detection using Second Order Cone Programming.
Author :
Shen, Shuhan ; Zheng, Yinqiang ; Liu, Yuncai
Author_Institution :
Inst. of Image Process. & Pattern Recognition, Shanghai Jiao Tong Univ., Shanghai, China
Abstract :
We present a method for tracking deformable surfaces in 3D using a stereo rig. Different from traditional recursive tracking approaches that provide a strong prior on the pose for each new frame, the proposed method tracks deformable surfaces by detecting them in individual frames. In our method, the model of the surface is represented by a triangulated mesh. The constraints for model to image keypoint correspondences, together with the constraints that preserve the lengths of mesh edges, are formulated as second order cone programming (SOCP) constraints, leading this tracking-by-detection method to be an SOCP problem that can be effectively solved. Experiments on a piece of deformed paper demonstrate the capability of the proposed tracking-by-detection method.
Keywords :
convex programming; edge detection; mesh generation; object detection; recursive estimation; solid modelling; stereo image processing; surface fitting; tracking; 3D surface model; deformable surface stereo tracking-by-detection method; image keypoint; recursive tracking approach; second order cone programming constraint; triangulated mesh edge; Augmented reality; Deformable models; Image edge detection; Image processing; Image reconstruction; Image sequences; Layout; Pattern recognition; Shape; Visual servoing;
Conference_Titel :
Pattern Recognition, 2008. ICPR 2008. 19th International Conference on
Conference_Location :
Tampa, FL
Print_ISBN :
978-1-4244-2174-9
Electronic_ISBN :
1051-4651
DOI :
10.1109/ICPR.2008.4761199