Joint Object Class Sequencing and Trajectory Triangulation (JOST)

作者: Enliang Zheng , Ke Wang , Enrique Dunn , Jan-Michael Frahm

DOI: 10.1007/978-3-319-10584-0_39

关键词: Object ClassComputer visionObject detectionLeverage (statistics)Multipartite graphArtificial intelligenceDiscrete cosine transformMinimum spanning treeContinuous optimizationMathematicsCommon object

摘要: We introduce the problem of joint object class sequencing and trajectory triangulation (JOST), which is defined as reconstruction motion path a dynamic objects through scene from an unordered set images. leverage standard detection techinques to identify instances within registered Each these detections defines single 2D point with corresponding viewing ray. The rays attained aggregation all belonging common then used estimate denoted trajectory. Our method jointly determines topology reconstructs 3D points our detections. pose optimization over both unknown path, approximated by Generalized Minimum Spanning Tree (GMST) on multipartite graph refined continuous points. Experiments synthetic real datasets demonstrate effectiveness feasibility solve previously intractable problem.

参考文章(40)
Erik G Learned-Miller, Vidit Jain, FDDB: A benchmark for face detection in unconstrained settings UMass Amherst Technical Report. ,(2010)
Jack Valmadre, Simon Lucey, Deterministic 3D human pose estimation using rigid structure european conference on computer vision. ,vol. 6313, pp. 467- 480 ,(2010) , 10.1007/978-3-642-15558-1_34
Erick Delage, Honglak Lee, Andrew Y. Ng, Automatic Single-Image 3d Reconstructions of Indoor Manhattan World Scenes Springer Tracts in Advanced Robotics. ,vol. 28, pp. 305- 321 ,(2007) , 10.1007/978-3-540-48113-3_28
Jing Xiao, Jin-xiang Chai, Takeo Kanade, A Closed-Form Solution to Non-rigid Shape and Motion Recovery european conference on computer vision. ,vol. 67, pp. 573- 587 ,(2004) , 10.1007/978-3-540-24673-2_46
Hedvig Sidenbladh, Michael J. Black, David J. Fleet, Stochastic Tracking of 3D Human Figures Using 2D Image Motion Lecture Notes in Computer Science. pp. 702- 718 ,(2000) , 10.1007/3-540-45053-X_45
Hyun Soo Park, Takaaki Shiratori, Iain Matthews, Yaser Sheikh, 3D reconstruction of a moving point from a series of 2D projections european conference on computer vision. pp. 158- 171 ,(2010) , 10.1007/978-3-642-15558-1_12
Cristiane S. Ferreira, Luis Satoru Ochi, Víctor Parada, Eduardo Uchoa, A GRASP-based approach to the generalized minimum spanning tree problem Expert Systems With Applications. ,vol. 39, pp. 3526- 3536 ,(2012) , 10.1016/J.ESWA.2011.09.043
W. Zhao, R. Chellappa, P. J. Phillips, A. Rosenfeld, Face recognition: A literature survey ACM Computing Surveys. ,vol. 35, pp. 399- 458 ,(2003) , 10.1145/954339.954342
Yuchao Dai, Hongdong Li, Mingyi He, None, A Simple Prior-Free Method for Non-rigid Structure-from-Motion Factorization International Journal of Computer Vision. ,vol. 107, pp. 101- 122 ,(2014) , 10.1007/S11263-013-0684-2
Yingying Zhu, Mark Cox, Simon Lucey, 3D motion reconstruction for real-world camera motion CVPR 2011. pp. 1- 8 ,(2011) , 10.1109/CVPR.2011.5995650