Human Body Tracking by Monocular Vision

This article describes a tracking method of 3D articulated complex objects (for example, the human body), from a monocular sequence of perspective images. These objects and their associated articulations must be modelled. The principle of the method is based on the interpretation of image features as the 3D perspective projections points of the object model and an iterative Levenberg-Marquardt process to compute the model pose in accordance with the analysed image.

[1]  D. Marquardt An Algorithm for Least-Squares Estimation of Nonlinear Parameters , 1963 .

[2]  Ioannis A. Kakadiaris,et al.  Active part-decomposition, shape and motion estimation of articulated objects: a physics-based approach , 1994, 1994 Proceedings of IEEE Conference on Computer Vision and Pattern Recognition.

[3]  K. Rohr Towards model-based recognition of human movements in image sequences , 1994 .

[4]  Edwin Earl Catmull,et al.  A subdivision algorithm for computer display of curved surfaces. , 1974 .

[5]  Maurice R. Yeadon A Method for Obtaining Three-Dimensional Data on Ski Jumping Using Pan and Tilt Cameras , 1989 .

[6]  Gunilla Borgefors,et al.  Distance transformations in digital images , 1986, Comput. Vis. Graph. Image Process..

[7]  D. Winter A new definition of mechanical work done in human movement. , 1979, Journal of applied physiology: respiratory, environmental and exercise physiology.

[8]  Alexander Geurtz Model based shape estimation , 1994, Signal Process..

[9]  Michel Dhome,et al.  Modelled Object Pose Estimation and Tracking by Monocular Vision , 1993, BMVC.

[10]  Michel Dhome,et al.  Suivi du corps humain par vision monoculaire , 1996 .

[11]  David G. Lowe,et al.  Fitting Parameterized Three-Dimensional Models to Images , 1991, IEEE Trans. Pattern Anal. Mach. Intell..

[12]  Alan K. Mackworth,et al.  A model-based vision system for manipulator position sensing , 1989, [1989] Proceedings. Workshop on Interpretation of 3D Scenes.

[13]  Michel Dhome,et al.  Determination of the Attitude of 3D Objects from a Single Perspective View , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[14]  Ali Yassine De la localisation et du suivi par vision monoculaire d'objets polyedriques articules modelises , 1995 .