Title :
Human motion from active contours
Author :
Wilhelms, Jane ; Van Gelder, Allen ; Atkinson-Derman, Leon ; Luo, Alison
Author_Institution :
Dept. of Comput. & Inf. Sci., California Univ., Santa Cruz, CA, USA
Abstract :
We describe an approach for extracting three-dimensional articulated motion from unrestricted monocular video sequences. We combine feature extraction methods based on active contours with interactive adjustment. An articulated model is interactively aligned with the image in selected anchor frames. Active contour points are anchored to model segments in these frames. Occluded points are detected using object geometry and do not participate in edge tracking. Model joints are automatically adjusted in other frames to align with active contour points. The combination of interactive and automatic adjustment allows extraction of arbitrarily complex movements
Keywords :
computer vision; edge detection; feature extraction; image motion analysis; image sequences; video signal processing; 3D articulated motion extraction; active contours; anchor frames; arbitrarily complex movement extraction; automatic model joint adjustment; edge tracking; feature extraction methods; human motion; interactive adjustment; object geometry; occluded points; unrestricted monocular video sequences; Active contours; Computer science; Computer vision; Feature extraction; Humans; Image edge detection; Image processing; Image segmentation; Object detection; Video sequences;
Conference_Titel :
Human Motion, 2000. Proceedings. Workshop on
Conference_Location :
Los Alamitos, CA
Print_ISBN :
0-7695-0939-8
DOI :
10.1109/HUMO.2000.897386