PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

Birth of the object: Detection of objectness and extraction of object shape through object action complexes
Dirk Kraft, Nicolas Pugeault, Emre Baseski, Mila Popovic, Danica Kragic, Sinan Kalkan, Florentin Woergoetter and Norbert Krueger
International Journal of Humanoid Robotics Volume 5, Number 2, pp. 247-265, 2008. ISSN 0219-8436

Abstract

We describe a process in which the segmentation of objects as well as the extraction of the object shape becomes realized through active exploration of a robot vision system. In the exploration process, two behavioral modules that link robot actions to the visual and haptic perception of objects interact. First, by making use of an object independent grasping mechanism, physical control over potential objects can be gained. Having evaluated the initial grasping mechanism as being successful, a second behavior extracts the object shape by making use of prediction based on the motion induced by the robot. This also leads to the concept of an "object" as a set of features that change predictably over different frames.

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EPrint Type:Article
Project Keyword:Project Keyword UNSPECIFIED
Subjects:Machine Vision
Theory & Algorithms
Haptics
ID Code:9038
Deposited By:Nicolas Pugeault
Deposited On:21 February 2012