2007 · 25 citations · 12 references
ComputingComputer ScienceRobotics EngineeringAssistive TechnologyComputer VisionRobotics3D ReconstructionFeature DescriptionObject RecognitionPose EstimationRehabilitation RoboticsVisual ServoingAssistive Computer VisionComputer Vision For RoboticsHuman Pose EstimationHuman-robot Interaction In RehabilitationMachine Vision SystemsPosition-based Visual ServoingRobustness To Illumination ChangesVision-based Control
The rehabilitation robot Manus is an assistive device for severely motor handicapped users. The executing of all day living tasks with the Manus, can be very complex and a vision-based controller can simplify this. The lack of existing vision-based controlled systems, is the poor reliability of the computer vision in unstructured environments. In this paper, a computer vision solution is presented, which can estimate realtime the pose of an object and co-operate with a vision-based controller. The computer vision is robust to illumination changes, a varying scale and rotation and is robust to occlusion. The computer vision is mainly based on the SIFT-algorithm and the usage of a 3D-model of an object. Important steps to create this 3D-model are discussed. The detection and recognition of the required SIFT-keypoints, has become realtime, by exchanging redundancy against calculation time. With a position-based visual servoing controller, the Manus can be positioned with respect to an object.
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Martin A. Fischler, Robert C. Bolles · Communications of the ACM · 1981 · 25.5K citations · Full text