Title :
Automatic camera placement for robot vision tasks
Author :
Triggs, Bill ; Laugier, Christian
Author_Institution :
LIFIA-INRIA Rhone-Alpe, Grenoble, France
Abstract :
Remote sensors such as CCD cameras can be used for a variety of robot sensing tasks, but given restrictions on camera location and imaging geometry, task constraints, and visual occlusion it can be difficult to find viewing positions from which the task can be completed. The complexity of these constraints suggests that automated, quantitative methods of sensor placement are likely to be useful, particularly when the workspace is cluttered and a mobile robot-mounted sensor is being used to increase the sensible region, circumvent occlusions, and so forth. We describe a camera placement planner designed to produce heuristically good static viewing positions for a robot-mounted CCD camera in an experimental workcell. It can be configured to produce viewpoints for a variety of tasks such as workpiece location, inspection and modelling; feedback control by visual servoing; and task progress monitoring. The planner uses a novel probability-based global search technique to optimize a viewpoint evaluation function that heuristically combines task, camera, robot and environmental constraints. The main advances over previous work are the incorporation of kinematic accessibility and collision constraints in the viewpoint evaluation and the introduction of a search technique powerful enough to handle the resulting strong nonlinearities
Keywords :
CCD image sensors; probability; robot vision; search problems; CCD cameras; automatic camera placement; camera location restrictions; collision constraints; feedback control; heuristically good static viewing positions; imaging geometry restrictions; kinematic accessibility; mobile robot-mounted sensor; probability-based global search technique; remote sensors; robot vision tasks; robot-mounted CCD camera; sensor placement; task constraints; task progress monitoring; viewpoint evaluation function optimization; visual occlusion; visual servoing; workpiece location; Cameras; Charge coupled devices; Charge-coupled image sensors; Computational geometry; Inspection; Mobile robots; Remote sensing; Robot sensing systems; Robot vision systems; Robotics and automation;
Conference_Titel :
Robotics and Automation, 1995. Proceedings., 1995 IEEE International Conference on
Conference_Location :
Nagoya
Print_ISBN :
0-7803-1965-6
DOI :
10.1109/ROBOT.1995.525522