Title :
Search in the real world: Active visual object search based on spatial relations
Author :
Aydemir, A. ; Sjöö, K. ; Folkesson, J. ; Pronobis, A. ; Jensfelt, P.
Author_Institution :
Centre for Autonomous Syst., R. Inst. of Technol. (KTH), Stockholm, Sweden
Abstract :
Objects are integral to a robot´s understanding of space. Various tasks such as semantic mapping, pick-and-carry missions or manipulation involve interaction with objects. Previous work in the field largely builds on the assumption that the object in question starts out within the ready sensory reach of the robot. In this work we aim to relax this assumption by providing the means to perform robust and large-scale active visual object search. Presenting spatial relations that describe topological relationships between objects, we then show how to use these to create potential search actions. We introduce a method for efficiently selecting search strategies given probabilities for those relations. Finally we perform experiments to verify the feasibility of our approach.
Keywords :
object detection; probability; robot vision; service robots; topology; large scale active visual object search; service robots; spatial relations; topological relationship; Humans; Robot sensing systems; Search problems; Service robots; Three dimensional displays;
Conference_Titel :
Robotics and Automation (ICRA), 2011 IEEE International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-61284-386-5
DOI :
10.1109/ICRA.2011.5980495