2011 · 105 citations · 15 references
EngineeringComputer ScienceRobotics EngineeringRobot PerceptionRobot VisionRoboticsActive VisionMappingRobotic VisionScene UnderstandingSpatial RelationsVisual SearchActive Visual SearchObject SearchObjectsRobotic Search PlanningSearch StrategiesSpatial SearchVisual Search Models
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.
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LabelMe: A Database and Web-Based Tool for Image Annotation
Bryan Russell, Antonio Torralba, Kevin Murphy et al. · International Journal of Computer Vision · 2007 · 4.2K citations · Full text
Sensor Planning for 3D Object Search
Yiming Ye, John K. Tsotsos · Computer Vision and Image Understanding · 1999 · 142 citations