Proceedings - IEEE International Conference on Robotics and Automation/Proceedings · 2007 · 23 citations · 33 references
ComputingComputer ScienceRobotics EngineeringComputer VisionRoboticsTime Series AnalysisDeep LearningHapticsObject RecognitionPressure SensorsTactile PerceptionTactile SensingPressure Profile AnalysisTactile Data AcquisitionTactile Data AnalysisTactile Data CollectionTactile Object RecognitionTactile Signal ProcessingTactile-based Object RecognitionViews
We present a database of 2D pressure profile time series as a testbed for tactile object and surface recognition. The tactile database captures the surfaces of household and toy objects by moving a 2D pressure sensor mounted to an industrial robot arm around the objects using real-time trajectory calculation. Thus, it represents different "views" of the objects in a similar way as the well known Columbia Object Image Library (COIL) captures different views of an object by a camera. As a first application, objects in the database are classified using a neural network architecture.
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Advances in neural information processing systems 7
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