Robot perception of unexpected objects based on human visual structure using a 3D range camera

摘要

This paper discusses robot perception of an unexpected object for human friendly robots. A robot should be able to perceive an environment flexibly to realize an intelligent behavior. We focus on a perceptual system for human visual perception based on perceiving-acting cycle concept discussed in ecological psychology. We have proposed a perceptual system composed of the retinal model and the spiking-neural network to realize the concept of the perceiving-acting cycle. The proposed method is applied to a robot arm equipped with a 3D range camera. In this paper, we propose an integrated perceptual system for accuracy improvement of perception. Moreover, we propose a perceptual element to install to the integrated perceptual system that detects an unexpected posture or object by using 3D range camera. As experimental results, we show that the proposed method perceives the target dish accurately by an integration of different perceptual elements, and the robot recognizes an unexpected situation such as a fallen cup and a ball of paper.