TOWARDS GRASP-ORIENTED VISUAL PERCEPTION FOR HUMANOID ROBOTS

Author:

BOHG JEANNETTE1,BARCK-HOLST CARL1,HUEBNER KAI1,RALPH MARIA1,RASOLZADEH BABAK1,SONG DAN1,KRAGIC DANICA1

Affiliation:

1. Computational Vision and Active Perception Laboratory, Centre for Autonomous Systems, Royal Institute of Technology, Stockholm, Sweden

Abstract

A distinct property of robot vision systems is that they are embodied. Visual information is extracted for the purpose of moving in and interacting with the environment. Thus, different types of perception-action cycles need to be implemented and evaluated. In this paper, we study the problem of designing a vision system for the purpose of object grasping in everyday environments. This vision system is firstly targeted at the interaction with the world through recognition and grasping of objects and secondly at being an interface for the reasoning and planning module to the real world. The latter provides the vision system with a certain task that drives it and defines a specific context, i.e. search for or identify a certain object and analyze it for potential later manipulation. We deal with cases of: (i) known objects, (ii) objects similar to already known objects, and (iii) unknown objects. The perception-action cycle is connected to the reasoning system based on the idea of affordances. All three cases are also related to the state of the art and the terminology in the neuroscientific area.

Publisher

World Scientific Pub Co Pte Lt

Subject

Artificial Intelligence,Mechanical Engineering

Cited by 13 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Learning an Image-Based Visual Servoing Controller for Object Grasping;International Journal of Humanoid Robotics;2024-01-26

2. Tactile and Vision Perception for Intelligent Humanoids;Advanced Intelligent Systems;2021-07-11

3. Haptic Perception of Unknown Object by Robot Hand: Exploration Strategy and Recognition Approach;International Journal of Humanoid Robotics;2016-08-23

4. Satellite Recognition via Sparse Coding Based Probabilistic Latent Semantic Analysis;International Journal of Humanoid Robotics;2014-06

5. Coding of Shape Features in the Macaque Anterior Intraparietal Area;Journal of Neuroscience;2014-03-12

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