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Biologically inspired reactive robot navigation based on a combination of central and peripheral vision

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Brief description

We present a method for vision-based, reactive robot navigation that enables a robot to move in the middle of the free space by exploiting both central and peripheral vision. The robot employs a forward-looking camera for central vision and two side-looking cameras for sensing the periphery of its visual field.  The developed method combines the information acquired by this trinocular vision system and produces low-level motor commands that keep the robot in the middle of the free space. The approach follows the purposive vision paradigm in the sense that vision is not studied in isolation but in the context of the behaviors that the system is engaged as well as the environment and the robot's motor capabilities.  It is demonstrated that by taking into account these issues, vision processing can be drastically simplified, still giving rise to quite complex behaviors. The proposed method does not make strict assumptions about the environment, requires very low level information to be extracted from the images, produces a robust robot behavior and is computationally efficient.  Results obtained by both simulations and from a prototype on-line implementation demonstrate the effectiveness of the method. 

 

If you are interested in this topic, you may also find interesting the extension of this method that employs panoramic vision instead of a trinocular vision system.

 

Sample results

geom     The geometry of camera placement.                                                                                                                                                                                                                                                                     

 

bee_charlie     Actual placement of peripheral cameras on  top of Charlie

 

 sweden_sim_Frame    Download video with simulation experiments

 

arg_swed_2_Frame   Download video showing the behavior of Charlie (CVAP, KTH), as it moves under the proposed control strategy

 

 

 

Contributors

Antonis Argyros, Fredrik Bergholm.

 

 

Relevant publications

·         Á.A. Argyros, F. Bergholm, “Combining Central and Peripheral Vision for Reactive Robot Navigation”, in proceedings of the Computer Vision and Pattern Recognition Conference, (CVPR’99), Vol. 2, pp. 646-651, Ft. Collins, Colorado, June 21-25, 1999.

·         Á.A. Argyros, F. Bergholm, “Reactive Robot Navigation based on a Combination of Central and Peripheral Vision”, Computer Vision and Mobile Robotics Workshop (CVMR’98), Santorini, Greece, September 1998.

·         Á.A. Argyros “Reactive Robot Navigation: A Purposive Approach”, in proceedings of the EU TMR Networks Conference, Graz, Austria, May 6-9, 1998.

 

The electronic versions of the above publications can be downloaded from my publications page.

 

 

Last update:

31 January 2005, Antonis Argyros, argyros@ics.forth.gr