A Camera-Direction Dependent Visual-Motor Coordinate Transformation for a Visually Guided Neural Robot

Cornelius Weber , David Muse , Mark I. Elshaw , Stefan Wermter
Applications and Innovations in Intelligent Systems XIII - International Conference on Innovative Techniques and Applications of Artificial Intelligence, Editors: Macintosh, Ann; Ellis, Richard; Allen, Tony, pages 151--164, - 2005
Associated documents :  
Objects of interest are represented in the brain simultaneously in different frames of reference. Knowing the positions of one’s head and eyes, for example, one can compute the body-centred position of an object from its perceived coordinates on the retinae. We propose a simple and fully trained attractor network which computes head-centred coordinates given eye position and a perceived retinal object position. We demonstrate this system on artificial data and then apply it within a fully neurally implemented control system which visually guides a simulated robot to a table for grasping an object. The integrated system has as input a primitive visual system with a what– where pathway which localises the target object in the visual field. The coordinate transform network considers the visually perceived object position and the camera pan-tilt angle and computes the target position in a body-centred frame of reference. This position is used by a reinforcement-trained network to dock a simulated PeopleBot robot at a table for reaching the object. Hence, neurally computing coordinate transformations by an attractor network has biological relevance and technical use for this important class of computations.

 

@InProceedings{WMEW05, 
 	 author =  {Weber, Cornelius and Muse, David and Elshaw, Mark I. and Wermter, Stefan},  
 	 title = {A Camera-Direction Dependent Visual-Motor Coordinate Transformation for a Visually Guided Neural Robot}, 
 	 booktitle = {Applications and Innovations in Intelligent Systems XIII - International Conference on Innovative Techniques and Applications of Artificial Intelligence},
 	 editors = {Macintosh, Ann; Ellis, Richard; Allen, Tony},
 	 number = {},
 	 volume = {},
 	 pages = {151--164},
 	 year = {2005},
 	 month = {},
 	 publisher = {Springer},
 	 doi = {}, 
 }