transferring spatial perception between robots operating in a shared workspace

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#iros 2012 transferring spatial perception between robots operating in a shared workspace S. Harding, M. Frank, A. Förster, J. Schmidhuber istituto dalle molle di studi sull’intelligenza artificiale università della svizzera italiana idsia / usi / supsi Jürgen ’Juxi’ Leitner

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The presentation of our research paper at the 2012 IEEE/RSJ Conference on Intelligent Robots and Systems (IROS). The paper "Transferring Spatial Perception Between Robots Operating In A Shared Workspace" can be found at http://Juxi.net/papers

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Page 1: Transferring Spatial Perception Between Robots Operating In A Shared Workspace

#iros 2012

transferring spatial perception

between robots operatingin a shared workspace

S. Harding, M. Frank, A. Förster, J. Schmidhuber

istituto dalle molle di studi sull’intelligenza artificialeuniversità della svizzera italiana

idsia / usi / supsi

Jürgen ’Juxi’ Leitner

Page 2: Transferring Spatial Perception Between Robots Operating In A Shared Workspace

manipulation

our iCubsetup is for

Page 3: Transferring Spatial Perception Between Robots Operating In A Shared Workspace

Harding et al., GPTP 2012, Leitner et al., ICDL 2012 IROS 2012

perceptionvisual

Page 4: Transferring Spatial Perception Between Robots Operating In A Shared Workspace

localisation approachescurrent

Page 5: Transferring Spatial Perception Between Robots Operating In A Shared Workspace

approachlearning

+

Page 6: Transferring Spatial Perception Between Robots Operating In A Shared Workspace

spatial perception transferring

Page 7: Transferring Spatial Perception Between Robots Operating In A Shared Workspace

COLLISIONS ARE BAD

Page 8: Transferring Spatial Perception Between Robots Operating In A Shared Workspace

MoBeEframework

Frank et al., ICINCO, 2012.

Page 9: Transferring Spatial Perception Between Robots Operating In A Shared Workspace

MoBeEframework

Frank et al., ICINCO, 2012.

Page 10: Transferring Spatial Perception Between Robots Operating In A Shared Workspace

spatial perception neural network

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Page 11: Transferring Spatial Perception Between Robots Operating In A Shared Workspace

resultsANN

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Page 12: Transferring Spatial Perception Between Robots Operating In A Shared Workspace

spatial perception neural network

Page 13: Transferring Spatial Perception Between Robots Operating In A Shared Workspace

unsupervised learningdifferent spatial representations

workfuture

eye-hand coordination

“intrinsic motivation” learningonline, continuous learning