an integrated, modular framework for computer vision & cognitive robotics research (icvision)...

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#bica 2012 An Integrated, Modular Framework for Computer Vision & Cognitive Robotics Research (icVision) 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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We present an easy-to-use, modular framework for performing computer vision related tasks in support of cognitive robotics research on the iCub humanoid robot. The aim of this biologically inspired, bottom-up architecture is to facilitate research towards visual perception and cognition processes, especially their influence on robotic object manipulation and environment interaction. The icVision framework described provides capabilities for detection of objects in the 2D image plane and locate those objects in 3D space to facilitate the creation of a world model.

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Page 1: An Integrated, Modular Framework for Computer Vision & Cognitive Robotics Research (icVision) #bica2012

#bica 2012

An Integrated,Modular Framework for

Computer Vision & Cognitive Robotics Research (icVision)

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: An Integrated, Modular Framework for Computer Vision & Cognitive Robotics Research (icVision) #bica2012

manipulation

our iCubsetup is for

Page 3: An Integrated, Modular Framework for Computer Vision & Cognitive Robotics Research (icVision) #bica2012

perceptionvisual

thanks to G. Metta and IIT for this picture

Page 4: An Integrated, Modular Framework for Computer Vision & Cognitive Robotics Research (icVision) #bica2012

perceptionvisual

levels of abstraction

from 2D to 3D

Page 5: An Integrated, Modular Framework for Computer Vision & Cognitive Robotics Research (icVision) #bica2012

three parts

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

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frameworkicVision

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CoreicVision

Page 8: An Integrated, Modular Framework for Computer Vision & Cognitive Robotics Research (icVision) #bica2012

objectsdetecting

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

FiltericVision

Page 9: An Integrated, Modular Framework for Computer Vision & Cognitive Robotics Research (icVision) #bica2012

objects localizing

Leitner et al., IROS 2012

3DicVision

Page 10: An Integrated, Modular Framework for Computer Vision & Cognitive Robotics Research (icVision) #bica2012

interactionmodule

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interactionmodule

Page 12: An Integrated, Modular Framework for Computer Vision & Cognitive Robotics Research (icVision) #bica2012

interactionmodule

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MoBeEframework Frank et al., ICINCO, 2012.

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layers of modules

workfuture

eye-hand coordination

vision approach for reaching/grasping

Page 15: An Integrated, Modular Framework for Computer Vision & Cognitive Robotics Research (icVision) #bica2012

for listeningthanks

[email protected] http://Juxi.net/projects http://robotics.idsia.chvideos at http://robotics.idsia.ch/im-clever/

and http://youtube.com/user/IDSIARobotics