Learning visual affordances of objects and tools through autonomous robot exploration

A Gonçalves, G Saponaro, L Jamone… - … Robot Systems and …, 2014 - ieeexplore.ieee.org
Endowing artificial agents with the ability of predicting the consequences of their own
actions and efficiently planning their behaviors based on such predictions is a fundamental …

Going beyond the perception of affordances: Learning how to actualize them through behavioral parameters

E Ugur, E Oztop, E Şahin - 2011 IEEE International Conference …, 2011 - ieeexplore.ieee.org
In this paper, we propose a method that enables a robot to learn not only the existence of
affordances provided by objects, but also the behavioral parameters required to actualize …

Active learning of affordances for robot use of household objects

C Wang, KV Hindriks, R Babuska - 2014 IEEE-RAS …, 2014 - ieeexplore.ieee.org
Learning to perform household tasks is a key step towards developing cognitive service
robots. This requires that robots are capable of discovering how to use human-designed …

Perception and developmental learning of affordances in autonomous robots

L Paletta, G Fritz, F Kintzler, J Irran… - KI 2007: Advances in …, 2007 - Springer
Recently, the aspect of visual perception has been explored in the context of Gibson's
concept of affordances [1] in various ways. We focus in this work on the importance of …

A robot rehearses internally and learns an affordance relation

E Erdemir, CB Frankel, S Thornton… - 2008 7th IEEE …, 2008 - ieeexplore.ieee.org
This paper introduces a novel approach to a crucial problem in robotics: Constructing robots
that can learn general affordance relations from their experiences. Our approach has two …

Robot learning and use of affordances in goal-directed tasks

C Wang, KV Hindriks, R Babuska - 2013 IEEE/RSJ International …, 2013 - ieeexplore.ieee.org
An affordance is a relation between an object, an action, and the effect of that action in a
given environmental context. One key benefit of the concept of affordance is that it provides …

Unsupervised learning of object affordances for planning in a mobile manipulation platform

E Ugur, E Şahin, E Oztop - 2011 IEEE International Conference …, 2011 - ieeexplore.ieee.org
In this paper, we use the notion of affordances, proposed in cognitive science, as a
framework to propose a developmental method that would enable a robot to ground …

A deep probabilistic framework for heterogeneous self-supervised learning of affordances

A Dehban, L Jamone, AR Kampff… - 2017 IEEE-RAS 17th …, 2017 - ieeexplore.ieee.org
The perception of affordances provides an action-centered parametric representation of the
environment. By perceiving an object's visual features in terms of what actions they afford …

Learning visual object categories for robot affordance prediction

J Sun, JL Moore, A Bobick… - The International Journal …, 2010 - journals.sagepub.com
A fundamental requirement of any autonomous robot system is the ability to predict the
affordances of its environment. The set of affordances define the actions that are available to …

Affordances, development and imitation

L Montesano, M Lopes, A Bernardino… - 2007 IEEE 6th …, 2007 - ieeexplore.ieee.org
We present a developmental perspective of robot learning that uses affordances as the link
between sensory-motor coordination and imitation. The key concept is a general model for …