Discovering and manipulating affordances

RO Chavez-Garcia, M Andries, P Luce-Vayrac… - 2016 International …, 2017 - Springer
Abstract Reasoning jointly on perception and action requires to interpret the scene in terms
of the agent's own potential capabilities. We propose a Bayesian architecture for learning …

Discovering affordances through perception and manipulation

RO Chavez-Garcia, P Luce-Vayrac… - 2016 IEEE/RSJ …, 2016 - ieeexplore.ieee.org
Considering perception as an observation process only is the very reason for which robotic
perception methods are to date unable to provide a general capacity of scene …

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 …

Reinforcement learning of predictive features in affordance perception

L Paletta, G Fritz - … Affordance-Based Robot Control: International Seminar …, 2008 - Springer
Recently, the aspect of visual perception has been explored in the context of Gibson's
concept of affordances [1] in various ways [4-9]. In extension to existing functional views on …

Learning predictive features in affordance based robotic perception systems

G Fritz, L Paletta, R Breithaupt, E Rome… - 2006 IEEE/RSJ …, 2006 - ieeexplore.ieee.org
This work is about the relevance of Gibson's concept of affordances for visual perception in
interactive and autonomous robotic systems. In extension to existing functional views on …

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 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 …

Decoupling behavior, perception, and control for autonomous learning of affordances

T Hermans, JM Rehg, AF Bobick - 2013 IEEE International …, 2013 - ieeexplore.ieee.org
A novel behavior representation is introduced that permits a robot to systematically explore
the best methods by which to successfully execute an affordance-based behavior for a …

Visual learning of affordance based cues

G Fritz, L Paletta, M Kumar, G Dorffner… - From Animals to Animats …, 2006 - Springer
This work is about the relevance of Gibson's concept of affordances [1] for visual perception
in interactive and autonomous robotic systems. In extension to existing functional views on …

[PDF][PDF] A computational model of object affordances

L Montesano, M Lopes, F Melo… - … in Cognitive Systems, 2009 - facsmelo.github.io
The concept of object affordances describes the possible ways whereby an agent (either
biological or artificial) can act upon an object. By observing the effects of actions on objects …