Imitation learning of dual-arm manipulation tasks in humanoid robots

T Asfour, P Azad, F Gyarfas… - International journal of …, 2008 - World Scientific
In this paper, we present an approach to imitation learning of arm movements in humanoid
robots. Continuous hidden Markov models (HMMs) are used to generalize movements …

Discriminative and adaptive imitation in uni-manual and bi-manual tasks

AG Billard, S Calinon, F Guenter - Robotics and Autonomous Systems, 2006 - Elsevier
This paper addresses the problems of what to imitate and how to imitate in simple uni and bi-
manual manipulatory tasks. To solve the what to imitate issue, we use a probabilistic …

Modeling manipulation interactions by hidden Markov models

K Ogawara, J Takamatsu, H Kimura… - IEEE/RSJ International …, 2002 - ieeexplore.ieee.org
This paper describes a new approach on how to teach everyday manipulation tasks to a
robot under the" Learning from Observation" framework. In our previous work, to acquire low …

Learning human arm movements by imitation:: Evaluation of a biologically inspired connectionist architecture

A Billard, MJ Matarić - Robotics and Autonomous Systems, 2001 - Elsevier
This paper evaluates a model of human imitation of abstract, two-arm movements. The
model consists of a hierarchy of artificial neural networks, which are abstractions of brain …

From visuo-motor self learning to early imitation-a neural architecture for humanoid learning

Y Kuniyoshi, Y Yorozu, M Inaba… - 2003 IEEE International …, 2003 - ieeexplore.ieee.org
Behavior imitation ability will be a key technology for future human friendly robots. In order to
understand the principles and mechanisms of imitation, we take a synthetic cognitive …

Towards one shot learning by imitation for humanoid robots

Y Wu, Y Demiris - 2010 IEEE international conference on …, 2010 - ieeexplore.ieee.org
Teaching a robot to learn new knowledge is a repetitive and tedious process. In order to
accelerate the process, we propose a novel template-based approach for robot arm …

[PDF][PDF] Evaluation metrics and results of human arm movement imitation

M Pomplun, MJ Mataric - Proceedings, first IEEE-RAS international …, 2000 - robotics.usc.edu
We present a psychophysical study of human arm movement imitation, and an approach to
analyzing the resulting data, which is general enough to be applied to human or humanoid …

On learning, representing, and generalizing a task in a humanoid robot

S Calinon, F Guenter, A Billard - IEEE Transactions on Systems …, 2007 - ieeexplore.ieee.org
We present a programming-by-demonstration framework for generically extracting the
relevant features of a given task and for addressing the problem of generalizing the acquired …

Humanoid robot's autonomous acquisition of proto-symbols through motion segmentation

W Takano, Y Nakamura - 2006 6th IEEE-RAS International …, 2006 - ieeexplore.ieee.org
Mimesis is the theory that human intelligence originated in the interactive communication of
motion recognition and generation through imitation. A mimesis model has been proposed …

Motion capture based human motion recognition and imitation by direct marker control

C Ott, D Lee, Y Nakamura - Humanoids 2008-8th IEEE-RAS …, 2008 - ieeexplore.ieee.org
This paper deals with the imitation of human motions by a humanoid robot based on marker
point measurements from a 3D motion capture system. For imitating the humanpsilas …