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 …

Incremental learning of gestures by imitation in a humanoid robot

S Calinon, A Billard - Proceedings of the ACM/IEEE international …, 2007 - dl.acm.org
We present an approach to teach incrementally human gestures to a humanoid robot. By
using active teaching methods that puts the human teacher" in the loop" of the robot's …

[图书][B] Robot programming by demonstration

S Calinon - 2009 - books.google.com
Also referred to as learning by imitation, tutelage, or apprenticeship learning, Programming
by Demonstration (PbD) develops methods by which new skills can be transmitted to a …

Teaching robots by moulding behavior and scaffolding the environment

J Saunders, CL Nehaniv, K Dautenhahn - Proceedings of the 1st ACM …, 2006 - dl.acm.org
Programming robots to carry out useful tasks is both a complex and non-trivial exercise. A
simple and intuitive method to allow humans to train and shape robot behaviour is clearly a …

What is the teacher's role in robot programming by demonstration?: Toward benchmarks for improved learning

S Calinon, AG Billard - Interaction Studies, 2007 - jbe-platform.com
Robot programming by demonstration (RPD) covers methods by which a robot learns new
skills through human guidance. We present an interactive, multimodal RPD framework using …

Active teaching in robot programming by demonstration

S Calinon, A Billard - RO-MAN 2007-The 16th IEEE …, 2007 - ieeexplore.ieee.org
Robot programming by demonstration (RbD) covers methods by which a robot learns new
skills through human guidance. In this work, we take the perspective that the role of the …

On learning the statistical representation of a task and generalizing it to various contexts

S Calinon, F Guenter, A Billard - Proceedings 2006 IEEE …, 2006 - ieeexplore.ieee.org
This paper presents an architecture for solving generically the problem of extracting the
constraints of a given task in a programming by demonstration framework and the problem …

Nift: Neural interaction field and template for object manipulation

Z Huang, J Xu, S Dai, K Xu, H Zhang… - … on Robotics and …, 2023 - ieeexplore.ieee.org
We introduce NIFT, Neural Interaction Field and Template, a descriptive and robust
interaction representation of object manipulations to facilitate imitation learning. Given a few …

Self-imitation and environmental scaffolding for robot teaching

J Saunders, CL Nehaniv… - International …, 2007 - journals.sagepub.com
Imitative learning and learning by observation are social mechanisms that allow a robot to
acquire knowledge from a human or another robot. However to be able to obtain skills in this …

Learning and recognition of hybrid manipulation motions in variable environments using probabilistic flow tubes

S Dong, B Williams - International Journal of Social Robotics, 2012 - Springer
For robots to work effectively with humans, they must learn and recognize activities that
humans perform. We enable a robot to learn a library of activities from user demonstrations …