Imperial College London

Professor Yiannis Demiris

Faculty of EngineeringDepartment of Electrical and Electronic Engineering

Professor of Human-Centred Robotics, Head of ISN
 
 
 
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Contact

 

+44 (0)20 7594 6300y.demiris Website

 
 
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Location

 

1014Electrical EngineeringSouth Kensington Campus

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Summary

 

Publications

Citation

BibTex format

@article{Demiris:2008:10.1075/is.9.2.10dem,
author = {Demiris, Y and Khadhouri, B},
doi = {10.1075/is.9.2.10dem},
journal = {Interaction Studies},
pages = {353--376},
title = {Content-based control of goal-directed attention during human action perception},
url = {http://dx.doi.org/10.1075/is.9.2.10dem},
volume = {9},
year = {2008}
}

RIS format (EndNote, RefMan)

TY  - JOUR
AB - During the perception of human actions by robotic assistants, the robotic assistant needs to direct its computational and sensor resources to relevant parts of the human action. In previous work we have introduced HAMMER (Hierarchical Attentive Multiple Models for Execution and Recognition) (Demiris and Khadhouri, 2006), a computational architecture that forms multiple hypotheses with respect to what the demonstrated task is, and multiple predictions with respect to the forthcoming states of the human action. To confirm their predictions, the hypotheses request information from an attentional mechanism, which allocates the robot's resources as a function of the saliency of the hypotheses. In this paper we augment the attention mechanism with a component that considers the content of the hypotheses' requests, with respect to the content's reliability, utility and cost. This content-based attention component further optimises the utilisation of the resources while remaining robust to noise. Such computational mechanisms are important for the development of robotic devices that will rapidly respond to human actions, either for imitation or collaboration purposes.
AU - Demiris,Y
AU - Khadhouri,B
DO - 10.1075/is.9.2.10dem
EP - 376
PY - 2008///
SN - 1572-0373
SP - 353
TI - Content-based control of goal-directed attention during human action perception
T2 - Interaction Studies
UR - http://dx.doi.org/10.1075/is.9.2.10dem
UR - http://hdl.handle.net/10044/1/12609
VL - 9
ER -