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  5. Compound effects of top-down and bottom-up influences on visual attention during action recognition
 
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Compound effects of top-down and bottom-up influences on visual attention during action recognition
File(s)
ijcai2005.pdf (2.02 MB)
Accepted version
Author(s)
Khadhouri,B
Demiris,Y
Type
Conference Paper
Abstract
The limited visual and computational resources available during the perception of a human action makes a visual attention mechanism essential. In this paper we propose an attention mechanism that combines the saliency of top-down (or goal-directed) elements, based on multiple hypotheses about the demonstrated action, with the saliency of bottom-up (or stimulus-driven) components. Furthermore, we use the bottom-up part to initialise the top-down, hence resulting in a selection of the behaviours that rightly require the limited computational resources. This attention mechanism is then combined with an action understanding model and implemented on a robot, where we examine its performance during the observation of object-directed human actions.
Editor(s)
Kaelbling, LP
Saffiotti, A
Date Issued
2005-08
Citation
2005, pp.1458-1463
URI
http://hdl.handle.net/10044/1/12701
URL
http://ijcai.org/Past%20Proceedings/IJCAI-05/IJCAI-05%20CONTENT.htm
ISBN
9780938075936
0-9380-7593-4
Publisher
International Joint Conferences on Artificial Intelligence
Start Page
1458
End Page
1463
Journal / Book Title
19TH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE (IJCAI-05)
Copyright Statement
© 2005 International Joint Conference on Artificial Intelligence
License URL
http://www.rioxx.net/licenses/all-rights-reserved
Description
29.01.14 KB. Ok to add accepted version to spiral, publisher grants permission
Identifier
http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=000290233000231&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=1ba7043ffcc86c417c072aa74d649202
Source
International Joint Conference on Artificial Intelligence (IJCAI)
Source Place
Edinburgh, Scotland
Publication Status
Published
Start Date
2005-07-30
Finish Date
2005-08-05
Coverage Spatial
Edinburgh, Scotland
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