Behavioural Analysis with Movement Cluster Model for Concurrent Actions
<p>Abstract</p> <p>We present an approach to model articulated human movements and to analyse their behavioural semantics. First, we describe a novel dynamic and behavioural model that uses movements, a sequence of consecutive poses, from motion captured video data to establish pri...
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| Format: | Article |
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SpringerOpen
2011-01-01
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| Series: | EURASIP Journal on Image and Video Processing |
| Online Access: | http://jivp.eurasipjournals.com/content/2011/365307 |
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doaj-af3058aa1d82442795a2e95882aef90b2020-11-24T21:02:02ZengSpringerOpenEURASIP Journal on Image and Video Processing1687-51761687-52812011-01-0120111365307Behavioural Analysis with Movement Cluster Model for Concurrent ActionsHusz ZsoltLWallace AndrewMGreen PatrickR<p>Abstract</p> <p>We present an approach to model articulated human movements and to analyse their behavioural semantics. First, we describe a novel dynamic and behavioural model that uses movements, a sequence of consecutive poses, from motion captured video data to establish priors for both tracking and behavioural analysis. Second, using that model, we show how we can both learn and subsequently recognise human activity. Activities are modelled and recognised independently to allow concurrent and complex actions. Finally, we combine activity recognition with tracking to produce an overall evaluation of the effectiveness of the approach using publicly available datasets.</p>http://jivp.eurasipjournals.com/content/2011/365307 |
| collection |
DOAJ |
| language |
English |
| format |
Article |
| sources |
DOAJ |
| author |
Husz ZsoltL Wallace AndrewM Green PatrickR |
| spellingShingle |
Husz ZsoltL Wallace AndrewM Green PatrickR Behavioural Analysis with Movement Cluster Model for Concurrent Actions EURASIP Journal on Image and Video Processing |
| author_facet |
Husz ZsoltL Wallace AndrewM Green PatrickR |
| author_sort |
Husz ZsoltL |
| title |
Behavioural Analysis with Movement Cluster Model for Concurrent Actions |
| title_short |
Behavioural Analysis with Movement Cluster Model for Concurrent Actions |
| title_full |
Behavioural Analysis with Movement Cluster Model for Concurrent Actions |
| title_fullStr |
Behavioural Analysis with Movement Cluster Model for Concurrent Actions |
| title_full_unstemmed |
Behavioural Analysis with Movement Cluster Model for Concurrent Actions |
| title_sort |
behavioural analysis with movement cluster model for concurrent actions |
| publisher |
SpringerOpen |
| series |
EURASIP Journal on Image and Video Processing |
| issn |
1687-5176 1687-5281 |
| publishDate |
2011-01-01 |
| description |
<p>Abstract</p> <p>We present an approach to model articulated human movements and to analyse their behavioural semantics. First, we describe a novel dynamic and behavioural model that uses movements, a sequence of consecutive poses, from motion captured video data to establish priors for both tracking and behavioural analysis. Second, using that model, we show how we can both learn and subsequently recognise human activity. Activities are modelled and recognised independently to allow concurrent and complex actions. Finally, we combine activity recognition with tracking to produce an overall evaluation of the effectiveness of the approach using publicly available datasets.</p> |
| url |
http://jivp.eurasipjournals.com/content/2011/365307 |
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AT huszzsoltl behaviouralanalysiswithmovementclustermodelforconcurrentactions AT wallaceandrewm behaviouralanalysiswithmovementclustermodelforconcurrentactions AT greenpatrickr behaviouralanalysiswithmovementclustermodelforconcurrentactions |
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1716776878477410304 |