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Dynamic image networks for action recognition

Abstract:

We introduce the concept of dynamic image, a novel compact representation of videos useful for video analysis especially when convolutional neural networks (CNNs) are used. The dynamic image is based on the rank pooling concept and is obtained through the parameters of a ranking machine that encodes the temporal evolution of the frames of the video. Dynamic images are obtained by directly applying rank pooling on the raw image pixels of a video producing a single RGB image per video. This ide...

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Publication status:
Published
Peer review status:
Peer reviewed

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Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Role:
Author
Publisher:
Institute of Electrical and Electronics Engineers Publisher's website
Host title:
IEEE Conference on Computer Vision and Pattern Recognition, 2016
Journal:
IEEE Conference on Computer Vision and Pattern Recognition, 2016 Journal website
Publication date:
2016-12-12
Acceptance date:
2016-03-02
Event location:
Washington, USA
Event start date:
2016-06-26
Keywords:
Pubs id:
pubs:624521
UUID:
uuid:0586572f-3a29-4603-ad6f-998a8bb4a7c7
Local pid:
pubs:624521
Source identifiers:
624521
Deposit date:
2016-05-27

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