Action Recognition with Dynamic Image Networks
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Altmetric Citations
Bilen, Hakan; Fernando, Basura; Gavves, Efstratios; Vedaldi, Andrea
Description
We introduce the concept of dynamic image, a novel compact representation of videos useful for video analysis, particularly in combination with convolutional neural networks (CNNs). A dynamic image encodes temporal data such as RGB or optical flow videos by using the concept of 'rank pooling'. The idea is to learn a ranking machine that captures the temporal evolution of the data and to use the parameters of the latter as a representation. We call the resulting representation dynamic image...[Show more]
Collections | ANU Research Publications |
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Date published: | 2017 |
Type: | Journal article |
URI: | http://hdl.handle.net/1885/231455 |
Source: | IEEE Transactions on Pattern Analysis and Machine Intelligence |
DOI: | 10.1109/TPAMI.2017.2769085 |
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01_Bilen_Action_Recognition_with_2017.pdf | 7.42 MB | Adobe PDF | Request a copy |
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