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Discriminatively Learned Hierarchical Rank Pooling Networks

Fernando, Basura; Gould, Stephen

Description

Rank pooling is a temporal encoding method that summarizes the dynamics of a video sequence to a single vector which has shown good results in human action recognition in prior work. In this work, we present novel temporal encoding methods for action and activity classification by extending the unsupervised rank pooling temporal encoding method in two ways. First, we present discriminative rank pooling in which the shared weights of our video representation and the parameters of the action...[Show more]

CollectionsANU Research Publications
Date published: 2017
Type: Journal article
URI: http://hdl.handle.net/1885/217981
Source: International Journal of Computer Vision
DOI: 10.1007/s11263-017-1030-x
Access Rights: Open Access

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