Toward Efficient Action Recognition : Principal Backpropagation for Training Two-Stream Networks

In this paper, we propose the novel principal backpropagation networks (PBNets) to revisit the backpropagation algorithms commonly used in training two-stream networks for video action recognition. We content that existing approaches always take all the frames/snippets for the backpropagation not op...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. - 1992. - 28(2019), 4 vom: 29. Apr., Seite 1773-1782
1. Verfasser: Huang, Wenbing (VerfasserIn)
Weitere Verfasser: Fan, Lijie, Harandi, Mehrtash, Ma, Lin, Liu, Huaping, Liu, Wei, Gan, Chuang
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2019
Zugriff auf das übergeordnete Werk:IEEE transactions on image processing : a publication of the IEEE Signal Processing Society
Schlagworte:Journal Article