publication . Conference object . 2019

Cross-domain Knowledge Transfer Schemes for 3D Human Action Recognition

Psaltis, Athanasios; Papadopoulos, Georgios Th.; Daras, Petros;
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  • Published: 18 Nov 2019
  • Publisher: IEEE
Abstract
Previous work in 3D human action recognition has been mainly confined to schemes in a single domain, exploiting in principle skeleton-tracking data, due to their compact representation and efficient modeling of the observed motion dynamics. However, in order to extend and adapt the learning process to multi-modal domains, inevitably the focus needs also to be put on cross-domain analysis. On the other hand, attention schemes, which have lately been applied to numerous application cases and exhibited promising results, can exploit the intra-affinity of the considered modalities and can then be used for performing intra-modality knowledge transfer, e.g. to transfe...
Subjects
free text keywords: Attention schemes, Action recognition, Motion dynamics, Modal, Domain knowledge, Machine learning, computer.software_genre, computer, Deep learning, Knowledge transfer, Modalities, Artificial intelligence, business.industry, business, Exploit, Computer science
Funded by
EC| ANITA
Project
ANITA
Advanced tools for fighting oNline Illegal TrAfficking
  • Funder: European Commission (EC)
  • Project Code: 787061
  • Funding stream: H2020 | RIA
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