Deep learning for action and gesture recognition in image sequences: a survey - Archive ouverte HAL Access content directly
Book Sections Year : 2017

Deep learning for action and gesture recognition in image sequences: a survey

(1) , (2) , (3) , (4) , (5) , (2) , (6) , (1) , (2)
1
2
3
4
5
6

Abstract

Interest in automatic action and gesture recognition has grown considerably in the last few years. This is due in part to the large number of application domains for this type of technology. As in many other computer vision areas, deep learning based methods have quickly become a reference methodology for obtaining state-of-the-art performance in both tasks. This chapter is a survey of current deep learning based methodologies for action and gesture recognition in sequences of images. The survey reviews both fundamental and cutting edge methodologies reported in the last few years. We introduce a taxonomy that summarizes important aspects of deep learning for approaching both tasks. Details of the proposed architectures, fusion strategies, main datasets, and competitions are reviewed. Also, we summarize and discuss the main works proposed so far with particular interest on how they treat the temporal dimension of data, their highlighting features, and opportunities and challenges for future research. To the best of our knowledge this is the first survey in the topic. We foresee this survey will become a reference in this ever dynamic field of research.
Fichier principal
Vignette du fichier
deep_learning_action.pdf (9.77 Mo) Télécharger le fichier
Origin : Files produced by the author(s)
Loading...

Dates and versions

hal-01678006 , version 1 (08-01-2018)

Identifiers

  • HAL Id : hal-01678006 , version 1

Cite

Maryam Asadi-Aghbolaghi, Albert Clapes, Marco Bellantonio, Hugo Jair Escalante, Víctor Ponce-López, et al.. Deep learning for action and gesture recognition in image sequences: a survey . Gesture Recognition, Springer Verlag, pp.539-578, 2017. ⟨hal-01678006⟩
480 View
3033 Download

Share

Gmail Facebook Twitter LinkedIn More