A Fine-grained Perspective onto Object Interactions from First-person Views

Dima Damen

Abstract

Traditionally, action understanding has been limited to assigning one out of a pre-selected set of labels to a trimmed video sequence. This talk goes beyond traditional action recognition to fine-grained understand of daily object interactions. The talk will discuss works that attempt to understand ‘when’ an object interaction takes place, including ‘when’ it can be considered completed, ‘which’ semantic labels can describe the interactions, ‘how’ the interaction can be described (or captioned) and ‘who’ is better when contrasting people perform the same interaction. Potentials and limitations of current deep architectures to solve for fine-grained object interaction understanding will be discussed. The talk will focus on the first-person viewpoint –captured using wearable cameras- as it offers a unique perspective onto objects during interactions.

Download


Paper Citation


in Harvard Style

Damen D. (2019). A Fine-grained Perspective onto Object Interactions from First-person Views.In Proceedings of the 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 4: VISIGRAPP, ISBN 978-989-758-354-4, pages 11-13. DOI: 10.5220/0008345900110013


in Bibtex Style

@conference{visigrapp19,
author={Dima Damen},
title={A Fine-grained Perspective onto Object Interactions from First-person Views},
booktitle={Proceedings of the 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 4: VISIGRAPP,},
year={2019},
pages={11-13},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0008345900110013},
isbn={978-989-758-354-4},
}


in EndNote Style

TY - CONF

JO - Proceedings of the 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 4: VISIGRAPP,
TI - A Fine-grained Perspective onto Object Interactions from First-person Views
SN - 978-989-758-354-4
AU - Damen D.
PY - 2019
SP - 11
EP - 13
DO - 10.5220/0008345900110013