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SOCIAL RELATION RECOGNITION IN EGOCENTRIC PHOTOSTREAMS

Abstract: 

This paper proposes an approach to automatically categorize the social interactions of a user wearing a photo-camera (2fpm), by relying solely on what the camera is seeing. The problem is challenging due to the overwhelming complexity of social life and the extreme intra-class variability of social interactions captured under unconstrained conditions. We adopt the formalization proposed in Bugental’s social theory, that groups human relations into five social domains with related categories. Our method is a new deep learning architecture that exploits the hierarchical structure of the label space and relies on a set of social attributes estimated at frame level to provide a semantic representation of social interactions. Experimental results on the new EgoSocialRelation dataset demonstrate the effectiveness of our proposal.

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Paper Details

Authors:
Petia Radeva, Mariella Dimiccoli
Submitted On:
24 September 2019 - 4:30am
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Mariella Dimiccoli
Paper Code:
3128
Document Year:
2019
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Document Files

ICIP 2019 Presentation.pdf

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[1] Petia Radeva, Mariella Dimiccoli, "SOCIAL RELATION RECOGNITION IN EGOCENTRIC PHOTOSTREAMS", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4781. Accessed: Oct. 18, 2019.
@article{4781-19,
url = {http://sigport.org/4781},
author = {Petia Radeva; Mariella Dimiccoli },
publisher = {IEEE SigPort},
title = {SOCIAL RELATION RECOGNITION IN EGOCENTRIC PHOTOSTREAMS},
year = {2019} }
TY - EJOUR
T1 - SOCIAL RELATION RECOGNITION IN EGOCENTRIC PHOTOSTREAMS
AU - Petia Radeva; Mariella Dimiccoli
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4781
ER -
Petia Radeva, Mariella Dimiccoli. (2019). SOCIAL RELATION RECOGNITION IN EGOCENTRIC PHOTOSTREAMS. IEEE SigPort. http://sigport.org/4781
Petia Radeva, Mariella Dimiccoli, 2019. SOCIAL RELATION RECOGNITION IN EGOCENTRIC PHOTOSTREAMS. Available at: http://sigport.org/4781.
Petia Radeva, Mariella Dimiccoli. (2019). "SOCIAL RELATION RECOGNITION IN EGOCENTRIC PHOTOSTREAMS." Web.
1. Petia Radeva, Mariella Dimiccoli. SOCIAL RELATION RECOGNITION IN EGOCENTRIC PHOTOSTREAMS [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4781