8 December 2015 Towards social interaction detection in egocentric photo-streams
Author Affiliations +
Proceedings Volume 9875, Eighth International Conference on Machine Vision (ICMV 2015); 987514 (2015) https://doi.org/10.1117/12.2228606
Event: Eighth International Conference on Machine Vision, 2015, Barcelona, Spain
Abstract
Detecting social interaction in videos relying solely on visual cues is a valuable task that is receiving increasing attention in recent years. In this work, we address this problem in the challenging domain of egocentric photo-streams captured by a low temporal resolution wearable camera (2fpm). The major difficulties to be handled in this context are the sparsity of observations as well as unpredictability of camera motion and attention orientation due to the fact that the camera is worn as part of clothing. Our method consists of four steps: multi-faces localization and tracking, 3D localization, pose estimation and analysis of f-formations. By estimating pair-to-pair interaction probabilities over the sequence, our method states the presence or absence of interaction with the camera wearer and specifies which people are more involved in the interaction. We tested our method over a dataset of 18.000 images and we show its reliability on our considered purpose.
© (2015) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Maedeh Aghaei, Maedeh Aghaei, Mariella Dimiccoli, Mariella Dimiccoli, Petia Radeva, Petia Radeva, } "Towards social interaction detection in egocentric photo-streams", Proc. SPIE 9875, Eighth International Conference on Machine Vision (ICMV 2015), 987514 (8 December 2015); doi: 10.1117/12.2228606; https://doi.org/10.1117/12.2228606
PROCEEDINGS
5 PAGES


SHARE
RELATED CONTENT

Intermediate view synthesis for eye-gazing
Proceedings of SPIE (February 08 2015)
Human motion estimation from a single view
Proceedings of SPIE (October 11 2000)
3D face model tracking based on a multi resolution active...
Proceedings of SPIE (January 29 2007)
Robust tracking of head and arm for model based image...
Proceedings of SPIE (September 16 1994)

Back to Top