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A Hierarchical Approach to Event Discovery from Single Images using MIL Framework

Abstract: 

In this poster, we propose to face the problem of event detec/on from single
images, by exploi/ng both background informaAon oNen containing revealing
contextual clues and details, which are salient for recognizing the event. Such
details are visual objects criAcal to understand the underlying event depicted in
the image and were recently defined in the literature as ”event-saliency”.
Adop/ng the MulAple-Instance Learning (MIL) paradigm we propose a
hierarchical approach analyzing first the en/re picture and then refining the
decision on the basis of the event-salient objects. Valida/on of the proposed
method is carried out on two benchmarking datasets and it demonstrates the
effec/veness of the proposed hierarchical approach to event discovery from single
images.

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Paper Details

Authors:
F. G. De Natale, G. Baoto, A. Rosani
Submitted On:
12 September 2017 - 11:01am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Kashif ahmad
Paper Code:
1149
Document Year:
2016
Cite

Document Files

2016-globalSIP_version2.pdf

(25 downloads)

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[1] F. G. De Natale, G. Baoto, A. Rosani, "A Hierarchical Approach to Event Discovery from Single Images using MIL Framework", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/1362. Accessed: Nov. 23, 2017.
@article{1362-16,
url = {http://sigport.org/1362},
author = {F. G. De Natale; G. Baoto; A. Rosani },
publisher = {IEEE SigPort},
title = {A Hierarchical Approach to Event Discovery from Single Images using MIL Framework},
year = {2016} }
TY - EJOUR
T1 - A Hierarchical Approach to Event Discovery from Single Images using MIL Framework
AU - F. G. De Natale; G. Baoto; A. Rosani
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/1362
ER -
F. G. De Natale, G. Baoto, A. Rosani. (2016). A Hierarchical Approach to Event Discovery from Single Images using MIL Framework. IEEE SigPort. http://sigport.org/1362
F. G. De Natale, G. Baoto, A. Rosani, 2016. A Hierarchical Approach to Event Discovery from Single Images using MIL Framework. Available at: http://sigport.org/1362.
F. G. De Natale, G. Baoto, A. Rosani. (2016). "A Hierarchical Approach to Event Discovery from Single Images using MIL Framework." Web.
1. F. G. De Natale, G. Baoto, A. Rosani. A Hierarchical Approach to Event Discovery from Single Images using MIL Framework [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/1362