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Probabilistic Approach to People-Centric Photo Selection and Sequencing

Abstract: 

We present a crowdsourcing (CS) study to examine how specific attributes probabilistically affect the selection and sequencing of images from personal photo collections. 13 image attributes are explored, including 7 people-centric properties. We first propose a novel dataset shaping technique based on Mixed Integer Linear Programming (MILP) to identify a subset of photos in which the attributes of interest are uniformly distributed and minimally correlated. Shaping enables the synthesis of compact, balanced and representative datasets for CS, and facilitates effective learning of the selection likelihood of an image as well as its relative position in a sequence, given its attributes. We further present an ILP-based slideshow creation framework to select and arrange (a subset of) appealing images from a personal photo library. Quantitative and qualitative evaluations confirm that our method outperforms regression-based and greedy approaches for photo selection and sequencing, generating slideshows similar in quality to those created by humans.

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Paper Details

Authors:
Vassilios Vonikakis, Ramanathan Subramanian, Jonas Arnfred, Stefan Winkler
Submitted On:
27 September 2017 - 11:08pm
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Type:
Poster
Event:
Presenter's Name:
Stefan Winkler
Document Year:
2017
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(19 downloads)

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[1] Vassilios Vonikakis, Ramanathan Subramanian, Jonas Arnfred, Stefan Winkler, "Probabilistic Approach to People-Centric Photo Selection and Sequencing", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/2250. Accessed: Oct. 23, 2017.
@article{2250-17,
url = {http://sigport.org/2250},
author = {Vassilios Vonikakis; Ramanathan Subramanian; Jonas Arnfred; Stefan Winkler },
publisher = {IEEE SigPort},
title = {Probabilistic Approach to People-Centric Photo Selection and Sequencing},
year = {2017} }
TY - EJOUR
T1 - Probabilistic Approach to People-Centric Photo Selection and Sequencing
AU - Vassilios Vonikakis; Ramanathan Subramanian; Jonas Arnfred; Stefan Winkler
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/2250
ER -
Vassilios Vonikakis, Ramanathan Subramanian, Jonas Arnfred, Stefan Winkler. (2017). Probabilistic Approach to People-Centric Photo Selection and Sequencing. IEEE SigPort. http://sigport.org/2250
Vassilios Vonikakis, Ramanathan Subramanian, Jonas Arnfred, Stefan Winkler, 2017. Probabilistic Approach to People-Centric Photo Selection and Sequencing. Available at: http://sigport.org/2250.
Vassilios Vonikakis, Ramanathan Subramanian, Jonas Arnfred, Stefan Winkler. (2017). "Probabilistic Approach to People-Centric Photo Selection and Sequencing." Web.
1. Vassilios Vonikakis, Ramanathan Subramanian, Jonas Arnfred, Stefan Winkler. Probabilistic Approach to People-Centric Photo Selection and Sequencing [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/2250