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Where is my Phone?: Personal object retrieval from egocentric images

Reyes, Cristian, Mohedano, Eva, McGuinness, Kevin orcid logoORCID: 0000-0003-1336-6477, O'Connor, Noel E. orcid logoORCID: 0000-0002-4033-9135 and Giró-i-Nieto, Xavier orcid logoORCID: 0000-0002-9935-5332 (2016) Where is my Phone?: Personal object retrieval from egocentric images. In: ACM Multimedia 2016, 15 - 19 Oct. 2016, Amsterdam, Netherlands. ISBN 978-1-4503-4517-0

Abstract
This work presents a retrieval pipeline and evaluation scheme for the problem of finding the last appearance of personal objects in a large dataset of images captured from a wearable camera. Each personal object is modelled by a small set of images that define a query for a visual search engine.The retrieved results are reranked considering the temporal timestamps of the images to increase the relevance of the later detections. Finally, a temporal interleaving of the results is introduced for robustness against false detections. The Mean Reciprocal Rank is proposed as a metric to evaluate this problem. This application could help into developing personal assistants capable of helping users when they do not remember where they left their personal belongings.
Metadata
Item Type:Conference or Workshop Item (Paper)
Event Type:Conference
Refereed:Yes
Uncontrolled Keywords:Lifelogging; egocentric; retrieval; wearable camera
Subjects:Computer Science > Lifelog
Computer Science > Machine learning
Computer Science > Image processing
Computer Science > Information retrieval
DCU Faculties and Centres:DCU Faculties and Schools > Faculty of Engineering and Computing > School of Electronic Engineering
Research Institutes and Centres > INSIGHT Centre for Data Analytics
Published in: LTA '16 Proceedings of the first Workshop on Lifelogging Tools and Applications Workshop at ACM Multimedia 2016. . Association for Computing Machinery. ISBN 978-1-4503-4517-0
Publisher:Association for Computing Machinery
Official URL:http://dx.doi.org/10.1145/2983576.2983582
Copyright Information:© ACM, 2016. This is the author's version of the work. It is posted here by permission of ACM for your personal use. Not for redistribution. The definitive version was published in LTA '16 Proceedings of the first Workshop on Lifelogging Tools and Applications.
Funders:SFI/12/RC/2289, Erasmus+ Programme for Student Mobility in the European Union, Generalitat de Catalunya and Centre de Formació Interdisciplinaria Superior (CFIS), The Image Processing Group at the UPC is a SGR14 Consolidated Research Group recognized and sponsored by the Catalan Government (Generalitat de Catalunya) through its AGAUR office
ID Code:21333
Deposited On:17 Oct 2016 10:50 by Eva Mohedano Robles . Last Modified 06 Nov 2019 14:32
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