Nguyen, Manh-Duy, Nguyen, Thanh Binh and Cathal, Gurrin ORCID: 0000-0003-4395-7702 (2021) Graph-based indexing and retrieval of lifelog data. In: International Conference on Multimedia Modeling (MMM2021), 22 - 24 June 2021, Prague. ISBN 978-3-030-67834-0
Abstract
Understanding the relationship between objects in an image is an important challenge because it can help to describe actions in the image. In this paper, a graphical data structure, named “Scene Graph”, is utilized to represent an encoded informative visual relationship graph for an image, which we suggest has a wide range of potential applications. This scene graph is applied and tested in the popular domain of lifelogs, and specifically in the challenge of known-item retrieval from lifelogs. In this work, every lifelog image is represented by a scene graph, and at retrieval time, this scene graph is compared with the semantic graph, parsed from a textual query. The result is combined with location or date information to determine the matching items. The experiment shows that this technique can outperform a conventional method.
Metadata
Item Type: | Conference or Workshop Item (Paper) |
---|---|
Event Type: | Conference |
Refereed: | Yes |
Uncontrolled Keywords: | Scene graph |
Subjects: | Computer Science > Information retrieval Computer Science > Machine learning Computer Science > Lifelog |
DCU Faculties and Centres: | DCU Faculties and Schools > Faculty of Engineering and Computing > School of Computing |
Published in: | MMM 2021: MultiMedia Modeling. Lecture Notes in Computer Science (LNCS) 12573. Springer. ISBN 978-3-030-67834-0 |
Publisher: | Springer |
Official URL: | https://dx.doi.org/10.1007/978-3-030-67835-7_22 |
Copyright Information: | © 2021 Springer |
Use License: | This item is licensed under a Creative Commons Attribution-NonCommercial-Share Alike 3.0 License. View License |
Funders: | Science Foundation Ireland under grant numbers SFI/12/RC/2289, SFI/13/RC/2106, and 18/CRT/6223 |
ID Code: | 25958 |
Deposited On: | 02 Jun 2021 16:06 by Manh Duy Nguyen . Last Modified 15 Dec 2023 11:47 |
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