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MemoriEase at the NTCIR-17 Lifelog-5 Task

Tran, Quang-Linh orcid logoORCID: 0000-0002-5409-0916, Nguyen, Binh, Jones, Gareth orcid logoORCID: 0000-0003-2923-8365 and Gurrin, Cathal orcid logoORCID: 0000-0003-2903-3968 (2024) MemoriEase at the NTCIR-17 Lifelog-5 Task. In: 17th NTCIR Conference Evaluation of Information Access Technologies, 12-15 Dec 2023, Tokyo, Japan.

Abstract
We present the MemoriEase retrieval system used for our participation in the NTCIR Lifelog-5 Task. We report our method to address the lifelog retrieval problem and discuss our official results of the MemoriEase at Lifelog-5 task. We originally introduced the MemoriEase system for the Lifelog Search Challenge (LSC) as an interactive lifelog retrieval system. We have modified it to an automatic retrieval system to address the NTCIR Lifelog-5 Task. We propose the BLIP-2 model as the core embedding model to retrieve lifelog images from textual queries. The open-sourced Elasticsearch search engine serves as the main engine in the MemoriEase system. Some pre-processing and post-processing techniques are applied to adapt this system to an automatic version and improve the accuracy of retrieval results. Finally, we discuss the results of the system on the task, some limitations of the system, and lessons learned from participating in the Lifelog-5 task for further improvements for the system in the future.
Metadata
Item Type:Conference or Workshop Item (Paper)
Event Type:Conference
Refereed:Yes
Uncontrolled Keywords:personal data
Subjects:Computer Science > Information retrieval
Computer Science > Information storage and retrieval systems
Computer Science > Lifelog
DCU Faculties and Centres:DCU Faculties and Schools > Faculty of Engineering and Computing > School of Computing
Research Institutes and Centres > ADAPT
Published in: : Proceedings of the 17th NTCIR Conference on Evaluation of Information Access Technologies. .
Official URL:https://doi.org/10.20736/0002001284
Funders:Science Foundation Ireland at ADAPT, the SFI Research Centre for AI-Driven Digital Content Technology at Dublin City University [13/RC/2106_P2].
ID Code:29281
Deposited On:19 Jan 2024 12:42 by Linh Tran . Last Modified 19 Jan 2024 12:42
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