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LifeInsight: An Interactive Lifelog Retrieval System with Comprehensive Spatial Insights and Query Assistance

Published: 12 June 2023 Publication History

Abstract

In this paper, we introduce LifeInsight – an interactive lifelog retrieval system developed for the sixth annual Lifelog Search Challenge (LSC’23). LifeInsight incorporates semantic search mechanisms from state-of-the-art lifelog retrieval systems while focusing on providing insights into the lifelogger’s routine using spatial information to support question-answering tasks. The system employs the Bootstrapping Language-Image Pre-training (BLIP) model for zero-shot image-text retrieval, which has been shown to achieve higher recall scores than the CLIP model on the Flickr30K dataset. In addition, the Elastic Search filtering mechanism is utilized to remove irrelevant images. Apart from semantic search mechanisms, the system also supports visual similarity search by comparing the inner product distance between the vectors in the lifelog image corpus and the query image. Furthermore, the system includes an explicit relevance feedback function, AI-based query description rewriting, and visual-example-generating features to re-phrase the query to describe it better and support end-users envisioning the targeted image for retrieval.

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Cited By

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  • (2024)Searching Temporally Distant Activities in Lifelog Data With PraK Tool V2Proceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661131(111-116)Online publication date: 10-Jun-2024
  • (2024)Voxento-Pro: An Advanced Voice Lifelog Retrieval Interaction for Multimodal LifelogsProceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661130(105-110)Online publication date: 10-Jun-2024
  • (2024)MyEachtraX: Lifelog Question Answering on MobileProceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661128(93-98)Online publication date: 10-Jun-2024
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cover image ACM Conferences
LSC '23: Proceedings of the 6th Annual ACM Lifelog Search Challenge
June 2023
74 pages
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

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Publication History

Published: 12 June 2023

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Author Tags

  1. AI-based assistance
  2. interactive retrieval
  3. lifelog
  4. spatial insights

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  • Research-article
  • Research
  • Refereed limited

Funding Sources

  • Science Foundation Ireland
  • Vingroup Innovation Foundation (VINIF)

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Cited By

View all
  • (2024)Searching Temporally Distant Activities in Lifelog Data With PraK Tool V2Proceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661131(111-116)Online publication date: 10-Jun-2024
  • (2024)Voxento-Pro: An Advanced Voice Lifelog Retrieval Interaction for Multimodal LifelogsProceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661130(105-110)Online publication date: 10-Jun-2024
  • (2024)MyEachtraX: Lifelog Question Answering on MobileProceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661128(93-98)Online publication date: 10-Jun-2024
  • (2024)Memento 4.0: A Prototype Conversational Search System for LSC'24Proceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661126(82-87)Online publication date: 10-Jun-2024
  • (2024)CollaXRSearch: A Collaborative Virtual Reality System for Lifelog RetrievalProceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661125(76-81)Online publication date: 10-Jun-2024
  • (2024)lifeXplore at the Lifelog Search Challenge 2024Proceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661123(64-69)Online publication date: 10-Jun-2024
  • (2024)LifeSeeker 6.0: Leveraging the linguistic aspect of the lifelog system in LSC'24Proceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661121(53-57)Online publication date: 10-Jun-2024
  • (2024)T@Retrospect: A Journey Through TimeProceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661118(36-40)Online publication date: 10-Jun-2024
  • (2024)VitaChronicle: Applying UX/UI Principles and Guidelines to Enhance Lifelog Retrieval System DesignProceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661117(30-35)Online publication date: 10-Jun-2024
  • (2024)SnapSeek: An Interactive Lifelog Acquisition System for LSC'24Proceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661116(24-29)Online publication date: 10-Jun-2024
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