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

Authors:

Tien-Thanh Nguyen-Dang,

Xuan-Dang Thai,

Minh-Triet Tran,

Minh-Khoi Pham,

Graham HealyAuthors Info & Claims

LSC '23: Proceedings of the 6th Annual ACM Lifelog Search Challenge

Pages 59 - 64

https://doi.org/10.1145/3592573.3593106

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

Vopálková ZYaghob JStroh MSchlegel ULokoc J(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
https://dl.acm.org/doi/10.1145/3643489.3661131
Alateeq ARoantree MGurrin C(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
https://dl.acm.org/doi/10.1145/3643489.3661130
Tran LNguyen TGurrin CZhou L(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
https://dl.acm.org/doi/10.1145/3643489.3661128
Show More Cited By

Index Terms

LifeInsight: An Interactive Lifelog Retrieval System with Comprehensive Spatial Insights and Query Assistance
1. Human-centered computing
  1. Human computer interaction (HCI)
    1. Interactive systems and tools
2. Information systems
  1. Information retrieval
    1. Users and interactive retrieval
      1. Search interfaces
  2. Information systems applications
    1. Multimedia information systems
      1. Multimedia databases

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cover image ACM Conferences

LSC '23: Proceedings of the 6th Annual ACM Lifelog Search Challenge

June 2023

74 pages

ISBN:9798400701887

DOI:10.1145/3592573

Copyright © 2023 ACM.

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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SIGMM: ACM Special Interest Group on Multimedia

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New York, NY, United States

Publication History

Published: 12 June 2023

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Science Foundation Ireland
Vingroup Innovation Foundation (VINIF)

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ICMR '23

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SIGMM

ICMR '23: International Conference on Multimedia Retrieval

June 12 - 15, 2023

Thessaloniki, Greece

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Cited By

Vopálková ZYaghob JStroh MSchlegel ULokoc J(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
https://dl.acm.org/doi/10.1145/3643489.3661131
Alateeq ARoantree MGurrin C(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
https://dl.acm.org/doi/10.1145/3643489.3661130
Tran LNguyen TGurrin CZhou L(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
https://dl.acm.org/doi/10.1145/3643489.3661128
Alam NGraham YGurrin C(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
https://dl.acm.org/doi/10.1145/3643489.3661126
Ly DDuong-Le DVuong GHo VNinh VTran MLe K(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
https://dl.acm.org/doi/10.1145/3643489.3661125
Rader MSchoeffmann K(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
https://dl.acm.org/doi/10.1145/3643489.3661123
Le HNguyen TLe TTran MNguyen TNinh VZhou LGurrin C(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
https://dl.acm.org/doi/10.1145/3643489.3661121
Steffensen INystad SLiahjell MDang-Nguyen DKesavulu MNinh VGurrin CVuong GHo VTran M(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
https://dl.acm.org/doi/10.1145/3643489.3661118
Pagani Vavik EWilhelmsen MDal Østensen JDang-Nguyen DNinh VKesavulu MGurrin CVuong GHo VTran M(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
https://dl.acm.org/doi/10.1145/3643489.3661117
Ho-Le MDo-Huu HHo DLe-Hinh NVo-Hoang HNinh VTran M(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
https://dl.acm.org/doi/10.1145/3643489.3661116
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