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Exquisitor at the Lifelog Search Challenge 2019

Published: 05 June 2019 Publication History

Abstract

Interactive learning is an umbrella term for methods that attempt to understand the information need of the user and formulate queries that satisfy that information need. We propose to apply the state of the art in interactive multimodal learning to visual lifelog exploration and search, using the Exquisitor system. Exquisitor is a highly scalable interactive learning system, which uses semantic features extracted from visual content and text to suggest relevant media items to the user, based on user relevance feedback on previously suggested items. Findings from our initial experiments indicate that interactive multimodal learning will likely work well for some LSC tasks, but also suggest some potential enhancements.

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Cited By

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  • (2024)Exquisitor at the Lifelog Search Challenge 2024: Blending Conversational Search with User Relevance FeedbackProceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661132(117-121)Online publication date: 10-Jun-2024
  • (2024)LifeGraph 4 - Lifelog Retrieval using Multimodal Knowledge Graphs and Vision-Language ModelsProceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661127(88-92)Online publication date: 10-Jun-2024
  • (2023)User Relevance Feedback and Novices: Anecdotes from Exquisitor's Participation in Interactive Retrieval CompetitionsProceedings of the 20th International Conference on Content-based Multimedia Indexing10.1145/3617233.3617275(173-177)Online publication date: 20-Sep-2023
  • Show More Cited By

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cover image ACM Conferences
LSC '19: Proceedings of the ACM Workshop on Lifelog Search Challenge
June 2019
51 pages
ISBN:9781450367813
DOI:10.1145/3326460
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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Published: 05 June 2019

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Author Tags

  1. exquisitor
  2. interactive learning
  3. lifelogging

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View all
  • (2024)Exquisitor at the Lifelog Search Challenge 2024: Blending Conversational Search with User Relevance FeedbackProceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661132(117-121)Online publication date: 10-Jun-2024
  • (2024)LifeGraph 4 - Lifelog Retrieval using Multimodal Knowledge Graphs and Vision-Language ModelsProceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge10.1145/3643489.3661127(88-92)Online publication date: 10-Jun-2024
  • (2023)User Relevance Feedback and Novices: Anecdotes from Exquisitor's Participation in Interactive Retrieval CompetitionsProceedings of the 20th International Conference on Content-based Multimedia Indexing10.1145/3617233.3617275(173-177)Online publication date: 20-Sep-2023
  • (2021)Exquisitor at the Lifelog Search Challenge 2021: Relationships Between Semantic ClassifiersProceedings of the 4th Annual on Lifelog Search Challenge10.1145/3463948.3469255(3-6)Online publication date: 21-Aug-2021
  • (2021)XQC at the Lifelog Search Challenge 2021: Interactive Learning on a Mobile DeviceProceedings of the 4th Annual on Lifelog Search Challenge10.1145/3463948.3469063(89-93)Online publication date: 21-Aug-2021
  • (2020)SOMHunter for Lifelog SearchProceedings of the Third Annual Workshop on Lifelog Search Challenge10.1145/3379172.3391727(73-75)Online publication date: 9-Jun-2020
  • (2020)BIDAL-HCMUS@LSC2020: An Interactive Multimodal Lifelog Retrieval with Query-to-Sample Attention-based Search EngineProceedings of the Third Annual Workshop on Lifelog Search Challenge10.1145/3379172.3391722(43-49)Online publication date: 9-Jun-2020
  • (2020)Myscéal: An Experimental Interactive Lifelog Retrieval System for LSC'20Proceedings of the Third Annual Workshop on Lifelog Search Challenge10.1145/3379172.3391719(23-28)Online publication date: 9-Jun-2020
  • (2020)LifeGraph: A Knowledge Graph for LifelogsProceedings of the Third Annual Workshop on Lifelog Search Challenge10.1145/3379172.3391717(13-17)Online publication date: 9-Jun-2020
  • (2020)An Interactive Learning System for Large-Scale Multimedia AnalyticsProceedings of the 2020 International Conference on Multimedia Retrieval10.1145/3372278.3391935(368-372)Online publication date: 8-Jun-2020
  • Show More Cited By

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