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Multi-Mode Clustering for Graph-Based Lifelog Retrieval

Rossetto, Luca; Inel, Oana; Lange, Svenja; Ruosch, Florian; Wang, Ruijie; Bernstein, Abraham (2023). Multi-Mode Clustering for Graph-Based Lifelog Retrieval. In: ICMR '23: International Conference on Multimedia Retrieval, Thessaloniki Greece, 12 July 2023 - 15 July 2023. ACM Digital library, 36-40.

Abstract

As part of the 6th Lifelog Search Challenge, this paper presents an approach to arrange Lifelog data in a multi-modal knowledge graph based on cluster hierarchies. We use multiple sequence clustering approaches to address the multi-modal nature of Lifelogs in relation to temporal, spatial, and visual factors. The resulting clusters, along with semantic metadata captions and augmentations based on OpenCLIP, provide for the semantic structure of a graph including all Lifelogs as entries. Textual queries on this hierarchical graph can be expressed to retrieve individual Lifelogs, as well as clusters of Lifelogs.

Additional indexing

Item Type:Conference or Workshop Item (Paper), refereed, original work
Communities & Collections:03 Faculty of Economics > Department of Informatics
08 Research Priority Programs > Digital Society Initiative
Dewey Decimal Classification:000 Computer science, knowledge & systems
Scopus Subject Areas:Physical Sciences > Computer Graphics and Computer-Aided Design
Physical Sciences > Human-Computer Interaction
Physical Sciences > Software
Scope:Discipline-based scholarship (basic research)
Language:English
Event End Date:15 July 2023
Deposited On:26 Sep 2023 09:06
Last Modified:20 Jun 2024 10:20
Publisher:ACM Digital library
Series Name:Proceedings of the 2023 International Conference on Multimedia Retrieval
ISBN:9798400701887
OA Status:Hybrid
Publisher DOI:https://doi.org/10.1145/3592573.3593102
Other Identification Number:merlin-id:23770
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  • Content: Published Version
  • Language: English
  • Licence: Creative Commons: Attribution 4.0 International (CC BY 4.0)

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