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VideoEase at VBS2025: An Interactive Video Retrieval System

Tran, Quang-Linh orcid logoORCID: 0000-0002-5409-0916, Nguyen, Binh T. orcid logoORCID: 0000-0001-5249-9702, Jones, Gareth J.F. orcid logoORCID: 0000-0003-2923-8365 and Cathal, Gurrin orcid logoORCID: 0000-0003-2903-3968 (2025) VideoEase at VBS2025: An Interactive Video Retrieval System. In: The 31st International Conference on Multimedia Modeling, 8-10 January 2025, Nara, Japan. ISBN 978-981-96-2074-6

Abstract
We present the VideoEase interactive video retrieval system, which we used to participate in VBS2025. This is the first time that VideoEase has taken part in the VBS challenge. VideoEase is built on the Milvus vector database, which supports vector searches on massive datasets with high-dimensional vectors. The CLIP, BLIP2, and Open-CLIP models play a crucial role in encoding keyframe images and queries into embeddings. A new user interface with simple yet effective components is also introduced. We experiment with VBS24 queries to evaluate the performance of the VideoEase system. Our results show that answer rank is improved by merging outputs from several models with appropriate weights.
Metadata
Item Type:Conference or Workshop Item (Paper)
Event Type:Conference
Refereed:Yes
Uncontrolled Keywords:Video retrieval, multi-media analysis, user interface
Subjects:Computer Science > Information retrieval
Computer Science > Multimedia systems
Computer Science > Information storage and retrieval systems
DCU Faculties and Centres:DCU Faculties and Schools > Faculty of Engineering and Computing > School of Computing
Research Institutes and Centres > ADAPT
Published in: 31st International Conference on Multimedia Modeling, MMM 2025, Nara, Japan, January 8–10, 2025, Proceedings, Part V. (5). Springer Nature. ISBN 978-981-96-2074-6
Publisher:Springer Nature
Official URL:https://link.springer.com/chapter/10.1007/978-981-...
Copyright Information:Authors
Funders:ADAPT Centre
ID Code:30858
Deposited On:07 Apr 2025 13:17 by Quang-Linh Tran . Last Modified 07 Apr 2025 13:17
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