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General Purpose Multimedia Retrieval with vitrivr at LSC'24

Published: 18 June 2024 Publication History

Abstract

The collection of lifelog data --- visual and multi-sensory data, including biometric and spatiotemporal metadata --- becomes easier and more supported by commercial products every year. Naturally, lifelog data is multi-modal, with arguably a major audio-visual component, such as captured videos, audio recordings and photos. For lifelog retrieval, the challenges of managing and accessing (visual) multimedia content are paired with the challenges of semi-structured and heterogeneous metadata. One approach to these challenges is the application of general-purpose, content-based multimedia retrieval in combination with traditional Boolean retrieval. In this paper, we present the latest iteration of vitrivr, a long-running participant in the Lifelog Search Challenge. After successfully replacing the retrieval engine Cineast with the vitrivr-engine for the structurally related Video Browser Showdown, we adjust the general purpose, content-based multimedia retrieval system to lifelog retrieval by extending the modular retrieval engine with Boolean retrieval and a model for metadata. In doing so, we continue to generalize the retrieval aspects also suitable for other applications and evaluate our system at the Lifelog Search Challenge 2024.

References

[1]
Naushad Alam, Yvette Graham, and Cathal Gurrin. 2023. Memento 3.0: An Enhanced Lifelog Search Engine for LSC'23. In Proceedings of the 6th Annual ACM Lifelog Search Challenge, LSC 2023, Thessaloniki, Greece, June 12-15, 2023. ACM, 41--46.
[2]
Ahmed Alateeq, Mark Roantree, and Cathal Gurrin. 2023. Voxento 4.0: A More Flexible Visualisation and Control for Lifelogs. In Proceedings of the 6th Annual ACM Lifelog Search Challenge (Thessaloniki, Greece) (LSC '23). Association for Computing Machinery, New York, NY, USA, 7--12.
[3]
Mehdi Cherti, Romain Beaumont, Ross Wightman, Mitchell Wortsman, Gabriel Ilharco, Cade Gordon, Christoph Schuhmann, Ludwig Schmidt, and Jenia Jitsev. 2023. Reproducible Scaling Laws for Contrastive Language-Image Learning. In IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2023, Vancouver, BC, Canada, June 17-24, 2023. IEEE, 2818--2829.
[4]
Ralph Gasser, Rahel Arnold, Fynn Faber, Heiko Schuldt, Raphael Waltenspül, and Luca Rossetto. 2024. A New Retrieval Engine for Vitrivr. In MultiMedia Modeling, Stevan Rudinac, Alan Hanjalic, Cynthia Liem, Marcel Worring, Björn Þór Jónsson, Bei Liu, and Yoko Yamakata (Eds.). Vol. 14557. Springer Nature Switzerland, Cham, 324--331.
[5]
Ralph Gasser, Luca Rossetto, Silvan Heller, and Heiko Schuldt. 2020. Cottontail DB: An Open Source Database System for Multimedia Retrieval and Analysis. In Proceedings of the 28th ACM International Conference on Multimedia (MM '20). Association for Computing Machinery, New York, NY, USA, 4465--4468.
[6]
Ivan Giangreco and Heiko Schuldt. 2016. ADAM pro : Database Support for Big Multimedia Retrieval. Datenbank-Spektrum 16, 1 (March 2016), 17--26.
[7]
Cathal Gurrin, Björn Þór Jónsson, Klaus Schöffmann, Duc-Tien Dang-Nguyen, Jakub Lokoč, Minh-Triet Tran, Wolfgang Hürst, Luca Rossetto, and Graham Healy. 2021. Introduction to the Fourth Annual Lifelog Search Challenge, LSC'21. In Proceedings of the 2021 International Conference on Multimedia Retrieval. ACM, Taipei Taiwan, 690--691.
[8]
Cathal Gurrin, Klaus Schoeffmann, Hideo Joho, Duc-Tien Dang-Nguyen, Michael Riegler, and Luca Piras (Eds.). 2018. LSC'18: Proceedings of the 2018 ACM Workshop on the Lifelog Search Challenge : June 11, 2018, Yokohama, Japan. The Association for Computing Machinery, New York, New York.
[9]
Cathal Gurrin, Liting Zhou, Graham Healy, Werner Bailer, Duc-Tien Dang-Nguyen, Steve Hodges, Björn Þór, Jakub Lokoc, Luca Rossetto, Minh-Triet Tran, and Klaus Schoeffmann. 2024. Introduction to the Seventh Annual Lifelog Search Challenge, LSC'24. In Proceedings of the 2024 International Conference on Multimedia Retrieval (ICMR'24) (Phuket, Thailand) (ICMR '24). Association for Computing Machinery, New York, NY, USA, 2.
[10]
Silvan Heller, Mahnaz Amiri Parian, Ralph Gasser, Loris Sauter, and Heiko Schuldt. 2020. Interactive Lifelog Retrieval with Vitrivr. In Proceedings of the Third Annual Workshop on Lifelog Search Challenge. ACM, Dublin Ireland, 1--6.
[11]
Silvan Heller, Ralph Gasser, Mahnaz Parian-Scherb, Sanja Popovic, Luca Rossetto, Loris Sauter, Florian Spiess, and Heiko Schuldt. 2021. Interactive Multimodal Lifelog Retrieval with Vitrivr at LSC 2021. In Proceedings of the 4th Annual on Lifelog Search Challenge. ACM, Taipei Taiwan, 35--39.
[12]
Silvan Heller, Luca Rossetto, Loris Sauter, and Heiko Schuldt. 2022. Vitrivr at the Lifelog Search Challenge 2022. In Proceedings of the 5th Annual on Lifelog Search Challenge. ACM, Newark NJ USA, 27--31.
[13]
Maria Tysse Hordvik, Julie Sophie Teilstad Østby, Manoj Kesavulu, Thao-Nhu Nguyen, Tu-Khiem Le, and Duc-Tien Dang-Nguyen. 2023. LifeLens: Transforming Lifelog Search with Innovative UX/UI Design. In Proceedings of the 6th Annual ACM Lifelog Search Challenge, LSC 2023, Thessaloniki, Greece, June 12-15, 2023. ACM, 1--6.
[14]
Jakub Lokoč, Stelios Andreadis, Werner Bailer, Aaron Duane, Cathal Gurrin, Zhixin Ma, Nicola Messina, Thao-Nhu Nguyen, Ladislav Peška, Luca Rossetto, Loris Sauter, Konstantin Schall, Klaus Schoeffmann, Omar Shahbaz Khan, Florian Spiess, Lucia Vadicamo, and Stefanos Vrochidis. 2023. Interactive Video Retrieval in the Age of Effective Joint Embedding Deep Models: Lessons from the 11th VBS. Multimedia Systems (Aug. 2023), 3481--3504.
[15]
Jakub Lokoč, Werner Bailer, Kai Uwe Barthel, Cathal Gurrin, Silvan Heller, Björn Þór Jónsson, Ladislav Peška, Luca Rossetto, Klaus Schoeffmann, Lucia Vadicamo, Stefanos Vrochidis, and Jiaxin Wu. 2022. A Task Category Space for User-Centric Comparative Multimedia Search Evaluations. In MultiMedia Modeling, Björn Þór Jónsson, Cathal Gurrin, Minh-Triet Tran, Duc-Tien Dang-Nguyen, Anita Min-Chun Hu, Binh Huynh Thi Thanh, and Benoit Huet (Eds.). Vol. 13141. Springer International Publishing, Cham, 193--204.
[16]
Thao-Nhu Nguyen, Tu-Khiem Le, Van-Tu Ninh, Cathal Gurrin, Minh-Triet Tran, Nguyen Thanh Binh, Graham Healy, Annalina Caputo, and Sinéad Smyth. 2023. E-LifeSeeker: An Interactive Lifelog Search Engine for LSC'23. In Proceedings of the 6th Annual ACM Lifelog Search Challenge, LSC 2023, Thessaloniki, Greece, June 12-15, 2023. ACM, 13--17.
[17]
Maxime Oquab, Timothée Darcet, Théo Moutakanni, Huy Vo, Marc Szafraniec, Vasil Khalidov, Pierre Fernandez, Daniel Haziza, Francisco Massa, Alaaeldin El-Nouby, Mahmoud Assran, Nicolas Ballas, Wojciech Galuba, Russell Howes, Po-Yao Huang, Shang-Wen Li, Ishan Misra, Michael G. Rabbat, Vasu Sharma, Gabriel Synnaeve, Hu Xu, Hervé Jégou, Julien Mairal, Patrick Labatut, Armand Joulin, and Piotr Bojanowski. 2023. DINOv2: Learning Robust Visual Features without Supervision. CoRR abs/2304.07193 (2023). arXiv:2304.07193
[18]
Ricardo Ribeiro, Alina Trifan, and António JR Neves. 2022. Lifelog retrieval from daily digital data: narrative review. JMIR mHealth and uHealth 10, 5 (2022), e30517.
[19]
Ricardo F. Ribeiro, Luísa Amaral, Wei Ye, Alina Trifan, António J. R. Neves, and Pedro Iglésias. 2023. MEMORIA: A Memory Enhancement and MOment RetrIeval Application for LSC 2023. In Proceedings of the 6th Annual ACM Lifelog Search Challenge, LSC 2023, Thessaloniki, Greece, June 12-15, 2023. ACM, 18--23.
[20]
Luca Rossetto, Ralph Gasser, Silvan Heller, Mahnaz Amiri Parian, and Heiko Schuldt. 2019. Retrieval of Structured and Unstructured Data with Vitrivr. In Proceedings of the ACM Workshop on Lifelog Search Challenge. ACM, Ottawa ON Canada, 27--31.
[21]
Luca Rossetto, Ralph Gasser, Loris Sauter, Abraham Bernstein, and Heiko Schuldt. 2021. A System for Interactive Multimedia Retrieval Evaluations. In MultiMedia Modeling, Jakub Lokoč, Tomáš Skopal, Klaus Schoeffmann, Vasileios Mezaris, Xirong Li, Stefanos Vrochidis, and Ioannis Patras (Eds.), Vol. 12573. Springer International Publishing, Cham, 385--390.
[22]
Luca Rossetto, Ivan Giangreco, Claudiu Tanase, and Heiko Schuldt. 2016. Vitrivr: A Flexible Retrieval Stack Supporting Multiple Query Modes for Searching in Multimedia Collections. In Proceedings of the 24th ACM International Conference on Multimedia. ACM, Amsterdam The Netherlands, 1183--1186.
[23]
Luca Rossetto, Oana Inel, Svenja Lange, Florian Ruosch, Ruijie Wang, and Abraham Bernstein. 2023. Multi-Mode Clustering for Graph-Based Lifelog Retrieval. In Proceedings of the 6th Annual ACM Lifelog Search Challenge. ACM, Thessaloniki Greece, 36--40.
[24]
Klaus Schoeffmann. 2023. lifeXplore at the Lifelog Search Challenge 2023. In Proceedings of the 6th Annual ACM Lifelog Search Challenge. ACM, Thessaloniki Greece, 53--58.
[25]
Florian Spiess, Ralph Gasser, Silvan Heller, Luca Rossetto, Loris Sauter, Milan Van Zanten, and Heiko Schuldt. 2021. Exploring Intuitive Lifelog Retrieval and Interaction Modes in Virtual Reality with Vitrivr-VR. In Proceedings of the 4th Annual on Lifelog Search Challenge. ACM, Taipei Taiwan, 17--22.
[26]
Florian Spiess, Ralph Gasser, Heiko Schuldt, and Luca Rossetto. 2023. The Best of Both Worlds: Lifelog Retrieval with a Desktop-Virtual Reality Hybrid System. In Proceedings of the 6th Annual ACM Lifelog Search Challenge. ACM, Thessaloniki Greece, 65--68.
[27]
Florian Spiess and Heiko Schuldt. 2022. Multimodal Interactive Lifelog Retrieval with Vitrivr-VR. In Proceedings of the 5th Annual on Lifelog Search Challenge. ACM, Newark NJ USA, 38--42.
[28]
Ly-Duyen Tran, Manh-Duy Nguyen, Duc-Tien Dang-Nguyen, Silvan Heller, Florian Spiess, Jakub Lokoč, Ladislav Peška, Thao-Nhu Nguyen, Omar Shahbaz Khan, Aaron Duane, Björn Þór Jónsson, Luca Rossetto, An-Zi Yen, Ahmed Alateeq, Naushad Alam, Minh-Triet Tran, Graham Healy, Klaus Schoeffmann, and Cathal Gurrin. 2023. Comparing Interactive Retrieval Approaches at the Lifelog Search Challenge 2021. IEEE Access 11 (2023), 30982--30995.
[29]
Ly-Duyen Tran, Manh-Duy Nguyen, Binh T Nguyen, and Liting Zhou. 2023. Myscéal: a deeper analysis of an interactive lifelog search engine. Multimedia Tools and Applications 82, 24 (2023), 37789--37806.
[30]
Quang-Linh Tran, Ly-Duyen Tran, Binh T. Nguyen, and Cathal Gurrin. 2023. MemoriEase: An Interactive Lifelog Retrieval System for LSC'23. In Proceedings of the 6th Annual ACM Lifelog Search Challenge, LSC 2023, Thessaloniki, Greece, June 12-15, 2023. ACM, 30--35.

Cited By

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  • (2024)Introduction to the Seventh Annual Lifelog Search Challenge, LSC'24Proceedings of the 2024 International Conference on Multimedia Retrieval10.1145/3652583.3658891(1334-1335)Online publication date: 30-May-2024

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cover image ACM Conferences
LSC '24: Proceedings of the 7th Annual ACM Workshop on the Lifelog Search Challenge
June 2024
128 pages
ISBN:9798400705502
DOI:10.1145/3643489
This work is licensed under a Creative Commons Attribution International 4.0 License.

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Published: 18 June 2024

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Author Tags

  1. content-based retrieval
  2. multimedia retrieval
  3. lifelogging
  4. lifelog search challenge

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  • (2024)Introduction to the Seventh Annual Lifelog Search Challenge, LSC'24Proceedings of the 2024 International Conference on Multimedia Retrieval10.1145/3652583.3658891(1334-1335)Online publication date: 30-May-2024

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