[go: up one dir, main page]
More Web Proxy on the site http://driver.im/ skip to main content
10.1145/3643489.3661123acmconferencesArticle/Chapter ViewAbstractPublication PagesicmrConference Proceedingsconference-collections
research-article
Open access

lifeXplore at the Lifelog Search Challenge 2024

Published: 18 June 2024 Publication History

Abstract

Building on the success of lifeXplore 2023, which is the winner system of last year's Lifelog Search Challenge (LSC2023), we present a lifelog retrieval system that is both easy-to-use and effective in retrieving lifelog data. lifeXplore 2024 employs free-text search with FAISS and CLIP features as default search method, but also allows combined queries with other modalities, such as semantic concepts, contained objects, recognized text, and meta-data (date/time, geographical location, heart-rate, etc.). We introduce temporal queries and a new system architecture that combines our flexible query-server with the index-server for improved performance. Also, the GUI is significantly optimized by integrating a query-building component with temporal search and new query filters and sub-filters, which allow to perform even more flexible and precise queries.

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. 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. 7--12.
[3]
Youngmin Baek, Bado Lee, Dongyoon Han, Sangdoo Yun, and Hwalsuk Lee. 2019. Character region awareness for text detection. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 9365--9374.
[4]
Mehdi Cherti, Romain Beaumont, Ross Wightman, Mitchell Wortsman, Gabriel Ilharco, Cade Gordon, Christoph Schuhmann, Ludwig Schmidt, and Jenia Jitsev. 2022. Reproducible scaling laws for contrastive language-image learning.
[5]
Cathal Gurrin, Björn Þór Jónsson, Duc Tien Dang Nguyen, Graham Healy, Jakub Lokoc, Liting Zhou, Luca Rossetto, Minh-Triet Tran, Wolfgang Hürst, Werner Bailer, and Klaus Schoeffmann. 2023. Introduction to the Sixth Annual Lifelog Search Challenge, LSC'23. In Proc. International Conference on Multimedia Retrieval (ICMR'23) (ICMR '23). New York, NY, USA.
[6]
Cathal Gurrin, Liting Zhou, Graham Healy, Bailer. Werner, Duc-Tien Dang-Nguyen, Steve Hodges, Björn Þór Jónsson, Jakub Lokoč, Luca Rossetto, Minh-Triet Tran, and Klaus Schöffmann. 2024. Introduction to the Seventh Annual Lifelog Search Challenge, LSC'24. International Conference on Multimedia Retrieval (ICMR'24).
[7]
Cathal Gurrin, Björn Þór Jónsson, Duc-Tien Dang-Nguyen, Jakub Lokoč, Minh-Triet Tran, Wolfgang Hürst, Luca Rossetto, and Klaus Schöffmann. 2022. Introduction to the Fifth Annual Lifelog Search Challenge, LSC'22. In Proc. International Conference on Multimedia Retrieval (ICMR'22). ACM, Newark, NJ.
[8]
Nhat Hoang-Xuan, Thang-Long Nguyen-Ho, Cathal Gurrin, and Minh-Triet Tran. 2023. Lifelog Discovery Assistant: Suggesting Prompts and Indexing Event Sequences for FIRST at LSC 2023. In Proceedings of the 6th Annual ACM Lifelog Search Challenge. 47--52.
[9]
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. 1--6.
[10]
Jeff Johnson, Matthijs Douze, and Hervé Jégou. 2019. Billion-scale similarity search with GPUs. IEEE Transactions on Big Data 7, 3 (2019), 535--547.
[11]
Inc. MongoDB. 2024. MongoDB Documentation: Limits. https://www.mongodb.com/docs/manual/reference/limits/. Last accessed on March 28, 2024.
[12]
Thao-Nhu Nguyen, Tu-Khiem Le, Van-Tu Ninh, Cathal Gurrin, Minh-Triet Tran, Thanh Binh Nguyen, Graham Healy, Annalina Caputo, and Sinead Smyth. 2023. E-LifeSeeker: An interactive lifelog search engine for lsc'23. In Proceedings of the 6th Annual ACM Lifelog Search Challenge. 13--17.
[13]
Tien-Thanh Nguyen-Dang, Xuan-Dang Thai, Gia-Huy Vuong, Van-Son Ho, Minh-Triet Tran, Van-Tu Ninh, Minh-Khoi Pham, Tu-Khiem Le, and Graham Healy. 2023. LifeInsight: an interactive lifelog retrieval system with comprehensive spatial insights and query assistance. In Proceedings of the 6th Annual ACM Lifelog Search Challenge. 59--64.
[14]
Alec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh, Gabriel Goh, Sandhini Agarwal, Girish Sastry, Amanda Askell, Pamela Mishkin, Jack Clark, et al. 2021. Learning transferable visual models from natural language supervision. In International Conference on Machine Learning. PMLR, 8748--8763.
[15]
Ricardo Ribeiro, Luísa Amaral, Wei Ye, Alina Trifan, António JR 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. 18--23.
[16]
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. 36--40.
[17]
Klaus Schoeffmann. 2023. lifeXplore at the Lifelog Search Challenge 2023. In Proceedings of the 6th Annual ACM Lifelog Search Challenge (LSC '23). Association for Computing Machinery, New York, NY, USA, 53--58.
[18]
Christoph Schuhmann, Richard Vencu, Romain Beaumont, Robert Kaczmarczyk, Clayton Mullis, Aarush Katta, Theo Coombes, Jenia Jitsev, and Aran Komatsuzaki. 2021. Laion-400m: Open dataset of clip-filtered 400 million image-text pairs. arXiv preprint arXiv:2111.02114 (2021).
[19]
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. 65--68.
[20]
Mingxing Tan and Quoc Le. 2019. Efficientnet: Rethinking model scaling for convolutional neural networks. In International conference on machine learning. PMLR, 6105--6114.
[21]
Ly Duyen Tran, Binh Nguyen, Liting Zhou, and Cathal Gurrin. 2023. MyEachtra: Event-based interactive lifelog retrieval system for lsc'23. In Proceedings of the 6th Annual ACM Lifelog Search Challenge. 24--29.
[22]
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, et al. 2023. Comparing Interactive Retrieval Approaches at the Lifelog Search Challenge 2021. IEEE Access (2023).
[23]
Ly-Duyen Tran, Manh-Duy Nguyen, Binh Nguyen, Hyowon Lee, Liting Zhou, and Cathal Gurrin. 2022. E-Myscéal: Embedding-based Interactive Lifelog Retrieval System for LSC'22. In Proceedings of the 5th Annual on Lifelog Search Challenge. 32--37.
[24]
Quang-Linh Tran, Ly-Duyen Tran, Binh Nguyen, and Cathal Gurrin. 2023. MemoriEase: An Interactive Lifelog Retrieval System for LSC'23. In Proceedings of the 6th Annual ACM Lifelog Search Challenge. 30--35.
[25]
Chien-Yao Wang, Alexey Bochkovskiy, and Hong-Yuan Mark Liao. 2022. YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors. arXiv preprint arXiv:2207.02696 (2022).
[26]
Bolei Zhou, Agata Lapedriza, Aditya Khosla, Aude Oliva, and Antonio Torralba. 2018. Places: A 10 million Image Database for Scene Recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence 40, 6 (2018), 1452--1464.

Cited By

View all
  • (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

Recommendations

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

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.

Sponsors

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 18 June 2024

Check for updates

Author Tags

  1. lifelogging
  2. interactive image retrieval
  3. multimedia indexing

Qualifiers

  • Research-article

Conference

LSC '24
Sponsor:

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)176
  • Downloads (Last 6 weeks)60
Reflects downloads up to 17 Dec 2024

Other Metrics

Citations

Cited By

View all
  • (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

View Options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Login options

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media