Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.1145/3643489.3661114acmconferencesArticle/Chapter ViewAbstractPublication PagesicmrConference Proceedingsconference-collections
research-article
Open access

MemoriEase 2.0: A Conversational Lifelog Retrieve System for LSC'24

Published: 18 June 2024 Publication History
  • Get Citation Alerts
  • Abstract

    Lifelog retrieval plays an important role in memory support for lifeloggers. It helps the lifeloggers to browse, search and navigate their life moments from the lifelog data. However, the volume and variety of lifelog data are enormous and range in multiple modalities so they impose a big challenge to retrieve accurate lifelog moments. The Lifelog Search Challenges (LSCs) are a benchmark challenge for evaluating lifelog retrieval systems in different tasks. In this paper, we introduce the MemoriEase 2.0 lifelog retrieval system that participates in LSC'24. This system not only inherits core functions from the precedent system but also incorporates new components such as conversational search, visual similarity search and retrieval-augmented generation for question-answering tasks. The new functions are expected to help expert and novice users solve all topics in three tasks of LSC'24. We evaluate MemoriEase 2.0 in KIS topics in LSC'23 and the system achieves promising results with Recall@1 is 40% at the first hint and it solves 8 over 10 topics.

    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 (Thessaloniki, Greece) (LSC '23). Association for Computing Machinery, New York, NY, USA, 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]
    Adrienne H Andrew, Kevin Eustice, and Andy Hickl. 2013. Using location lifelogs to make meaning of food and physical activity behaviors. In 2013 7th International Conference on Pervasive Computing Technologies for Healthcare and Workshops. IEEE, 408--411.
    [4]
    Erik Brynjolfsson, Danielle Li, and Lindsey R Raymond. 2023. Generative AI at work. Technical Report. National Bureau of Economic Research.
    [5]
    Andrea LS Bulungu, Luigi Palla, Jan Priebe, Lora Forsythe, Pamela Katic, Gwen Varley, Bernice D Galinda, Nakimuli Sarah, Joweria Nambooze, Kate Wellard, et al. 2021. Validation of a life-logging wearable camera method and the 24-h diet recall method for assessing maternal and child dietary diversity. British Journal of Nutrition 125, 11 (2021), 1299--1309.
    [6]
    Wenliang Dai, Junnan Li, Dongxu Li, Anthony Meng Huat Tiong, Junqi Zhao, Weisheng Wang, Boyang Li, Pascale N Fung, and Steven Hoi. 2024. Instruct-blip: Towards general-purpose vision-language models with instruction tuning. Advances in Neural Information Processing Systems 36 (2024).
    [7]
    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 Proceedings of the 2023 ACM International Conference on Multimedia Retrieval (Thessaloniki, Greece) (ICMR '23). Association for Computing Machinery, New York, NY, USA, 678--679.
    [8]
    Cathal Gurrin, Alan F Smeaton, Aiden R Doherty, et al. 2014. Lifelogging: Personal big data. Foundations and Trends® in information retrieval 8, 1 (2014), 1--125.
    [9]
    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).
    [10]
    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 (Newark, NJ, USA) (LSC '22). Association for Computing Machinery, New York, NY, USA, 27--31.
    [11]
    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 (Thessaloniki, Greece) (LSC '23). Association for Computing Machinery, New York, NY, USA, 47--52.
    [12]
    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 (Thessaloniki, Greece) (LSC '23). Association for Computing Machinery, New York, NY, USA, 1--6.
    [13]
    Chao Jia, Yinfei Yang, Ye Xia, Yi-Ting Chen, Zarana Parekh, Hieu Pham, Quoc Le, Yun-Hsuan Sung, Zhen Li, and Tom Duerig. 2021. Scaling up visual and vision-language representation learning with noisy text supervision. In International conference on machine learning. PMLR, 4904--4916.
    [14]
    Dominique Kelly, Yimin Chen, Sarah E Cornwell, Nicole S Delellis, Alex Mayhew, Sodiq Onaolapo, and Victoria L Rubin. 2023. Bing Chat: The Future of Search Engines? Proceedings of the Association for Information Science and Technology 60, 1 (2023), 1007--1009.
    [15]
    Basel Kikhia, Josef Hallberg, Johan E Bengtsson, Stefan Savenstedt, and Kare Synnes. 2010. Building digital life stories for memory support. International journal of Computers in Healthcare 1, 2 (2010), 161--176.
    [16]
    Andreas Leibetseder and Klaus Schoeffmann. 2021. lifexplore at the lifelog search challenge 2021. In Proceedings of the 4th Annual on Lifelog Search Challenge. 23--28.
    [17]
    Patrick Lewis, Ethan Perez, Aleksandra Piktus, Fabio Petroni, Vladimir Karpukhin, Naman Goyal, Heinrich Küttler, Mike Lewis, Wen-tau Yih, Tim Rocktäschel, et al. 2020. Retrieval-augmented generation for knowledge-intensive nlp tasks. Advances in Neural Information Processing Systems 33 (2020), 9459--9474.
    [18]
    Junnan Li, Dongxu Li, Silvio Savarese, and Steven Hoi. 2023. Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models. In International conference on machine learning. PMLR, 19730--19742.
    [19]
    Junnan Li, Dongxu Li, Caiming Xiong, and Steven Hoi. 2022. Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation. In International conference on machine learning. PMLR, 12888--12900.
    [20]
    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 (Thessaloniki, Greece) (LSC '23). Association for Computing Machinery, New York, NY, USA, 13--17.
    [21]
    Thao-Nhu Nguyen, Tu-Khiem Le, Van-Tu Ninh, Minh-Triet Tran, Thanh Binh Nguyen, Graham Healy, Sinéad Smyth, Annalina Caputo, and Cathal Gurrin. 2022. LifeSeeker 4.0: An Interactive Lifelog Search Engine for LSC'22. In Proceedings of the 5th Annual on Lifelog Search Challenge (Newark, NJ, USA) (LSC '22). Association for Computing Machinery, New York, NY, USA, 14--19.
    [22]
    Thao-Nhu Nguyen, Tu-Khiem Le, Van-Tu Ninh, Minh-Triet Tran, Nguyen Thanh Binh, Graham Healy, Annalina Caputo, and Cathal Gurrin. 2021. Life-Seeker 3.0: An Interactive Lifelog Search Engine for LSC'21. In Proceedings of the 4th annual on lifelog search challenge. 41--46.
    [23]
    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 (Thessaloniki, Greece) (LSC '23). Association for Computing Machinery, New York, NY, USA, 59--64.
    [24]
    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.
    [25]
    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 (Thessaloniki, Greece) (LSC '23). Association for Computing Machinery, New York, NY, USA, 36--40.
    [26]
    Klaus Schoeffmann. 2023. lifeXplore at the Lifelog Search Challenge 2023. In Proceedings of the 6th Annual ACM Lifelog Search Challenge (Thessaloniki, Greece) (LSC '23). Association for Computing Machinery, New York, NY, USA, 53--58.
    [27]
    Christoph Schuhmann, Romain Beaumont, Richard Vencu, Cade Gordon, Ross Wightman, Mehdi Cherti, Theo Coombes, Aarush Katta, Clayton Mullis, Mitchell Wortsman, et al. 2022. Laion-5b: An open large-scale dataset for training next generation image-text models. Advances in Neural Information Processing Systems 35 (2022), 25278--25294.
    [28]
    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 (Thessaloniki, Greece) (LSC '23). Association for Computing Machinery, New York, NY, USA, 65--68.
    [29]
    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.
    [30]
    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 (Thessaloniki, Greece) (LSC '23). Association for Computing Machinery, New York, NY, USA, 24--29.
    [31]
    Ly-Duyen Tran, Manh-Duy Nguyen, Nguyen Thanh Binh, Hyowon Lee, and Cathal Gurrin. 2020. Myscéal: an experimental interactive lifelog retrieval system for LSC'20. In Proceedings of the Third Annual Workshop on Lifelog Search Challenge. 23--28.
    [32]
    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 (Newark, NJ, USA) (LSC '22). Association for Computing Machinery, New York, NY, USA, 32--37.
    [33]
    Ly-Duyen Tran, Manh-Duy Nguyen, Nguyen Thanh Binh, Hyowon Lee, and Cathal Gurrin. 2021. Myscéal 2.0: a revised experimental interactive lifelog retrieval system for LSC'21. In Proceedings of the 4th Annual on Lifelog Search Challenge. 11--16.
    [34]
    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.
    [35]
    Jiahui Yu, Zirui Wang, Vijay Vasudevan, Legg Yeung, Mojtaba Seyedhosseini, and Yonghui Wu. 2022. Coca: Contrastive captioners are image-text foundation models. arXiv preprint arXiv:2205.01917 (2022).

    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

    Index Terms

    1. MemoriEase 2.0: A Conversational Lifelog Retrieve System for LSC'24

      Recommendations

      Comments

      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. lifelog retrieval
      2. conversational search
      3. personal archive

      Qualifiers

      • Research-article

      Funding Sources

      Conference

      LSC '24
      Sponsor:

      Contributors

      Other Metrics

      Bibliometrics & Citations

      Bibliometrics

      Article Metrics

      • Downloads (Last 12 months)39
      • Downloads (Last 6 weeks)39
      Reflects downloads up to 26 Jul 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

      Get Access

      Login options

      Media

      Figures

      Other

      Tables

      Share

      Share

      Share this Publication link

      Share on social media