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Integrating a LLM into an Automatic Dance Practice Support System: Breathing Life Into The Virtual Coach

Published: 29 October 2023 Publication History

Abstract

We propose using a LLM to breathe life into our existing dance learning app in the form of an AI dance coach persona. The current app guides the user through dance practice plans, using the webcam and pose estimation to give feedback. Using the LLM, voice recognition, speech synthesis, and affect recognition, we plan to transform the interface from a mechanical click-on-screen experience to a hands-free speak-with-the-coach interaction. In particular, we’ll use the LLM to announce coaching guidance, provide encouragement, communicate feedback, and interpret the user’s spoken intent.

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Julien Blanchet, Megan Hillis, Yeongji Lee, Qijia Shao, Xia Zhou, David Kraemer, and Devin Balkcom. 2023. Automatic Generation and Teaching of Dance Lessons from Video. In Proceedings of the 24th International Workshop on Mobile Computing Systems and Applications(HotMobile ’23). https://doi.org/10.1145/3572864.3581592
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Julien Blanchet, Megan Hillis, Yeongji Lee, Qijia Shao, Xia Zhou, David Kraemer, and Devin Balkcom. 2023. LearnThatDance: Augmenting TikTok Dance Challenge Videos with an Interactive Practice Support System Powered by Automatically Generated Lesson Plans. (2023), 2 pages. https://doi.org/10.1145/3586182.3615801
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Caroline Larboulette and Sylvie Gibet. 2015. A Review of Computable Expressive Descriptors of Human Motion. In Proceedings of the 2nd International Workshop on Movement and Computing (Vancouver, British Columbia, Canada) (MOCO ’15). Association for Computing Machinery, New York, NY, USA, 21–28. https://doi.org/10.1145/2790994.2790998
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  • (2024)Expanding the Design Space of Vision-based Interactive Systems for Group Dance PracticeProceedings of the 2024 ACM Designing Interactive Systems Conference10.1145/3643834.3661568(2768-2787)Online publication date: 1-Jul-2024

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cover image ACM Conferences
UIST '23 Adjunct: Adjunct Proceedings of the 36th Annual ACM Symposium on User Interface Software and Technology
October 2023
424 pages
ISBN:9798400700965
DOI:10.1145/3586182
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Published: 29 October 2023

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Overall Acceptance Rate 355 of 1,733 submissions, 20%

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  • (2024)Expanding the Design Space of Vision-based Interactive Systems for Group Dance PracticeProceedings of the 2024 ACM Designing Interactive Systems Conference10.1145/3643834.3661568(2768-2787)Online publication date: 1-Jul-2024

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