TY - GEN
T1 - A Survey on Large Language Models for Motion Generation from Text
AU - Obludzyner, Andres
AU - Zaldivar, Fabio
AU - Ramos, Oscar E.
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - Over these last years, Large Language Models (LLMs) have evolved as an ubiquitous tool for different applications. One of those rapidly growing applications is motion generation, traditionally performed by a specific human design. This paper provides an overview of how motion is generated from text with the use of Large Language Models, targeted at 3D human representations and robots. We describe the different methodologies and techniques of the most used architectures, and the motion generation process in order to achieve the final motion. This survey aims to provide a comprehensive resource for researchers and developers seeking to leverage the power of LLMs to bridge the gap between text understanding and motion generation.
AB - Over these last years, Large Language Models (LLMs) have evolved as an ubiquitous tool for different applications. One of those rapidly growing applications is motion generation, traditionally performed by a specific human design. This paper provides an overview of how motion is generated from text with the use of Large Language Models, targeted at 3D human representations and robots. We describe the different methodologies and techniques of the most used architectures, and the motion generation process in order to achieve the final motion. This survey aims to provide a comprehensive resource for researchers and developers seeking to leverage the power of LLMs to bridge the gap between text understanding and motion generation.
KW - Human Motion
KW - Large Language Model (LLM)
KW - Motion Generation
KW - Robot Motion
UR - http://www.scopus.com/inward/record.url?scp=85217199197&partnerID=8YFLogxK
U2 - 10.1109/INTERCON63140.2024.10833491
DO - 10.1109/INTERCON63140.2024.10833491
M3 - Conference contribution
AN - SCOPUS:85217199197
T3 - Proceedings of the 2024 IEEE 31st International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2024
BT - Proceedings of the 2024 IEEE 31st International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2024
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 31st IEEE International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2024
Y2 - 6 November 2024 through 8 November 2024
ER -