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This paper introduces GestLLM, an advanced system for human-robot interaction that enables intuitive robot control through hand gestures. Unlike conventional systems, which rely on a limited set of predefined gestures, GestLLM leverages…

Robotics · Computer Science 2025-01-16 Oleg Kobzarev , Artem Lykov , Dzmitry Tsetserukou

Existing gesture interfaces only work with a fixed set of gestures defined either by interface designers or by users themselves, which introduces learning or demonstration efforts that diminish their naturalness. Humans, on the other hand,…

Computation and Language · Computer Science 2024-11-05 Xin Zeng , Xiaoyu Wang , Tengxiang Zhang , Chun Yu , Shengdong Zhao , Yiqiang Chen

Gestures perform a variety of communicative functions that powerfully influence human face-to-face interaction. How this communicative function is achieved varies greatly between individuals and depends on the role of the speaker and the…

Human-Computer Interaction · Computer Science 2023-10-24 Laura B. Hensel , Nutchanon Yongsatianchot , Parisa Torshizi , Elena Minucci , Stacy Marsella

Vision-Language-Action (VLA) models have shown strong potential for general-purpose robot manipulation by unifying perception and action. However, existing VLA systems primarily rely on textual instructions and struggle to resolve spatial…

Robotics · Computer Science 2026-05-22 Wenxuan Guo , Ziyuan Li , Meng Zhang , Yichen Liu , Yimeng Dong , Chuxi Xu , Yunfei Wei , Ze Chen , Erjin Zhou , Jianjiang Feng

We present GestOS, a gesture-based operating system for high-level control of heterogeneous robot teams. Unlike prior systems that map gestures to fixed commands or single-agent actions, GestOS interprets hand gestures semantically and…

Robotics · Computer Science 2025-09-19 Artem Lykov , Oleg Kobzarev , Dzmitry Tsetserukou

Effective communication is vital in healthcare, especially across language barriers, where non-verbal cues and gestures are critical. This paper presents a privacy-preserving vision-language framework for medical interpreter robots that…

Robotics · Computer Science 2026-03-09 Thanh-Tung Ngo , Emma Murphy , Robert J. Ross

Gesture synthesis has gained significant attention as a critical research field, aiming to produce contextually appropriate and natural gestures corresponding to speech or textual input. Although deep learning-based approaches have achieved…

Computation and Language · Computer Science 2024-05-29 Nan Gao , Zeyu Zhao , Zhi Zeng , Shuwu Zhang , Dongdong Weng , Yihua Bao

As virtual agents become increasingly prevalent in human-computer interaction, generating realistic and contextually appropriate gestures in real-time remains a significant challenge. While neural rendering techniques have made substantial…

Artificial Intelligence · Computer Science 2024-10-23 Saif Punjwani , Larry Heck

Generating lifelike human motions from descriptive texts has experienced remarkable research focus in the recent years, propelled by the emerging requirements of digital humans.Despite impressive advances, existing approaches are often…

Computer Vision and Pattern Recognition · Computer Science 2024-10-30 Yuan Wang , Di Huang , Yaqi Zhang , Wanli Ouyang , Jile Jiao , Xuetao Feng , Yan Zhou , Pengfei Wan , Shixiang Tang , Dan Xu

The rise of Large Language Models (LLMs) has affected various disciplines that got beyond mere text generation. Going beyond their textual nature, this project proposal aims to investigate the interaction between LLMs and non-verbal…

Computation and Language · Computer Science 2024-02-01 Philipp Wicke

Previous research in human gesture recognition has largely overlooked multi-person interactions, which are crucial for understanding the social context of naturally occurring gestures. This limitation in existing datasets presents a…

Computer Vision and Pattern Recognition · Computer Science 2025-04-04 Xu Cao , Pranav Virupaksha , Wenqi Jia , Bolin Lai , Fiona Ryan , Sangmin Lee , James M. Rehg

In autonomous driving, it is crucial to correctly interpret traffic gestures (TGs), such as those of an authority figure providing orders or instructions, or a pedestrian signaling the driver, to ensure a safe and pleasant traffic…

Computer Vision and Pattern Recognition · Computer Science 2025-04-16 Tonko E. W. Bossen , Andreas Møgelmose , Ross Greer

Performing robotic grasping from a cluttered bin based on human instructions is a challenging task, as it requires understanding both the nuances of free-form language and the spatial relationships between objects. Vision-Language Models…

Natural and efficient interaction remains a critical challenge for virtual reality and augmented reality (VR/AR) systems. Vision-based gesture recognition suffers from high computational cost, sensitivity to lighting conditions, and privacy…

Human-Computer Interaction · Computer Science 2025-11-11 Xijie Zhang , Fengliang He , Hong-Ning Dai

Co-speech gestures convey a wide variety of meanings and play an important role in face-to-face human interactions. These gestures significantly influence the addressee's engagement, recall, comprehension, and attitudes toward the speaker.…

Human-Computer Interaction · Computer Science 2025-03-19 Parisa Ghanad Torshizi , Laura B. Hensel , Ari Shapiro , Stacy C. Marsella

Understanding human intents from multimodal signals is critical for analyzing human behaviors and enhancing human-machine interactions in real-world scenarios. However, existing methods exhibit limitations in their modality-level reliance,…

Multimedia · Computer Science 2025-09-03 Qianrui Zhou , Hua Xu , Yifan Wang , Xinzhi Dong , Hanlei Zhang

Large vision-language models (LVLMs), such as the Generative Pre-trained Transformer 4-omni (GPT-4o), are emerging multi-modal foundation models which have great potential as powerful artificial-intelligence (AI) assistance tools for a…

Computer Vision and Pattern Recognition · Computer Science 2024-07-16 Keshav Bimbraw , Ye Wang , Jing Liu , Toshiaki Koike-Akino

The advent of immersive Virtual Reality applications has transformed various domains, yet their integration with advanced artificial intelligence technologies like Visual Language Models remains underexplored. This study introduces a…

Robotics · Computer Science 2024-08-06 Mikhail Konenkov , Artem Lykov , Daria Trinitatova , Dzmitry Tsetserukou

This study mainly explores the application of natural gesture recognition based on computer vision in human-computer interaction, aiming to improve the fluency and naturalness of human-computer interaction through gesture recognition…

Computer Vision and Pattern Recognition · Computer Science 2024-12-25 Fenghua Shao , Tong Zhang , Shang Gao , Qi Sun , Liuqingqing Yang

The integration of visual inputs with large language models (LLMs) has led to remarkable advancements in multi-modal capabilities, giving rise to visual large language models (VLLMs). However, effectively harnessing VLLMs for intricate…

Computer Vision and Pattern Recognition · Computer Science 2023-11-14 Renjie Pi , Lewei Yao , Jiahui Gao , Jipeng Zhang , Tong Zhang
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