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During multi-party interactions, gaze direction is a key indicator of interest and intent, making it essential for social robots to direct their attention appropriately. Understanding the social context is crucial for robots to engage…

Robotics · Computer Science 2026-02-12 Ramtin Tabatabaei , Alireza Taheri

In a preliminary exploratory study, our goal was to train deep neural network models to mimic children's and/or adults' gaze behavior in certain social situations to reach this objective. Additionally, we aim to identify potential…

Computers and Society · Computer Science 2026-03-03 Ramtin Tabatabaei , Milad Hosseini , Ali Mohajerzarrinkelk , Ali F. Meghdari , Alireza Taheri

This paper introduces a novel neural network-based reinforcement learning approach for robot gaze control. Our approach enables a robot to learn and to adapt its gaze control strategy for human-robot interaction neither with the use of…

Robotics · Computer Science 2019-02-18 Stéphane Lathuilière , Benoit Massé , Pablo Mesejo , Radu Horaud

Gaze is a crucial social cue in any interacting scenario and drives many mechanisms of social cognition (joint and shared attention, predicting human intention, coordination tasks). Gaze direction is an indication of social and emotional…

Robotics · Computer Science 2024-10-28 Maria Lombardi , Elisa Maiettini , Agnieszka Wykowska , Lorenzo Natale

Human eye gaze plays an important role in delivering information, communicating intent, and understanding others' mental states. Previous research shows that a robot's gaze can also affect humans' decision-making and strategy during an…

Robotics · Computer Science 2022-08-26 Di Fu , Fares Abawi , Erik Strahl , Stefan Wermter

Imitation learning for acquiring generalizable policies often requires a large volume of demonstration data, making the process significantly costly. One promising strategy to address this challenge is to leverage the cognitive and…

Robotics · Computer Science 2025-06-09 Yutaro Ishida , Takamitsu Matsubara , Takayuki Kanai , Kazuhiro Shintani , Hiroshi Bito

As robots have become increasingly common in human-rich environments, it is critical that they are able to exhibit social cues to be perceived as a cooperative and socially-conformant team member. We investigate the effect of robot gaze…

Robotics · Computer Science 2023-06-27 Kerry He , Wesley P. Chan , Akansel Cosgun , Albin Joy , Elizabeth A. Croft

This abstract explores classroom Human-Robot Interaction (HRI) scenarios with an emphasis on the adaptation of human-inspired social gaze models in robot cognitive architecture to facilitate a more seamless social interaction. First, we…

Robotics · Computer Science 2024-02-06 Sahand Shaghaghi , Pourya Aliasghari , Bryan Tripp , Kerstin Dautenhahn , Chrystopher Nehaniv

To enhance human-robot social interaction, it is essential for robots to process multiple social cues in a complex real-world environment. However, incongruency of input information across modalities is inevitable and could be challenging…

Robotics · Computer Science 2023-03-14 Di Fu , Fares Abawi , Hugo Carneiro , Matthias Kerzel , Ziwei Chen , Erik Strahl , Xun Liu , Stefan Wermter

We are approaching a future where social robots will progressively become widespread in many aspects of our daily lives, including education, healthcare, work, and personal use. All of such practical applications require that humans and…

Artificial Intelligence · Computer Science 2021-10-19 Nguyen Tan Viet Tuyen , Oya Celiktutan

We propose augmenting the empathetic capacities of social robots by integrating non-verbal cues. Our primary contribution is the design and labeling of four types of empathetic non-verbal cues, abbreviated as SAFE: Speech, Action (gesture),…

Robotics · Computer Science 2023-09-01 Yoon Kyung Lee , Yoonwon Jung , Gyuyi Kang , Sowon Hahn

The human gaze is an important cue to signal intention, attention, distraction, and the regions of interest in the immediate surroundings. Gaze tracking can transform how robots perceive, understand, and react to people, enabling new modes…

Robotics · Computer Science 2024-06-11 Tim Schreiter , Andrey Rudenko , Martin Magnusson , Achim J. Lilienthal

Humanoid robots, particularly NAO, are gaining prominence for their potential to revolutionize human-robot collaboration, especially in domestic settings like kitchens. Leveraging the advantages of NAO, this research explores non-verbal…

Robotics · Computer Science 2025-03-10 Maaz Qureshi , Kerstin Dautenhahn

Robots operating in everyday environments must often decide when and whether to engage with people, yet such decisions often hinge on subtle nonverbal cues that unfold over time and are difficult to model explicitly. Drawing on a five-day…

Robotics · Computer Science 2025-12-09 Fanjun Bu , Melina Tsai , Audrey Tjokro , Tapomayukh Bhattacharjee , Jorge Ortiz , Wendy Ju

Human gaze is known to be a strong indicator of underlying human intentions and goals during manipulation tasks. This work studies gaze patterns of human teachers demonstrating tasks to robots and proposes ways in which such patterns can be…

Robotics · Computer Science 2021-11-30 Akanksha Saran , Elaine Schaertl Short , Andrea Thomaz , Scott Niekum

Understanding human perceptions of robot performance is crucial for designing socially intelligent robots that can adapt to human expectations. Current approaches often rely on surveys, which can disrupt ongoing human-robot interactions. As…

Nonverbal visual symbols and displays play an important role in communication when humans and robots work collaboratively. However, few studies have investigated how different types of non-verbal cues affect objective task performance,…

Robotics · Computer Science 2025-12-15 Matthew Ebisu , Hang Yu , Reuben Aronson , Elaine Short

Where someone looks is a nonverbal communication cue that children and adults readily use. How well can Vision-Language Models (VLMs) infer gaze targets? To construct evaluation stimuli, we captured 1,360 real-world photos of scenes in…

Computer Vision and Pattern Recognition · Computer Science 2026-05-01 Zory Zhang , Pinyuan Feng , Bingyang Wang , Tianwei Zhao , Suyang Yu , Qingying Gao , Hokin Deng , Ziqiao Ma , Yijiang Li , Dezhi Luo

Eye-tracking applications that utilize the human gaze in video understanding tasks have become increasingly important. To effectively automate the process of video analysis based on eye-tracking data, it is important to accurately replicate…

Computer Vision and Pattern Recognition · Computer Science 2024-04-15 Suleyman Ozdel , Yao Rong , Berat Mert Albaba , Yen-Ling Kuo , Xi Wang , Enkelejda Kasneci

Leveraging auditory and visual feedback for attention reorientation is essential for natural gaze shifts in social interaction. However, enabling humanoid robots to perform natural and context-appropriate gaze shifts in unconstrained…

Robotics · Computer Science 2026-02-26 Jingchao Wei , Jingkai Qin , Yuxiao Cao , Jingcheng Huang , Xiangrui Zeng , Min Li , Zhouping Yin
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