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Recent advancements in eye tracking technology are driving the adoption of gaze-assisted interaction as a rich and accessible human-computer interaction paradigm. Gaze-assisted interaction serves as a contextual, non-invasive, and explicit…

Human-Computer Interaction · Computer Science 2018-03-14 Vijay Rajanna , Tracy Hammond

We propose a novel Transformer-based architecture for the task of generative modelling of 3D human motion. Previous work commonly relies on RNN-based models considering shorter forecast horizons reaching a stationary and often implausible…

Computer Vision and Pattern Recognition · Computer Science 2021-11-30 Emre Aksan , Manuel Kaufmann , Peng Cao , Otmar Hilliges

Egocentric perception has grown rapidly with the advent of immersive computing devices. Human gaze prediction is an important problem in analyzing egocentric videos and has primarily been tackled through either saliency-based modeling or…

Computer Vision and Pattern Recognition · Computer Science 2021-04-30 Sathyanarayanan N. Aakur , Arunkumar Bagavathi

We discuss an attentional model for simultaneous object tracking and recognition that is driven by gaze data. Motivated by theories of perception, the model consists of two interacting pathways: identity and control, intended to mirror the…

Artificial Intelligence · Computer Science 2011-09-20 Misha Denil , Loris Bazzani , Hugo Larochelle , Nando de Freitas

A fundamental question in language learning concerns the role of a speaker's first language in second language acquisition. We present a novel methodology for studying this question: analysis of eye-movement patterns in second language…

Computation and Language · Computer Science 2017-05-04 Yevgeni Berzak , Chie Nakamura , Suzanne Flynn , Boris Katz

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

One of the most critical pieces of the self-driving puzzle is the task of predicting future movement of surrounding traffic actors, which allows the autonomous vehicle to safely and effectively plan its future route in a complex world.…

Machine Learning · Computer Science 2020-06-15 Eason Wang , Henggang Cui , Sai Yalamanchi , Mohana Moorthy , Fang-Chieh Chou , Nemanja Djuric

Listeners use short interjections, so-called backchannels, to signify attention or express agreement. The automatic analysis of this behavior is of key importance for human conversation analysis and interactive conversational agents.…

Computer Vision and Pattern Recognition · Computer Science 2023-06-05 Ahmed Amer , Chirag Bhuvaneshwara , Gowtham K. Addluri , Mohammed M. Shaik , Vedant Bonde , Philipp Müller

In gaze based Human-Robot Interaction (HRI), it is important to determine the human intention for further interaction. The gaze intention is often modelled as fixation. However, when looking at an object, it is not natural and it is…

Robotics · Computer Science 2019-09-18 Lei Shi , Cosmin Copot , Steve Vanlanduit

Current approaches in video forecasting attempt to generate videos directly in pixel space using Generative Adversarial Networks (GANs) or Variational Autoencoders (VAEs). However, since these approaches try to model all the structure and…

Computer Vision and Pattern Recognition · Computer Science 2017-05-02 Jacob Walker , Kenneth Marino , Abhinav Gupta , Martial Hebert

Smooth and seamless robot navigation while interacting with humans depends on predicting human movements. Forecasting such human dynamics often involves modeling human trajectories (global motion) or detailed body joint movements (local…

Computer Vision and Pattern Recognition · Computer Science 2020-07-15 Vida Adeli , Ehsan Adeli , Ian Reid , Juan Carlos Niebles , Hamid Rezatofighi

Enabling robots to understand human gaze target is a crucial step to allow capabilities in downstream tasks, for example, attention estimation and movement anticipation in real-world human-robot interactions. Prior works have addressed the…

Computer Vision and Pattern Recognition · Computer Science 2025-07-02 Zhuangzhuang Dai , Vincent Gbouna Zakka , Luis J. Manso , Chen Li

To address this gap, we conduct a Virtual Reality experiment in which pedestrians interact with automated shuttles under varying approach angles (45{\deg}, 90{\deg}, 135{\deg}) and continuous-traffic conditions (single shuttle, two shuttles…

Machine Learning · Computer Science 2026-05-25 Danya Li , Yan Feng , Rico Krueger

Predicting human gaze behavior within computer vision is integral for developing interactive systems that can anticipate user attention, address fundamental questions in cognitive science, and hold implications for fields like…

Image and Video Processing · Electrical Eng. & Systems 2024-07-02 Akash Awasthi , Ngan Le , Zhigang Deng , Rishi Agrawal , Carol C. Wu , Hien Van Nguyen

The Transformer architecture is shown to provide a powerful framework as an end-to-end model for building expression trees from online handwritten gestures corresponding to glyph strokes. In particular, the attention mechanism was…

Computation and Language · Computer Science 2022-11-07 Mirco Ramo , Guénolé C. M. Silvestre

Humans are able to seamlessly visually imitate others, by inferring their intentions and using past experience to achieve the same end goal. In other words, we can parse complex semantic knowledge from raw video and efficiently translate…

Machine Learning · Computer Science 2020-11-12 Sudeep Dasari , Abhinav Gupta

The primary objective of the dataset is to provide a better understanding of the coupling between human actions and gaze in a shared working environment with a cobot, with the aim of signifcantly enhancing the effciency and safety of…

Robotics · Computer Science 2025-03-17 Maxence Grand , Damien Pellier , Francis Jambon

This paper presents the selective use of eye-gaze information in learning human actions in Atari games. Vast evidence suggests that our eye movement convey a wealth of information about the direction of our attention and mental states and…

Machine Learning · Computer Science 2020-12-08 Chaitanya Thammineni , Hemanth Manjunatha , Ehsan T. Esfahani

Accurate human trajectory prediction is one of the most crucial tasks for autonomous driving, ensuring its safety. Yet, existing models often fail to fully leverage the visual cues that humans subconsciously communicate when navigating the…

Computer Vision and Pattern Recognition · Computer Science 2025-07-31 Yang Gao , Saeed Saadatnejad , Alexandre Alahi

Gaze input, as a modality inherently conveying user intent, offers intuitive and immersive experiences in extended reality (XR). With eye-tracking now being a standard feature in modern XR headsets, gaze has been extensively applied to…

Human-Computer Interaction · Computer Science 2025-10-09 Yichuan Zhang , Liangyuting Zhang , Xuning Hu , Yong Yue , Hai-Ning Liang