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Related papers: Selective Eye-gaze Augmentation To Enhance Imitati…

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Although the number of gaze estimation datasets is growing, the application of appearance-based gaze estimation methods is mostly limited to estimating the point of gaze on a screen. This is in part because most datasets are generated in a…

Computer Vision and Pattern Recognition · Computer Science 2023-10-31 Cedric Leblond-Menard , Gabriel Picard-Krashevski , Sofiane Achiche

Charts are a crucial visual medium for communicating and representing information. While Large Vision-Language Models (LVLMs) have made progress on chart question answering (CQA), the task remains challenging, particularly when models…

Computation and Language · Computer Science 2025-09-17 Ali Salamatian , Amirhossein Abaskohi , Wan-Cyuan Fan , Mir Rayat Imtiaz Hossain , Leonid Sigal , Giuseppe Carenini

Intention prediction has become a relevant field of research in Human-Machine and Human-Robot Interaction. Indeed, any artificial system (co)-operating with and along humans, designed to assist and coordinate its actions with a human…

Robotics · Computer Science 2025-03-20 Anna Belardinelli

Human motion prediction is important for many virtual and augmented reality (VR/AR) applications such as collision avoidance and realistic avatar generation. Existing methods have synthesised body motion only from observed past motion,…

Computer Vision and Pattern Recognition · Computer Science 2024-10-23 Haodong Yan , Zhiming Hu , Syn Schmitt , Andreas Bulling

Non-invasive gaze estimation methods usually regress gaze directions directly from a single face or eye image. However, due to important variabilities in eye shapes and inner eye structures amongst individuals, universal models obtain…

Computer Vision and Pattern Recognition · Computer Science 2020-02-07 Gang Liu , Yu Yu , Kenneth A. Funes Mora , Jean-Marc Odobez

Imitation Learning (IL) is a widely adopted approach which enables agents to learn from human expert demonstrations by framing the task as a supervised learning problem. However, IL often suffers from causal confusion, where agents…

Robotics · Computer Science 2025-07-31 Amin Banayeeanzade , Fatemeh Bahrani , Yutai Zhou , Erdem Bıyık

We present GazeMotion, a novel method for human motion forecasting that combines information on past human poses with human eye gaze. Inspired by evidence from behavioural sciences showing that human eye and body movements are closely…

Computer Vision and Pattern Recognition · Computer Science 2024-07-12 Zhiming Hu , Syn Schmitt , Daniel Haeufle , Andreas Bulling

Deep neural networks have significantly improved appearance-based gaze estimation accuracy. However, it still suffers from unsatisfactory performance when generalizing the trained model to new domains, e.g., unseen environments or persons.…

Computer Vision and Pattern Recognition · Computer Science 2021-08-02 Yunfei Liu , Ruicong Liu , Haofei Wang , Feng Lu

Understanding user intent during magnified reading is critical for accessible interface design. Yet magnification collapses visual context and forces continual viewport dragging, producing fragmented, noisy gaze and obscuring reading…

Human-Computer Interaction · Computer Science 2025-09-25 Seongsil Heo , Roberto Manduchi

Eye gaze is considered an important indicator for understanding and predicting user behaviour, as well as directing their attention across various domains including advertisement design, human-computer interaction and film viewing. In this…

Software Engineering · Computer Science 2024-11-21 Karolina Trajkovska , Matjaž Kljun , Klen Čopič Pucihar

Despite decades of research on data collection and model architectures, current gaze estimation models encounter significant challenges in generalizing across diverse data domains. Recent advances in self-supervised pre-training have shown…

Computer Vision and Pattern Recognition · Computer Science 2025-03-14 Jiawei Qin , Xucong Zhang , Yusuke Sugano

Although recent gaze estimation methods lay great emphasis on attentively extracting gaze-relevant features from facial or eye images, how to define features that include gaze-relevant components has been ambiguous. This obscurity makes the…

Computer Vision and Pattern Recognition · Computer Science 2022-09-22 Isack Lee , Jun-Seok Yun , Hee Hyeon Kim , Youngju Na , Seok Bong Yoo

Mutual gaze detection, i.e., predicting whether or not two people are looking at each other, plays an important role in understanding human interactions. In this work, we focus on the task of image-based mutual gaze detection, and propose a…

Computer Vision and Pattern Recognition · Computer Science 2020-12-23 Bardia Doosti , Ching-Hui Chen , Raviteja Vemulapalli , Xuhui Jia , Yukun Zhu , Bradley Green

Automatic detection of cognates helps downstream NLP tasks of Machine Translation, Cross-lingual Information Retrieval, Computational Phylogenetics and Cross-lingual Named Entity Recognition. Previous approaches for the task of cognate…

Computation and Language · Computer Science 2021-12-16 Diptesh Kanojia , Prashant Sharma , Sayali Ghodekar , Pushpak Bhattacharyya , Gholamreza Haffari , Malhar Kulkarni

Eye movements are intricate and dynamic biosignals that contain a wealth of cognitive information about the subject. However, these are ambiguous signals and therefore require meticulous feature engineering to be used by machine learning…

Computer Vision and Pattern Recognition · Computer Science 2021-06-01 Louise Gillian C. Bautista , Prospero C. Naval

World-wide-web, with the website and webpage as the main interface, facilitates the dissemination of important information. Hence it is crucial to optimize them for better user interaction, which is primarily done by analyzing users'…

Computer Vision and Pattern Recognition · Computer Science 2023-01-09 Ciheng Zhang , Decky Aspandi , Steffen Staab

From smoothly pursuing moving objects to rapidly shifting gazes during visual search, humans employ a wide variety of eye movement strategies in different contexts. While eye movements provide a rich window into mental processes, building…

Machine Learning · Computer Science 2022-12-21 Jason Li , Nicholas Watters , Yingting , Wang , Hansem Sohn , Mehrdad Jazayeri

In this work we employ multitask learning to capitalize on the structure that exists in related supervised tasks to train complex neural networks. It allows training a network for multiple objectives in parallel, in order to improve…

Computer Vision and Pattern Recognition · Computer Science 2019-09-17 Georgios Kapidis , Ronald Poppe , Elsbeth van Dam , Lucas Noldus , Remco Veltkamp

The human gaze is a cost-efficient physiological data that reveals human underlying attentional patterns. The selective attention mechanism helps the cognition system focus on task-relevant visual clues by ignoring the presence of…

Computer Vision and Pattern Recognition · Computer Science 2021-12-03 Yifei Huang , Xiaoxiao Li , Lijin Yang , Lin Gu , Yingying Zhu , Hirofumi Seo , Qiuming Meng , Tatsuya Harada , Yoichi Sato

Eye gaze analysis is an important research problem in the field of Computer Vision and Human-Computer Interaction. Even with notable progress in the last 10 years, automatic gaze analysis still remains challenging due to the uniqueness of…

Computer Vision and Pattern Recognition · Computer Science 2022-07-22 Shreya Ghosh , Abhinav Dhall , Munawar Hayat , Jarrod Knibbe , Qiang Ji