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We introduce EyeTheia, a lightweight and open deep learning pipeline for webcam-based gaze estimation, designed for browser-based experimental platforms and real-world cognitive and clinical research. EyeTheia enables real-time gaze…

Computer Vision and Pattern Recognition · Computer Science 2026-01-13 Stevenson Pather , Niels Martignène , Arnaud Bugnet , Fouad Boutaleb , Fabien D'Hondt , Deise Santana Maia

Following the gaze of other people and analyzing the target they are looking at can help us understand what they are thinking, and doing, and predict the actions that may follow. Existing methods for gaze following struggle to perform well…

Computer Vision and Pattern Recognition · Computer Science 2025-02-05 Feiyang Liu , Dan Guo , Jingyuan Xu , Zihao He , Shengeng Tang , Kun Li , Meng Wang

Humans are remarkably adept at interpreting the gaze direction of other individuals in their surroundings. This skill is at the core of the ability to engage in joint visual attention, which is essential for establishing social…

Neurons and Cognition · Quantitative Biology 2016-11-30 Daniel Harari , Tao Gao , Nancy Kanwisher , Joshua Tenenbaum , Shimon Ullman

Egocentric perception on smart glasses could transform how we learn new skills in the physical world, but automatic skill assessment remains a fundamental technical challenge. We introduce SkillSight for power-efficient skill assessment…

Computer Vision and Pattern Recognition · Computer Science 2026-04-07 Chi Hsuan Wu , Kumar Ashutosh , Kristen Grauman

Since the introduction of modern deep learning methods for object pose estimation, test accuracy and efficiency has increased significantly. For training, however, large amounts of annotated training data are required for good performance.…

Computer Vision and Pattern Recognition · Computer Science 2021-08-18 Frederik Hagelskjaer , Anders Glent Buch

Most of current studies on human gaze and saliency modeling have used high-quality stimuli. In real world, however, captured images undergo various types of distortions during the whole acquisition, transmission, and displaying chain. Some…

Computer Vision and Pattern Recognition · Computer Science 2018-10-11 Zhaohui Che , Ali Borji , Guangtao Zhai , Xiongkuo Min

Accurate and efficient eye gaze estimation is important for emerging consumer electronic systems such as driver monitoring systems and novel user interfaces. Such systems are required to operate reliably in difficult, unconstrained…

Computer Vision and Pattern Recognition · Computer Science 2018-06-29 Joseph Lemley , Anuradha Kar , Alexandru Drimbarean , Peter Corcoran

Eye gaze estimation has become increasingly significant in computer vision.In this paper,we systematically study the mainstream of eye gaze estimation methods,propose a novel methodology to estimate eye gaze points and eye gaze directions…

Computer Vision and Pattern Recognition · Computer Science 2021-01-19 Yong Huang , Ben Chen , Daiming Qu

This research report explores the role of eye gaze in human-robot interactions and proposes a learning system for detecting objects gazed at by humans using solely visual feedback. The system leverages face detection, human attention…

Robotics · Computer Science 2025-09-16 Shiva Hanifi , Elisa Maiettini , Maria Lombardi , Lorenzo Natale

Advances in face swapping have enabled the automatic generation of highly realistic faces. Yet face swaps are perceived differently than when looking at real faces, with key differences in viewer behavior surrounding the eyes. Face swapping…

Computer Vision and Pattern Recognition · Computer Science 2024-02-06 Ethan Wilson , Frederick Shic , Sophie Jörg , Eakta Jain

We address the challenge of predicting human visual attention during real-world navigation by measuring and modeling egocentric pedestrian eye gaze in an outdoor campus setting. We introduce the EgoCampus dataset, which spans 25 unique…

Computer Vision and Pattern Recognition · Computer Science 2026-03-06 Ronan John , Aditya Kesari , Vincenzo DiMatteo , Kristin Dana

Fast and accurate upper-body and head pose estimation is a key task for automatic monitoring of driver attention, a challenging context characterized by severe illumination changes, occlusions and extreme poses. In this work, we present a…

Computer Vision and Pattern Recognition · Computer Science 2017-12-14 Guido Borghi , Marco Venturelli , Roberto Vezzani , Rita Cucchiara

Gaze following estimates gaze targets of in-scene person by understanding human behavior and scene information. Existing methods usually analyze scene images for gaze following. However, compared with visual images, audio also provides…

Computer Vision and Pattern Recognition · Computer Science 2024-01-17 Yuqi Hou , Zhongqun Zhang , Nora Horanyi , Jaewon Moon , Yihua Cheng , Hyung Jin Chang

Estimating eye-gaze from images alone is a challenging task, in large parts due to un-observable person-specific factors. Achieving high accuracy typically requires labeled data from test users which may not be attainable in real…

Computer Vision and Pattern Recognition · Computer Science 2020-07-28 Seonwook Park , Emre Aksan , Xucong Zhang , Otmar Hilliges

Rather than regressing gaze direction directly from images, we show that adding a 3D shape model can: i) improve gaze estimation accuracy, ii) perform well with lower resolution inputs and iii) provide a richer understanding of the…

Computer Vision and Pattern Recognition · Computer Science 2023-01-31 Hao Sun , Nick Pears

Obtaining large-scale radiology reports can be difficult for medical images due to various reasons, limiting the effectiveness of contrastive pre-training in the medical image domain and underscoring the need for alternative methods. In…

Computer Vision and Pattern Recognition · Computer Science 2023-12-13 Zihao Zhao , Sheng Wang , Qian Wang , Dinggang Shen

Most Gaze estimation research only works on a setup condition that a camera perfectly captures eyes gaze. They have not literarily specified how to set up a camera correctly for a given position of a person. In this paper, we carry out a…

Computer Vision and Pattern Recognition · Computer Science 2022-01-19 Linh Van Ma , Tin Trung Tran , Moongu Jeon

Multi-person pose estimation (MPPE), which aims to locate the key points for all persons in the frames, is an active research branch of computer vision. Variable human poses and complex scenes make MPPE dependent on local details and global…

Computer Vision and Pattern Recognition · Computer Science 2024-05-10 Shang Wu , Bin Wang

In the field of computer vision-driven ice hockey analytics, one of the most challenging and least studied tasks is goalie pose estimation. Unlike general human pose estimation, goalie pose estimation is much more complex as it involves not…

Computer Vision and Pattern Recognition · Computer Science 2023-06-29 Marjan Shahi , David Clausi , Alexander Wong

Current instruction-based image editing (IBIE) methods struggle with challenging editing tasks, as both editing types and sample counts of existing datasets are limited. Moreover, traditional dataset construction often contains noisy…

Computer Vision and Pattern Recognition · Computer Science 2025-09-19 Mingsong Li , Lin Liu , Hongjun Wang , Haoxing Chen , Xijun Gu , Shizhan Liu , Dong Gong , Junbo Zhao , Zhenzhong Lan , Jianguo Li
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