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In this paper, we evaluate a synthetic framework to be used in the field of gaze estimation employing deep learning techniques. The lack of sufficient annotated data could be overcome by the utilization of a synthetic evaluation framework…

Computer Vision and Pattern Recognition · Computer Science 2020-06-15 Gonzalo Garde , Andoni Larumbe-Bergera , Benoît Bossavit , Rafael Cabeza , Sonia Porta , Arantxa Villanueva

Effective assisted living environments must be able to perform inferences on how their occupants interact with one another as well as with surrounding objects. To accomplish this goal using a vision-based automated approach, multiple tasks…

Computer Vision and Pattern Recognition · Computer Science 2019-09-23 Philipe A. Dias , Damiano Malafronte , Henry Medeiros , Francesca Odone

Automatic eye gaze estimation is an important problem in vision based assistive technology with use cases in different emerging topics such as augmented reality, virtual reality and human-computer interaction. Over the past few years, there…

Computer Vision and Pattern Recognition · Computer Science 2022-08-08 Neeru Dubey , Shreya Ghosh , Abhinav Dhall

We present a novel, automatic eye gaze tracking scheme inspired by smooth pursuit eye motion while playing mobile games or watching virtual reality contents. Our algorithm continuously calibrates an eye tracking system for a head mounted…

Computer Vision and Pattern Recognition · Computer Science 2016-12-22 Subarna Tripathi , Brian Guenter

In this letter, we propose a new method, Multi-Clue Gaze (MCGaze), to facilitate video gaze estimation via capturing spatial-temporal interaction context among head, face, and eye in an end-to-end learning way, which has not been well…

Computer Vision and Pattern Recognition · Computer Science 2024-01-01 Yiran Guan , Zhuoguang Chen , Wenzheng Zeng , Zhiguo Cao , Yang Xiao

Despite the recent development of learning-based gaze estimation methods, most methods require one or more eye or face region crops as inputs and produce a gaze direction vector as output. Cropping results in a higher resolution in the eye…

Computer Vision and Pattern Recognition · Computer Science 2023-05-10 Haldun Balim , Seonwook Park , Xi Wang , Xucong Zhang , Otmar Hilliges

We consider the problem of 3D object pose estimation. While much recent work has focused on the RGB domain, the reliance on accurately annotated images limits their generalizability and scalability. On the other hand, the easily available…

Computer Vision and Pattern Recognition · Computer Science 2019-08-01 Georgios Georgakis , Srikrishna Karanam , Ziyan Wu , Jana Kosecka

Driver gaze estimation is essential for understanding the driver's situational awareness of surrounding traffic. Existing gaze estimation models use driver facial information to predict the Point-of-Gaze (PoG) or the 3D gaze direction…

Computer Vision and Pattern Recognition · Computer Science 2026-04-23 Pavan Kumar Sharma , Pranamesh Chakraborty

Practical webcam gaze tracking is constrained not only by error, but also by calibration burden, robustness to head motion and session drift, runtime footprint, and browser use. We therefore target a deployment-oriented operating point…

Computer Vision and Pattern Recognition · Computer Science 2026-03-16 Chenkai Zhang

Despite recent advances in appearance-based gaze estimation techniques, the need for training data that covers the target head pose and gaze distribution remains a crucial challenge for practical deployment. This work examines a novel…

Computer Vision and Pattern Recognition · Computer Science 2022-04-28 Jiawei Qin , Takuru Shimoyama , Yusuke Sugano

Conventional feature-based and model-based gaze estimation methods have proven to perform well in settings with controlled illumination and specialized cameras. In unconstrained real-world settings, however, such methods are surpassed by…

Computer Vision and Pattern Recognition · Computer Science 2018-05-15 Seonwook Park , Xucong Zhang , Andreas Bulling , Otmar Hilliges

Gaze following aims to interpret human-scene interactions by predicting the person's focal point of gaze. Prevailing approaches often adopt a two-stage framework, whereby multi-modality information is extracted in the initial stage for gaze…

Computer Vision and Pattern Recognition · Computer Science 2024-11-15 Yuehao Song , Xinggang Wang , Jingfeng Yao , Wenyu Liu , Jinglin Zhang , Xiangmin Xu

We present a new approach for a single view, image-based object pose estimation. Specifically, the problem of culling false positives among several pose proposal estimates is addressed in this paper. Our proposed approach targets the…

Computer Vision and Pattern Recognition · Computer Science 2019-10-01 Kartik Gupta , Lars Petersson , Richard Hartley

Many cameras implement auto-focus functionality. However, they typically require the user to manually identify the location to be focused on. While such an approach works for temporally-sparse autofocusing functionality (e.g., photo…

Computer Vision and Pattern Recognition · Computer Science 2017-11-10 Wolfgang Fuhl , Thiago Santini , Enkelejda Kasneci

With the increasing awareness of high-quality life, there is a growing need for health monitoring devices running robust algorithms in home environment. Health monitoring technologies enable real-time analysis of users' health status,…

Robotics · Computer Science 2020-03-17 Ziyang Wang

Human gaze is essential for various appealing applications. Aiming at more accurate gaze estimation, a series of recent works propose to utilize face and eye images simultaneously. Nevertheless, face and eye images only serve as independent…

Computer Vision and Pattern Recognition · Computer Science 2020-01-03 Yihua Cheng , Shiyao Huang , Fei Wang , Chen Qian , Feng Lu

We address the problem of gaze target estimation, which aims to predict where a person is looking in a scene. Predicting a person's gaze target requires reasoning both about the person's appearance and the contents of the scene. Prior works…

Computer Vision and Pattern Recognition · Computer Science 2025-06-05 Fiona Ryan , Ajay Bati , Sangmin Lee , Daniel Bolya , Judy Hoffman , James M. Rehg

The gaze behaviour of a reader is helpful in solving several NLP tasks such as automatic essay grading. However, collecting gaze behaviour from readers is costly in terms of time and money. In this paper, we propose a way to improve…

Computation and Language · Computer Science 2021-02-02 Sandeep Mathias , Rudra Murthy , Diptesh Kanojia , Abhijit Mishra , Pushpak Bhattacharyya

6D pose estimation of textureless objects is a valuable but challenging task for many robotic applications. In this work, we propose a framework to address this challenge using only RGB images acquired from multiple viewpoints. The core…

Robotics · Computer Science 2023-02-23 Jun Yang , Wenjie Xue , Sahar Ghavidel , Steven L. Waslander

3D gaze estimation is about predicting the line of sight of a person in 3D space. Person-independent models for the same lack precision due to anatomical differences of subjects, whereas person-specific calibrated techniques add strict…

Computer Vision and Pattern Recognition · Computer Science 2022-12-09 Neelabh Sinha , Michal Balazia , Francois Bremond
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