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Automatic eye gaze estimation has interested researchers for a while now. In this paper, we propose an unsupervised learning based method for estimating the eye gaze region. To train the proposed network "Ize-Net" in self-supervised manner,…

计算机视觉与模式识别 · 计算机科学 2019-04-05 Neeru Dubey , Shreya Ghosh , Abhinav Dhall

Gaze is the essential manifestation of human attention. In recent years, a series of work has achieved high accuracy in gaze estimation. However, the inter-personal difference limits the reduction of the subject-independent gaze estimation…

计算机视觉与模式识别 · 计算机科学 2020-11-17 Zidong Guo , Zejian Yuan , Chong Zhang , Wanchao Chi , Yonggen Ling , Shenghao Zhang

360{\deg} depth estimation is a challenging research problem due to the difficulty of finding a representation that both preserves global continuity and avoids distortion in spherical images. Existing methods attempt to leverage…

计算机视觉与模式识别 · 计算机科学 2026-01-27 Kun Huang , Fang-Lue Zhang , Neil Dodgson

Although automatic gaze estimation is very important to a large variety of application areas, it is difficult to train accurate and robust gaze models, in great part due to the difficulty in collecting large and diverse data (annotating 3D…

计算机视觉与模式识别 · 计算机科学 2020-04-06 Yu Yu , Jean-Marc Odobez

Gaze prediction plays a critical role in Virtual Reality (VR) applications by reducing sensor-induced latency and enabling computationally demanding techniques such as foveated rendering, which rely on anticipating user attention. However,…

计算机视觉与模式识别 · 计算机科学 2026-01-27 Christos Petrou , Harris Partaourides , Athanasios Balomenos , Yannis Kopsinis , Sotirios Chatzis

In this study, a novel eye tracking system using a visual camera is developed to extract human's gaze, and it can be used in modern game machines to bring new and innovative interactive experience to players. Central to the components of…

计算机视觉与模式识别 · 计算机科学 2021-05-07 Manh Duong Phung , Cong Hoang Quach , Quang Vinh Tran

By borrowing the wisdom of human in gaze following, we propose a two-stage solution for gaze point prediction of the target persons in a scene. Specifically, in the first stage, both head image and its position are fed into a gaze direction…

计算机视觉与模式识别 · 计算机科学 2019-07-05 Dongze Lian , Zehao Yu , Shenghua Gao

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…

计算机视觉与模式识别 · 计算机科学 2020-06-15 Gonzalo Garde , Andoni Larumbe-Bergera , Benoît Bossavit , Rafael Cabeza , Sonia Porta , Arantxa Villanueva

With the increase in computation power and the development of new state-of-the-art deep learning algorithms, appearance-based gaze estimation is becoming more and more popular. It is believed to work well with curated laboratory data sets,…

计算机视觉与模式识别 · 计算机科学 2021-09-28 Nairit Bandyopadhyay , Sébastien Riou , Didier Schwab

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…

计算机视觉与模式识别 · 计算机科学 2018-05-15 Seonwook Park , Xucong Zhang , Andreas Bulling , Otmar Hilliges

The complex application scenarios have raised critical requirements for precise and generalizable gaze estimation methods. Recently, the pre-trained CLIP has achieved remarkable performance on various vision tasks, but its potentials have…

计算机视觉与模式识别 · 计算机科学 2025-07-31 Lin Zhang , Yi Tian , XiYun Wang , Wanru Xu , Yi Jin , Yaping Huang

Deep learning-based appearance gaze estimation methods are gaining popularity due to their high accuracy and fewer constraints from the environment. However, existing high-precision models often rely on deeper networks, leading to problems…

计算机视觉与模式识别 · 计算机科学 2026-03-24 Zhang Cheng , Yanxia Wang

This paper addresses the problem of 3D pose estimation for multiple people in a few calibrated camera views. The main challenge of this problem is to find the cross-view correspondences among noisy and incomplete 2D pose predictions. Most…

计算机视觉与模式识别 · 计算机科学 2019-01-15 Junting Dong , Wen Jiang , Qixing Huang , Hujun Bao , Xiaowei Zhou

3D pose estimation from sparse multi-views is a critical task for numerous applications, including action recognition, sports analysis, and human-robot interaction. Optimization-based methods typically follow a two-stage pipeline, first…

计算机视觉与模式识别 · 计算机科学 2026-01-15 Tony Danjun Wang , Tolga Birdal , Nassir Navab , Lennart Bastian

In human-robot collaboration, one challenging task is to teach a robot new yet unknown objects enabling it to interact with them. Thereby, gaze can contain valuable information. We investigate if it is possible to detect objects (object or…

机器人学 · 计算机科学 2023-01-26 Daniel Weber , Wolfgang Fuhl , Andreas Zell , Enkelejda Kasneci

Gaze communication plays a crucial role in daily social interactions. Quantifying this behavior can help in human-computer interaction and digital phenotyping. While end-to-end models exist for gaze target detection, they only utilize a…

计算机视觉与模式识别 · 计算机科学 2025-08-19 Ryan Anthony Jalova de Belen , Gelareh Mohammadi , Arcot Sowmya

3D motion tracking is a critical task in many computer vision applications. Unsupervised markerless 3D motion tracking systems determine the most relevant object in the screen and then track it by continuously estimating its projection…

计算机视觉与模式识别 · 计算机科学 2012-03-19 Luis Quesada

Aiming to generalize the well-trained gaze estimation model to new target domains, Cross-domain Gaze Estimation (CDGE) is developed for real-world application scenarios. Existing CDGE methods typically extract the domain-invariant features…

计算机视觉与模式识别 · 计算机科学 2025-10-29 Hao-Ran Yang , Xiaohui Chen , Chuan-Xian Ren

Algorithms for the estimation of gaze direction from mobile and video-based eye trackers typically involve tracking a feature of the eye that moves through the eye camera image in a way that covaries with the shifting gaze direction, such…

计算机视觉与模式识别 · 计算机科学 2024-04-01 Kevin Barkevich , Reynold Bailey , Gabriel J. Diaz

Predicting driver attention is a critical problem for developing explainable autonomous driving systems and understanding driver behavior in mixed human-autonomous vehicle traffic scenarios. Although significant progress has been made…

计算机视觉与模式识别 · 计算机科学 2026-03-06 Shreedhar Govil , Didier Stricker , Jason Rambach