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Related papers: Gaze Preserving CycleGANs for Eyeglass Removal & P…

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Accurate, robust, inexpensive gaze tracking in the car can help keep a driver safe by facilitating the more effective study of how to improve (1) vehicle interfaces and (2) the design of future Advanced Driver Assistance Systems. In this…

Computer Vision and Pattern Recognition · Computer Science 2016-11-22 Lex Fridman , Joonbum Lee , Bryan Reimer , Trent Victor

VIS-NIR face recognition remains a challenging task due to the distinction between spectral components of two modalities and insufficient paired training data. Inspired by the CycleGAN, this paper presents a method aiming to translate VIS…

Computer Vision and Pattern Recognition · Computer Science 2019-04-26 Huijiao Wang , Li Wang , Xulei Yang , Lei Yu , Haijian Zhang

Developing gaze estimation models that generalize well to unseen domains and in-the-wild conditions remains a challenge with no known best solution. This is mostly due to the difficulty of acquiring ground truth data that cover the…

Computer Vision and Pattern Recognition · Computer Science 2023-12-15 Evangelos Ververas , Polydefkis Gkagkos , Jiankang Deng , Michail Christos Doukas , Jia Guo , Stefanos Zafeiriou

Although recent deep learning based gaze estimation approaches have achieved much improvement, we still know little about how gaze features are connected to the physics of gaze. In this paper, we try to answer this question by analyzing the…

Computer Vision and Pattern Recognition · Computer Science 2023-09-06 Yiwei Bao , Feng Lu

Appearance-based gaze estimation methods that only require an off-the-shelf camera have significantly improved but they are still not yet widely used in the human-computer interaction (HCI) community. This is partly because it remains…

Human-Computer Interaction · Computer Science 2019-01-31 Xucong Zhang , Yusuke Sugano , Andreas Bulling

Gaze redirection is the task of changing the gaze to a desired direction for a given monocular eye patch image. Many applications such as videoconferencing, films, games, and generation of training data for gaze estimation require…

Computer Vision and Pattern Recognition · Computer Science 2019-11-21 Zhe He , Adrian Spurr , Xucong Zhang , Otmar Hilliges

Appearance-based gaze estimation has attracted more and more attention because of its wide range of applications. The use of deep convolutional neural networks has improved the accuracy significantly. In order to improve the estimation…

Computer Vision and Pattern Recognition · Computer Science 2019-03-19 Zhaokang Chen , Bertram E. Shi

Gaze estimation, which is a method to determine where a person is looking at given the person's full face, is a valuable clue for understanding human intention. Similarly to other domains of computer vision, deep learning (DL) methods have…

Computer Vision and Pattern Recognition · Computer Science 2022-08-09 Longzhao Huang , Yujie Li , Xu Wang , Haoyu Wang , Ahmed Bouridane , Ahmad Chaddad

Model-based eye tracking has been a dominant approach for eye gaze tracking because of its ability to generalize to different subjects, without the need of any training data and eye gaze annotations. Model-based eye tracking, however, is…

Computer Vision and Pattern Recognition · Computer Science 2021-06-28 Qiang Ji , Kang Wang

Many computer vision tasks rely on labeled data. Rapid progress in generative modeling has led to the ability to synthesize photorealistic images. However, controlling specific aspects of the generation process such that the data can be…

Computer Vision and Pattern Recognition · Computer Science 2020-10-26 Yufeng Zheng , Seonwook Park , Xucong Zhang , Shalini De Mello , Otmar Hilliges

Existing approaches for restoring weather-degraded images follow a fully-supervised paradigm and they require paired data for training. However, collecting paired data for weather degradations is extremely challenging, and existing methods…

Computer Vision and Pattern Recognition · Computer Science 2022-04-26 Rajeev Yasarla , Vishwanath A. Sindagi , Vishal M. Patel

Gaze tracking is a valuable tool with a broad range of applications in various fields, including medicine, psychology, virtual reality, marketing, and safety. Therefore, it is essential to have gaze tracking software that is cost-efficient…

Computer Vision and Pattern Recognition · Computer Science 2023-03-20 Galen O'Shea , Majid Komeili

Active perception and foveal vision are the foundations of the human visual system. While foveal vision reduces the amount of information to process during a gaze fixation, active perception will change the gaze direction to the most…

Computer Vision and Pattern Recognition · Computer Science 2022-08-25 Alexandre M. F. Dias , Luís Simões , Plinio Moreno , Alexandre Bernardino

CycleGAN (Zhu et al. 2017) is one recent successful approach to learn a transformation between two image distributions. In a series of experiments, we demonstrate an intriguing property of the model: CycleGAN learns to "hide" information…

Computer Vision and Pattern Recognition · Computer Science 2017-12-19 Casey Chu , Andrey Zhmoginov , Mark Sandler

Vision Transformers (ViT) have advanced computer vision, yet their efficacy in complex tasks like driving remains less explored. This study enhances ViT by integrating human eye gaze, captured via eye-tracking, to increase prediction…

Computer Vision and Pattern Recognition · Computer Science 2025-01-13 Sharath Koorathota , Nikolas Papadopoulos , Jia Li Ma , Shruti Kumar , Xiaoxiao Sun , Arunesh Mittal , Patrick Adelman , Paul Sajda

We address the challenge of unsupervised mistake detection in egocentric video of skilled human activities through the analysis of gaze signals. While traditional methods rely on manually labeled mistakes, our approach does not require…

Computer Vision and Pattern Recognition · Computer Science 2025-07-17 Michele Mazzamuto , Antonino Furnari , Yoichi Sato , Giovanni Maria Farinella

Eye tracking has become increasingly important in virtual and augmented reality applications; however, the current gaze accuracy falls short of meeting the requirements for spatial computing. We designed a gaze collection framework and…

Computer Vision and Pattern Recognition · Computer Science 2025-12-01 Xiaoyin Yang

Following the gaze of people inside videos is an important signal for understanding people and their actions. In this paper, we present an approach for following gaze across views by predicting where a particular person is looking…

Computer Vision and Pattern Recognition · Computer Science 2016-12-12 Adrià Recasens , Carl Vondrick , Aditya Khosla , Antonio Torralba

This paper presents a method that utilizes multiple camera views for the gaze target estimation (GTE) task. The approach integrates information from different camera views to improve accuracy and expand applicability, addressing limitations…

Computer Vision and Pattern Recognition · Computer Science 2025-08-11 Qiaomu Miao , Vivek Raju Golani , Jingyi Xu , Progga Paromita Dutta , Minh Hoai , Dimitris Samaras

Camera localization is a fundamental requirement in robotics and computer vision. This paper introduces a pose-to-image translation framework to tackle the camera localization problem. We present PoseGANs, a conditional generative…

Computer Vision and Pattern Recognition · Computer Science 2020-06-24 Kanglin Liu , Qing Li , Guoping Qiu