Results 21 to 30 of about 71,031 (175)
Gaze Estimation Based on Attention Mechanism Combined With Temporal Network
Due to the continuous and dynamic nature of gaze estimation, the true gaze point at each moment is closely related to the previous moment. Simply detecting individual frames of facial images cannot yield accurate gaze information.
Guojing Ren, Yang Zhang, Qingjuan Feng
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Improving Domain Generalization in Appearance-Based Gaze Estimation With Consistency Regularization
Gaze estimation, a method for understanding human behavior by analyzing where a person is looking, has significant applications in various fields including advertising, driving assistance, medical diagnostics, and human-computer interaction.
Moon-Ki Back +2 more
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Rethinking Model-Based Gaze Estimation. [PDF]
Over the past several years, a number of data-driven gaze tracking algorithms have been proposed, which have been shown to outperform classic model-based methods in terms of gaze direction accuracy. These algorithms leverage the recent development of sophisticated CNN architectures, as well as the availability of large gaze datasets captured under ...
Kaur H, Jindal S, Manduchi R.
europepmc +5 more sources
Accurate Regression-Based 3D Gaze Estimation Using Multiple Mapping Surfaces
Accurate 3D gaze estimation using a simple setup remains a challenging issue for head-mounted eye tracking. Current regression-based gaze direction estimation methods implicitly assume that all gaze directions intersect at one point called the eyeball ...
Zhonghua Wan +5 more
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Customer Gaze Estimation in Retail Using Deep Learning
At present, intelligent computing applications are widely used in different domains, including retail stores. The analysis of customer behaviour has become crucial for the benefit of both customers and retailers.
Shashimal Senarath +3 more
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CI-Net: Appearance-Based Gaze Estimation via Cooperative Network
Facial occlusion and different appearances of both eyes in natural scenes can affect the accuracy of gaze estimation based on appearance. Therefore, this paper proposes a gaze estimation model based on cooperative network: CI-Net, including a consistency
Yuan Luo, Jiangtao Chen, Jian Chen
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Gaze Estimation using Transformer
Recent work has proven the effectiveness of transformers in many computer vision tasks. However, the performance of transformers in gaze estimation is still unexplored. In this paper, we employ transformers and assess their effectiveness for gaze estimation. We consider two forms of vision transformer which are pure transformers and hybrid transformers.
Yihua Cheng, Feng Lu 0005
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PureGaze: Purifying Gaze Feature for Generalizable Gaze Estimation
Gaze estimation methods learn eye gaze from facial features. However, among rich information in the facial image, real gaze-relevant features only correspond to subtle changes in eye region, while other gaze-irrelevant features like illumination, personal appearance and even facial expression may affect the learning in an unexpected way.
Yihua Cheng, Yiwei Bao, Feng Lu 0005
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Eye Gaze Estimation Network Based on Class Attention [PDF]
In recent years,eye gaze estimation has attracted widespread attention.The gaze estimation method based on RGB appearance uses ordinary cameras and deep learning for gaze estimation,avoiding the use of expensive infrared devices like commercial eye ...
XU Jinlong, DONG Mingrui, LI Yingying, LIU Yanqing, HAN Lin
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2D Gaze Estimation Based on Pupil-Glint Vector Using an Artificial Neural Network
Gaze estimation methods play an important role in a gaze tracking system. A novel 2D gaze estimation method based on the pupil-glint vector is proposed in this paper.
Jianzhong Wang +2 more
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