Appearance-based gaze estimation with deep learning: A review and benchmark
Human gaze provides valuable information on human focus and intentions, making it a
crucial area of research. Recently, deep learning has revolutionized appearance-based …
crucial area of research. Recently, deep learning has revolutionized appearance-based …
In the eye of the beholder: A survey of gaze tracking techniques
J Liu, J Chi, H Yang, X Yin - Pattern Recognition, 2022 - Elsevier
Gaze tracking estimates and tracks the user's gaze by analyzing facial or eye features, it is
an important way to realize automated vision-based interaction. This paper introduces the …
an important way to realize automated vision-based interaction. This paper introduces the …
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 …
However, the performance of transformers in gaze estimation is still unexplored. In this …
Generalizing gaze estimation with rotation consistency
Recent advances of deep learning-based approaches have achieved remarkable
performance on appearance-based gaze estimation. However, due to the shortage of target …
performance on appearance-based gaze estimation. However, due to the shortage of target …
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 …
information in the facial image, real gaze-relevant features only correspond to subtle …
Automatic gaze analysis: A survey of deep learning based approaches
Eye gaze analysis is an important research problem in the field of Computer Vision and
Human-Computer Interaction. Even with notable progress in the last 10 years, automatic …
Human-Computer Interaction. Even with notable progress in the last 10 years, automatic …
Learning a generalized gaze estimator from gaze-consistent feature
Gaze estimator computes the gaze direction based on face images. Most existing gaze
estimation methods perform well under within-dataset settings, but can not generalize to …
estimation methods perform well under within-dataset settings, but can not generalize to …
An end-to-end review of gaze estimation and its interactive applications on handheld mobile devices
In recent years, we have witnessed an increasing number of interactive systems on
handheld mobile devices which utilise gaze as a single or complementary interaction …
handheld mobile devices which utilise gaze as a single or complementary interaction …
Gazeonce: Real-time multi-person gaze estimation
Appearance-based gaze estimation aims to predict the 3D eye gaze direction from a single
image. While recent deep learning-based approaches have demonstrated excellent …
image. While recent deep learning-based approaches have demonstrated excellent …
Source-free adaptive gaze estimation by uncertainty reduction
Gaze estimation across domains has been explored recently because the training data are
usually collected under controlled conditions while the trained gaze estimators are used in …
usually collected under controlled conditions while the trained gaze estimators are used in …