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 …
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 …
Near‐eye display and tracking technologies for virtual and augmented reality
Virtual and augmented reality (VR/AR) are expected to revolutionise entertainment,
healthcare, communication and the manufacturing industries among many others. Near‐eye …
healthcare, communication and the manufacturing industries among many others. Near‐eye …
Evaluation of appearance-based methods and implications for gaze-based applications
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 …
significantly improved but they are still not yet widely used in the human-computer …
Nvgaze: An anatomically-informed dataset for low-latency, near-eye gaze estimation
Quality, diversity, and size of training data are critical factors for learning-based gaze
estimators. We create two datasets satisfying these criteria for near-eye gaze estimation …
estimators. We create two datasets satisfying these criteria for near-eye gaze estimation …
Unsupervised representation learning for gaze estimation
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 …
it is difficult to train accurate and robust gaze models, in great part due to the difficulty in …
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 …
Improving few-shot user-specific gaze adaptation via gaze redirection synthesis
As an indicator of human attention gaze is a subtle behavioral cue which can be exploited in
many applications. However, inferring 3D gaze direction is challenging even for deep neural …
many applications. However, inferring 3D gaze direction is challenging even for deep neural …
Revisiting data normalization for appearance-based gaze estimation
Appearance-based gaze estimation is promising for unconstrained real-world settings, but
the significant variability in head pose and user-camera distance poses significant …
the significant variability in head pose and user-camera distance poses significant …
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 …