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Gaze Estimation

24 papers with code · Computer Vision

Gaze Estimation is a task to predict where a person is looking at given the person’s full face. The task contains two directions: 3-D gaze vector and 2-D gaze position estimation. 3-D gaze vector estimation is to predict the gaze vector, which is usually used in the automotive safety. 2-D gaze position estimation is to predict the horizontal and vertical coordinates on a 2-D screen, which allows utilizing gaze point to control a cursor for human-machine interaction.

Source: A Generalized and Robust Method Towards Practical Gaze Estimation on Smart Phone

Benchmarks

Latest papers without code

360-Degree Gaze Estimation in the Wild Using Multiple Zoom Scales

15 Sep 2020

One challenging task, gaze estimation in the wild, concerns data collected in unconstrained environments with varying camera-person distances, like the Gaze360 dataset.

GAZE ESTIMATION

Non-contact Real time Eye Gaze Mapping System Based on Deep Convolutional Neural Network

10 Sep 2020

Human-Computer Interaction(HCI) is a field that studies interactions between human users and computer systems.

GAZE ESTIMATION

A High-Level Description and Performance Evaluation of Pupil Invisible

1 Sep 2020

To this end, we designed a data-collection protocol and evaluation scheme geared towards providing a faithful portrayal of the real-world usage of Pupil Invisible glasses.

GAZE ESTIMATION

On estimating gaze by self-attention augmented convolutions

25 Aug 2020

In our experiments, results showed a decrease of the average angular error by 2. 38% when compared to state-of-the-art methods on the MPIIFaceGaze data set, and a second-place on the EyeDiap data set.

GAZE ESTIMATION

ETH-XGaze: A Large Scale Dataset for Gaze Estimation under Extreme Head Pose and Gaze Variation

ECCV 2020

We show that our dataset can significantly improve the robustness of gaze estimation methods across different head poses and gaze angles.

GAZE ESTIMATION

Gaze estimation problem tackled through synthetic images

11 Jun 2020

In this paper, we evaluate a synthetic framework to be used in the field of gaze estimation employing deep learning techniques.

GAZE ESTIMATION

In the Eye of the Beholder: Gaze and Actions in First Person Video

31 May 2020

Moving beyond the dataset, we propose a novel deep model for joint gaze estimation and action recognition in FPV.

ACTION RECOGNITION GAZE ESTIMATION

Benefits of temporal information for appearance-based gaze estimation

24 May 2020

The magnitude of contribution from temporal gaze trace is yet unclear for higher resolution/frame rate imaging systems, in which more detailed information about an eye is captured.

GAZE ESTIMATION

OpenEDS2020: Open Eyes Dataset

8 May 2020

We present the second edition of OpenEDS dataset, OpenEDS2020, a novel dataset of eye-image sequences captured at a frame rate of 100 Hz under controlled illumination, using a virtual-reality head-mounted display mounted with two synchronized eye-facing cameras.

EYE TRACKING GAZE ESTIMATION GAZE PREDICTION SEMANTIC SEGMENTATION

An Intelligent and Low-cost Eye-tracking System for Motorized Wheelchair Control

2 May 2020

In the 34 developed and 156 developing countries, there are about 132 million disabled people who need a wheelchair constituting 1. 86% of the world population.

EYE TRACKING GAZE ESTIMATION