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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 with code

Driver Gaze Estimation in the Real World: Overcoming the Eyeglass Challenge

6 Feb 2020arangesh/GPCycleGAN

Tracking both the head and eyes (pupils) can provide reliable estimation of a driver's gaze using face images under ideal conditions.

GAZE ESTIMATION IMAGE-TO-IMAGE TRANSLATION

8
06 Feb 2020

GEDDnet: A Network for Gaze Estimation with Dilation and Decomposition

25 Jan 2020czk32611/GEDDnet

To improve estimation accuracy, we propose to use dilated-convolutions in a deep convolutional neural network to capture subtle changes in the eye images, and a novel gaze decomposition method that decomposes the gaze angle into the sum of a subject-independent gaze estimate from the image and a subject-dependent bias.

GAZE ESTIMATION

9
25 Jan 2020

Unsupervised Representation Learning for Gaze Estimation

CVPR 2020 yldrmBtn/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 collecting large and diverse data (annotating 3D gaze is expensive and existing datasets use different setups).

GAZE ESTIMATION HEAD POSE ESTIMATION UNSUPERVISED REPRESENTATION LEARNING

5
16 Nov 2019

RT-BENE: A Dataset and Baselines for Real-Time Blink Estimation in Natural Environments

IEEE International Conference on Computer Vision Workshops 2019 Tobias-Fischer/rt_gene

We further incorporate our proposed RT-BENE baselines in the recently presented RT-GENE gaze estimation framework where it provides a real-time inference of the openness of the eyes.

BLINK ESTIMATION GAZE ESTIMATION HUMAN ROBOT INTERACTION

121
27 Oct 2019

Gaze360: Physically Unconstrained Gaze Estimation in the Wild

ICCV 2019 erkil1452/gaze360

Finally, we demonstrate an application of our model for estimating customer attention in a supermarket setting.

DOMAIN ADAPTATION GAZE ESTIMATION

101
22 Oct 2019

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

16 Oct 2019antarestcguo/GazeEstimation-TAT-DwO

For the second issue, we define a new metric to measure the robustness of gaze estimator, and propose an adversarial training based Disturbance with Ordinal loss (DwO) method to improve it.

ADVERSARIAL TRAINING GAZE ESTIMATION

0
16 Oct 2019

RITnet: Real-time Semantic Segmentation of the Eye for Gaze Tracking

1 Oct 2019AayushKrChaudhary/RITnet

Accurate eye segmentation can improve eye-gaze estimation and support interactive computing based on visual attention; however, existing eye segmentation methods suffer from issues such as person-dependent accuracy, lack of robustness, and an inability to be run in real-time.

EYE TRACKING GAZE ESTIMATION REAL-TIME SEMANTIC SEGMENTATION

7
01 Oct 2019

Mixed Effects Neural Networks (MeNets) With Applications to Gaze Estimation

CVPR 2019 vsingh-group/MeNets

nature of this data suggests better estimation may be possible if the model explicitly made use of such "repeated measurements" from each user as is commonly done in classical statistical analysis using so-called mixed effects models.

GAZE ESTIMATION

12
01 Jun 2019

Few-Shot Adaptive Gaze Estimation

ICCV 2019 NVlabs/few_shot_gaze

Inter-personal anatomical differences limit the accuracy of person-independent gaze estimation networks.

 Ranked #1 on Gaze Estimation on MPII Gaze (using extra training data)

GAZE ESTIMATION META-LEARNING

110
06 May 2019

Unsupervised Learning of Eye Gaze Representation from the Web

4 Apr 2019Neerudubey/Unsupervised-Eye-gaze-estimation

Automatic eye gaze estimation has interested researchers for a while now.

GAZE ESTIMATION

4
04 Apr 2019