SOTAVerified

Gaze Estimation

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

Papers

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Showing 151–175 of 248 papers

TitleStatusHype
HybridGazeNet: Geometric model guided Convolutional Neural Networks for gaze estimation—0
MTGLS: Multi-Task Gaze Estimation with Limited Supervision—0
Effect Of Personalized Calibration On Gaze Estimation Using Deep-Learning—0
High-Accuracy Gaze Estimation for Interpolation-Based Eye-Tracking MethodsCode0
Detection of Abnormal Behavior with Self-Supervised Gaze Estimation—0
Bayesian Eye Tracking—0
An Efficient Point of Gaze Estimator for Low-Resolution Imaging Systems Using Extracted Ocular Features Based Neural Architecture—0
Appearance-based Gaze Estimation using Attention and Difference Mechanism—0
A Novel Binocular Eye-Tracking SystemWith Stereo Stimuli for 3D Gaze Estimation—0
Vulnerability of Appearance-based Gaze Estimation—0
Adaptive Feature Fusion Network for Gaze Tracking in Mobile Tablets—0
Eye-gaze Estimation with HEOG and Neck EMG using Deep Neural Networks—0
TEyeD: Over 20 million real-world eye images with Pupil, Eyelid, and Iris 2D and 3D Segmentations, 2D and 3D Landmarks, 3D Eyeball, Gaze Vector, and Eye Movement Types—0
LNSMM: Eye Gaze Estimation With Local Network Share Multiview Multitask—0
Domain Adaptation Gaze Estimation by Embedding with Prediction Consistency—0
Boosting Image-based Mutual Gaze Detection using Pseudo 3D Gaze—0
Studying Person-Specific Pointing and Gaze Behavior for Multimodal Referencing of Outside Objects from a Moving VehicleCode0
360-Degree Gaze Estimation in the Wild Using Multiple Zoom ScalesCode0
Non-contact Real time Eye Gaze Mapping System Based on Deep Convolutional Neural Network—0
A High-Level Description and Performance Evaluation of Pupil Invisible—0
On estimating gaze by self-attention augmented convolutions—0
Unsupervised Video Object Segmentation with Joint Hotspot Tracking—0
Gaze estimation problem tackled through synthetic images—0
In the Eye of the Beholder: Gaze and Actions in First Person Video—0
Benefits of temporal information for appearance-based gaze estimation—0
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All datasetsMPII GazeGaze360EYEDIAP (floating target)EYEDIAP (screen target)GazeCaptureETH-XGazeEYEDIAPMPIIGazeMPSGazeRT-GENEUT Multi-view

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RT-GENE single modelAngular Error4.8—Unverified
2RT-GENE 2 model ensembleAngular Error4.6—Unverified
3RT-GENE 4 model ensembleAngular Error4.3—Unverified
4L2CSAngular Error3.92—Unverified
5AGE-NetAngular Error3.64—Unverified
6FAZEAngular Error3.14—Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet-18Angular Error13.5—Unverified
2ResNet-18Angular Error12.94—Unverified
3L2CSAngular Error10.41—Unverified
4MCGazeAngular Error10.02—Unverified
#ModelMetricClaimedVerifiedStatus
1RecurrentGaze (Static)Angular Error5.43—Unverified
2RecurrentGaze (Temporal)Angular Error5.19—Unverified
#ModelMetricClaimedVerifiedStatus
1RecurrentGaze (Temporal)Angular Error3.4—Unverified
2RecurrentGaze (Static)Angular Error3.38—Unverified
#ModelMetricClaimedVerifiedStatus
1TinyTrackerEuclidean Mean Error (EME)2.34—Unverified
2Ensemble CalibrationEuclidean Mean Error (EME)1.77—Unverified
#ModelMetricClaimedVerifiedStatus
1ETHXGazeAngular Error4.7—Unverified
#ModelMetricClaimedVerifiedStatus
1AGE-NetMean Angle Error4.78—Unverified
#ModelMetricClaimedVerifiedStatus
1AGE-NetMean Angle Error3.61—Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet18Angular Error8.1—Unverified
#ModelMetricClaimedVerifiedStatus
1RT-GENE 4 model ensembleAngular Error7.7—Unverified
#ModelMetricClaimedVerifiedStatus
1RT-GENE 4 model ensembleAngular Error5.1—Unverified