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 101–125 of 248 papers

TitleStatusHype
In the Eye of Transformer: Global-Local Correlation for Egocentric Gaze Estimation—0
Appearance Debiased Gaze Estimation via Stochastic Subject-Wise Adversarial Learning—0
GA3CE: Unconstrained 3D Gaze Estimation with Gaze-Aware 3D Context Encoding—0
3D Gaze Estimation from 2D Pupil Positions on Monocular Head-Mounted Eye Trackers—0
3D Gaze Tracking for Studying Collaborative Interactions in Mixed-Reality Environments—0
3D Prior is All You Need: Cross-Task Few-shot 2D Gaze Estimation—0
Accurate Gaze Estimation using an Active-gaze Morphable Model—0
A Coarse-to-Fine Adaptive Network for Appearance-Based Gaze Estimation—0
Adaptive Feature Fusion Network for Gaze Tracking in Mobile Tablets—0
A Differential Approach for Gaze Estimation—0
A Generalized and Robust Method Towards Practical Gaze Estimation on Smart Phone—0
A Generalized Label Shift Perspective for Cross-Domain Gaze Estimation—0
A Hierarchical Generative Model for Eye Image Synthesis and Eye Gaze Estimation—0
A High-Level Description and Performance Evaluation of Pupil Invisible—0
An Effective Deep Network for Head Pose Estimation without Keypoints—0
An Efficient Point of Gaze Estimator for Low-Resolution Imaging Systems Using Extracted Ocular Features Based Neural Architecture—0
An End-to-End Review of Gaze Estimation and its Interactive Applications on Handheld Mobile Devices—0
An Intelligent and Low-cost Eye-tracking System for Motorized Wheelchair Control—0
An Interpretable and Attention-based Method for Gaze Estimation Using Electroencephalography—0
A Novel Binocular Eye-Tracking SystemWith Stereo Stimuli for 3D Gaze Estimation—0
Learning to Personalize in Appearance-Based Gaze Tracking—0
Appearance-Based Gaze Estimation Using Dilated-Convolutions—0
Appearance-based Gaze Estimation using Attention and Difference Mechanism—0
Appearance-Based Gaze Estimation via Evaluation-Guided Asymmetric Regression—0
Offset Calibration for Appearance-Based Gaze Estimation via Gaze Decomposition—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