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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 1–25 of 248 papers

TitleStatusHype
Inference-Time Gaze Refinement for Micro-Expression Recognition: Enhancing Event-Based Eye Tracking with Motion-Aware Post-ProcessingCode0
Evaluating Sensitivity Parameters in Smartphone-Based Gaze Estimation: A Comparative Study of Appearance-Based and Infrared Eye Trackers—0
MAC-Gaze: Motion-Aware Continual Calibration for Mobile Gaze Tracking—0
Ocular Authentication: Fusion of Gaze and Periocular Modalities—0
MAGE: A Multi-task Architecture for Gaze Estimation with an Efficient Calibration Module—0
A Generalized Label Shift Perspective for Cross-Domain Gaze Estimation—0
GA3CE: Unconstrained 3D Gaze Estimation with Gaze-Aware 3D Context Encoding—0
DHECA-SuperGaze: Dual Head-Eye Cross-Attention and Super-Resolution for Unconstrained Gaze Estimation—0
DMAGaze: Gaze Estimation Based on Feature Disentanglement and Multi-Scale Attention—0
Trade-offs in Privacy-Preserving Eye Tracking through Iris Obfuscation: A Benchmarking StudyCode0
Adapting Robot's Explanation for Failures Based on Observed Human Behavior in Human-Robot CollaborationCode0
Iris Style Transfer: Enhancing Iris Recognition with Style Features and Privacy Preservation through Neural Style TransferCode0
SecureGaze: Defending Gaze Estimation Against Backdoor AttacksCode0
Enhancing 3D Gaze Estimation in the Wild using Weak Supervision with Gaze Following Labels—0
Differential Contrastive Training for Gaze Estimation—0
Personalized Federated Learning for Egocentric Video Gaze Estimation with Comprehensive Parameter Frezzing—0
Quantifying the Impact of Motion on 2D Gaze Estimation in Real-World Mobile Interactions—0
3D Prior is All You Need: Cross-Task Few-shot 2D Gaze Estimation—0
UniGaze: Towards Universal Gaze Estimation via Large-scale Pre-Training—0
Improving reliability of uncertainty-aware gaze estimation with probability calibration—0
FIFA: Fine-grained Inter-frame Attention for Driver's Video Gaze Estimation—0
GazeGene: Large-scale Synthetic Gaze Dataset with 3D Eyeball Annotations—0
De^2Gaze: Deformable and Decoupled Representation Learning for 3D Gaze Estimation—0
Gaze Label Alignment: Alleviating Domain Shift for Gaze Estimation—0
Suppressing Uncertainty in 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