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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 51–100 of 248 papers

TitleStatusHype
What Do You See in Vehicle? Comprehensive Vision Solution for In-Vehicle Gaze Estimation—0
CLIP-Gaze: Towards General Gaze Estimation via Visual-Linguistic Model—0
PrivatEyes: Appearance-based Gaze Estimation Using Federated Secure Multi-Party Computation—0
TransGOP: Transformer-Based Gaze Object PredictionCode1
CrossGaze: A Strong Method for 3D Gaze Estimation in the Wild—0
Towards mitigating uncann(eye)ness in face swaps via gaze-centric loss terms—0
Comparative Analysis of Kinect-Based and Oculus-Based Gaze Region Estimation Methods in a Driving Simulator—0
SLYKLatent: A Learning Framework for Gaze Estimation Using Deep Facial Feature Learning—0
Appearance Debiased Gaze Estimation via Stochastic Subject-Wise Adversarial Learning—0
Test-Time Personalization with Meta Prompt for Gaze EstimationCode0
From Feature to Gaze: A Generalizable Replacement of Linear Layer for Gaze Estimation—0
Unsupervised Gaze Representation Learning from Multi-view Face Images—0
Low-cost Geometry-based Eye Gaze Detection using Facial Landmarks Generated through Deep Learning—0
GazeCLIP: Towards Enhancing Gaze Estimation via Text Guidance—0
UVAGaze: Unsupervised 1-to-2 Views Adaptation for Gaze EstimationCode0
Appearance-based gaze estimation enhanced with synthetic images using deep neural networksCode0
Zero-Shot Segmentation of Eye Features Using the Segment Anything Model (SAM)Code0
GazeForensics: DeepFake Detection via Gaze-guided Spatial Inconsistency Learning—0
End-to-end Video Gaze Estimation via Capturing Head-face-eye Spatial-temporal Interaction ContextCode1
Semi-Synthetic Dataset Augmentation for Application-Specific Gaze Estimation—0
LEyes: A Lightweight Framework for Deep Learning-Based Eye Tracking using Synthetic Eye ImagesCode1
Unsupervised Gaze-aware Contrastive Learning with Subject-specific Condition—0
PCFGaze: Physics-Consistent Feature for Appearance-based Gaze Estimation—0
Gaze Estimation on SpresenseCode1
DVGaze: Dual-View Gaze EstimationCode1
Investigation of Architectures and Receptive Fields for Appearance-based Gaze EstimationCode1
An Interpretable and Attention-based Method for Gaze Estimation Using Electroencephalography—0
Semi-supervised Contrastive Regression for Estimation of Eye Gaze—0
High-Fidelity Eye Animatable Neural Radiance Fields for Human Face—0
TinyTracker: Ultra-Fast and Ultra-Low-Power Edge Vision In-Sensor for Gaze EstimationCode1
A Review of Driver Gaze Estimation and Application in Gaze Behavior Understanding—0
An End-to-End Review of Gaze Estimation and its Interactive Applications on Handheld Mobile Devices—0
Domain-Adaptive Full-Face Gaze Estimation via Novel-View-Synthesis and Feature DisentanglementCode0
Eye-tracked Virtual Reality: A Comprehensive Survey on Methods and Privacy Challenges—0
Rotation-Constrained Cross-View Feature Fusion for Multi-View Appearance-based Gaze EstimationCode0
ReDirTrans: Latent-to-Latent Translation for Gaze and Head Redirection—0
EFE: End-to-end Frame-to-Gaze Estimation—0
FR-Net:A Light-weight FFT Residual Net For Gaze Estimation—0
Precise localization of corneal reflections in eye images using deep learning trained on synthetic dataCode0
Confidence-aware 3D Gaze Estimation and Evaluation Metric—0
Toward Super-Resolution for Appearance-Based Gaze Estimation—0
Electrode Clustering and Bandpass Analysis of EEG Data for Gaze Estimation—0
Towards Precision in Appearance-based Gaze Estimation in the WildCode1
Accurate Gaze Estimation using an Active-gaze Morphable Model—0
Using Gaze for Behavioural BiometricsCode0
Source-Free Adaptive Gaze Estimation by Uncertainty ReductionCode1
GFIE: A Dataset and Baseline for Gaze-Following From 2D to 3D in Indoor Environments—0
NeRF-Gaze: A Head-Eye Redirection Parametric Model for Gaze Estimation—0
3DGazeNet: Generalizing Gaze Estimation with Weak-Supervision from Synthetic ViewsCode1
One Eye is All You Need: Lightweight Ensembles for Gaze Estimation with Single EncodersCode1
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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