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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–150 of 248 papers

TitleStatusHype
From Feature to Gaze: A Generalizable Replacement of Linear Layer for Gaze Estimation—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
Semi-Synthetic Dataset Augmentation for Application-Specific Gaze Estimation—0
Unsupervised Gaze-aware Contrastive Learning with Subject-specific Condition—0
PCFGaze: Physics-Consistent Feature for Appearance-based Gaze Estimation—0
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
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
Accurate Gaze Estimation using an Active-gaze Morphable Model—0
Using Gaze for Behavioural BiometricsCode0
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
Contrastive Weighted Learning for Near-Infrared Gaze Estimation—0
An Effective Deep Network for Head Pose Estimation without Keypoints—0
Jitter Does Matter: Adapting Gaze Estimation to New Domains—0
FreeGaze: Resource-efficient Gaze Estimation via Frequency Domain Contrastive Learning—0
In the Eye of Transformer: Global-Local Correlation for Egocentric Gaze Estimation—0
Gaze Estimation Approach Using Deep Differential Residual Network—0
RAZE: Region Guided Self-Supervised Gaze Representation Learning—0
'Labelling the Gaps': A Weakly Supervised Automatic Eye Gaze EstimationCode0
Free-HeadGAN: Neural Talking Head Synthesis with Explicit Gaze Control—0
Eye Gaze Estimation Model Analysis—0
The One Where They Reconstructed 3D Humans and Environments in TV Shows—0
EllSeg-Gen, towards Domain Generalization for head-mounted eyetrackingCode0
GazeOnce: Real-Time Multi-Person Gaze Estimation—0
Towards Self-Supervised Gaze Estimation—0
Memory-based gaze prediction in deep imitation learning for robot manipulation—0
Learning-by-Novel-View-Synthesis for Full-Face Appearance-Based 3D Gaze EstimationCode0
Pistol: Pupil Invisible Supportive Tool to extract Pupil, Iris, Eye Opening, Eye Movements, Pupil and Iris Gaze Vector, and 2D as well as 3D Gaze—0
Generalizing Gaze Estimation With Rotation Consistency—0
Contrastive Regression for Domain Adaptation on Gaze Estimation—0
Gaze Estimation with Eye Region Segmentation and Self-Supervised Multistream Learning—0
Self-Paced Deep Regression Forests with Consideration of Ranking FairnessCode0
Show:102550
← PrevPage 3 of 5Next →
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