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
On estimating gaze by self-attention augmented convolutions—0
OpenEDS2020: Open Eyes Dataset—0
Out-of-Sample Extension for Dimensionality Reduction of Noisy Time Series—0
PCFGaze: Physics-Consistent Feature for Appearance-based Gaze Estimation—0
Personalized Federated Learning for Egocentric Video Gaze Estimation with Comprehensive Parameter Frezzing—0
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
Privacy Preserving Gaze Estimation using Synthetic Images via a Randomized Encoding Based Framework—0
PrivatEyes: Appearance-based Gaze Estimation Using Federated Secure Multi-Party Computation—0
Purifying Naturalistic Images through a Real-time Style Transfer Semantics Network—0
Purifying Real Images with an Attention-guided Style Transfer Network for Gaze Estimation—0
Quantifying the Impact of Motion on 2D Gaze Estimation in Real-World Mobile Interactions—0
RAZE: Region Guided Self-Supervised Gaze Representation Learning—0
Real Time Eye Gaze Tracking With 3D Deformable Eye-Face Model—0
ReDirTrans: Latent-to-Latent Translation for Gaze and Head Redirection—0
Rendering of Eyes for Eye-Shape Registration and Gaze Estimation—0
Rendering refraction and reflection of eyeglasses for synthetic eye tracker images—0
SalGaze: Personalizing Gaze Estimation Using Visual Saliency—0
Semi-supervised Contrastive Regression for Estimation of Eye Gaze—0
Semi-Synthetic Dataset Augmentation for Application-Specific Gaze Estimation—0
Simulated+Unsupervised Learning With Adaptive Data Generation and Bidirectional Mappings—0
SLYKLatent: A Learning Framework for Gaze Estimation Using Deep Facial Feature Learning—0
Suppressing Uncertainty in Gaze Estimation—0
TabletGaze: Unconstrained Appearance-based Gaze Estimation in Mobile Tablets—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
The One Where They Reconstructed 3D Humans and Environments in TV Shows—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