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 176–200 of 248 papers

TitleStatusHype
NeRF-Gaze: A Head-Eye Redirection Parametric Model for Gaze Estimation—0
Neuro-Inspired Eye Tracking With Eye Movement Dynamics—0
Non-contact Real time Eye Gaze Mapping System Based on Deep Convolutional Neural Network—0
Nymeria: A Massive Collection of Multimodal Egocentric Daily Motion in the Wild—0
Ocular Authentication: Fusion of Gaze and Periocular Modalities—0
An Efficient Point of Gaze Estimator for Low-Resolution Imaging Systems Using Extracted Ocular Features Based Neural Architecture—0
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
Unsupervised Domain Adaptation for Learning Eye Gaze from a Million Synthetic Images: An Adversarial Approach—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
Unsupervised Gaze-aware Contrastive Learning with Subject-specific Condition—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
Unsupervised Gaze Representation Learning from Multi-view Face Images—0
An Effective Deep Network for Head Pose Estimation without Keypoints—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
GA3CE: Unconstrained 3D Gaze Estimation with Gaze-Aware 3D Context Encoding—0
ReDirTrans: Latent-to-Latent Translation for Gaze and Head Redirection—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