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

Showing 101150 of 248 papers

TitleStatusHype
Gaze estimation problem tackled through synthetic images0
Benefits of temporal information for appearance-based gaze estimation0
Bayesian Eye Tracking0
Gaze Estimation with Eye Region Segmentation and Self-Supervised Multistream Learning0
GazeForensics: DeepFake Detection via Gaze-guided Spatial Inconsistency Learning0
GazeGAN - Unpaired Adversarial Image Generation for Gaze Estimation0
GazeGaussian: High-Fidelity Gaze Redirection with 3D Gaussian Splatting0
GazeGene: Large-scale Synthetic Gaze Dataset with 3D Eyeball Annotations0
GazeGen: Gaze-Driven User Interaction for Visual Content Generation0
Gaze Label Alignment: Alleviating Domain Shift for Gaze Estimation0
Gaze-Net: Appearance-Based Gaze Estimation using Capsule Networks0
GazeOnce: Real-Time Multi-Person Gaze Estimation0
GAZEploit: Remote Keystroke Inference Attack by Gaze Estimation from Avatar Views in VR/MR Devices0
Gaze-Sensing LEDs for Head Mounted Displays0
Gazing into the Abyss: Real-time Gaze Estimation0
A Video Database of Human Faces under Near Infra-Red Illumination for Human Computer Interaction Aplications0
Suppressing Uncertainty in Gaze Estimation0
Generalizing Eye Tracking With Bayesian Adversarial Learning0
A Review of Driver Gaze Estimation and Application in Gaze Behavior Understanding0
Generalizing Gaze Estimation With Rotation Consistency0
Geometric Generative Gaze Estimation (G3E) for Remote RGB-D Cameras0
GFIE: A Dataset and Baseline for Gaze-Following From 2D to 3D in Indoor Environments0
Appearance Debiased Gaze Estimation via Stochastic Subject-Wise Adversarial Learning0
Offset Calibration for Appearance-Based Gaze Estimation via Gaze Decomposition0
Guiding Intelligent Surveillance System by learning-by-synthesis gaze estimation0
Appearance-Based Gaze Estimation via Evaluation-Guided Asymmetric Regression0
TabletGaze: Unconstrained Appearance-based Gaze Estimation in Mobile Tablets0
High-Fidelity Eye Animatable Neural Radiance Fields for Human Face0
Highly accurate gaze estimation using a consumer RGB-depth sensor0
How far are we from quantifying visual attention in mobile HCI?0
Human Attention Estimation for Natural Images: An Automatic Gaze Refinement Approach0
Vulnerability of Appearance-based Gaze Estimation0
HybridGazeNet: Geometric model guided Convolutional Neural Networks for gaze estimation0
Image based Eye Gaze Tracking and its Applications0
Improving Domain Generalization on Gaze Estimation via Branch-out Auxiliary Regularization0
Improving Few-Shot User-Specific Gaze Adaptation via Gaze Redirection Synthesis0
Improving reliability of uncertainty-aware gaze estimation with probability calibration0
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 Types0
In the Eye of Beholder: Joint Learning of Gaze and Actions in First Person Video0
In the Eye of the Beholder: Gaze and Actions in First Person Video0
In the Eye of Transformer: Global-Local Correlation for Egocentric Gaze Estimation0
Appearance-based Gaze Estimation using Attention and Difference Mechanism0
The One Where They Reconstructed 3D Humans and Environments in TV Shows0
A Coarse-to-Fine Adaptive Network for Appearance-Based Gaze Estimation0
Jitter Does Matter: Adapting Gaze Estimation to New Domains0
Appearance-Based Gaze Estimation Using Dilated-Convolutions0
Accurate Gaze Estimation using an Active-gaze Morphable Model0
Learning to Personalize in Appearance-Based Gaze Tracking0
Towards mitigating uncann(eye)ness in face swaps via gaze-centric loss terms0
Learning-by-Synthesis for Appearance-based 3D Gaze Estimation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RT-GENE single modelAngular Error4.8Unverified
2RT-GENE 2 model ensembleAngular Error4.6Unverified
3RT-GENE 4 model ensembleAngular Error4.3Unverified
4L2CSAngular Error3.92Unverified
5AGE-NetAngular Error3.64Unverified
6FAZEAngular Error3.14Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet-18Angular Error13.5Unverified
2ResNet-18Angular Error12.94Unverified
3L2CSAngular Error10.41Unverified
4MCGazeAngular Error10.02Unverified
#ModelMetricClaimedVerifiedStatus
1RecurrentGaze (Static)Angular Error5.43Unverified
2RecurrentGaze (Temporal)Angular Error5.19Unverified
#ModelMetricClaimedVerifiedStatus
1RecurrentGaze (Temporal)Angular Error3.4Unverified
2RecurrentGaze (Static)Angular Error3.38Unverified
#ModelMetricClaimedVerifiedStatus
1TinyTrackerEuclidean Mean Error (EME)2.34Unverified
2Ensemble CalibrationEuclidean Mean Error (EME)1.77Unverified
#ModelMetricClaimedVerifiedStatus
1ETHXGazeAngular Error4.7Unverified
#ModelMetricClaimedVerifiedStatus
1AGE-NetMean Angle Error4.78Unverified
#ModelMetricClaimedVerifiedStatus
1AGE-NetMean Angle Error3.61Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet18Angular Error8.1Unverified
#ModelMetricClaimedVerifiedStatus
1RT-GENE 4 model ensembleAngular Error7.7Unverified
#ModelMetricClaimedVerifiedStatus
1RT-GENE 4 model ensembleAngular Error5.1Unverified