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 51100 of 248 papers

TitleStatusHype
De^2Gaze: Deformable and Decoupled Representation Learning for 3D Gaze Estimation0
A Generalized Label Shift Perspective for Cross-Domain Gaze Estimation0
Appearance-Based Gaze Estimation Using Dilated-Convolutions0
DeeSCo: Deep heterogeneous ensemble with Stochastic Combinatory loss for gaze estimation0
Gaze Label Alignment: Alleviating Domain Shift for Gaze Estimation0
Detection of Abnormal Behavior with Self-Supervised Gaze Estimation0
DHECA-SuperGaze: Dual Head-Eye Cross-Attention and Super-Resolution for Unconstrained Gaze Estimation0
DMAGaze: Gaze Estimation Based on Feature Disentanglement and Multi-Scale Attention0
Domain Adaptation Gaze Estimation by Embedding with Prediction Consistency0
Offset Calibration for Appearance-Based Gaze Estimation via Gaze Decomposition0
CrossGaze: A Strong Method for 3D Gaze Estimation in the Wild0
A Generalized and Robust Method Towards Practical Gaze Estimation on Smart Phone0
Cross-Dataset Gaze Estimation by Evidential Inter-intra Fusion0
Contrastive Weighted Learning for Near-Infrared Gaze Estimation0
Learning to Personalize in Appearance-Based Gaze Tracking0
3D Prior is All You Need: Cross-Task Few-shot 2D Gaze Estimation0
Gaze-Net: Appearance-Based Gaze Estimation using Capsule Networks0
Gaze-Sensing LEDs for Head Mounted Displays0
A Novel Binocular Eye-Tracking SystemWith Stereo Stimuli for 3D Gaze Estimation0
Contrastive Regression for Domain Adaptation on Gaze Estimation0
A Differential Approach for Gaze Estimation0
Confidence-aware 3D Gaze Estimation and Evaluation Metric0
CondSeg: Ellipse Estimation of Pupil and Iris via Conditioned Segmentation0
An Interpretable and Attention-based Method for Gaze Estimation Using Electroencephalography0
GazeGAN - Unpaired Adversarial Image Generation for Gaze Estimation0
FIFA: Fine-grained Inter-frame Attention for Driver's Video Gaze Estimation0
3D Gaze Tracking for Studying Collaborative Interactions in Mixed-Reality Environments0
Gaze Estimation with Eye Region Segmentation and Self-Supervised Multistream Learning0
CLIP-Gaze: Towards General Gaze Estimation via Visual-Linguistic Model0
Eye-tracked Virtual Reality: A Comprehensive Survey on Methods and Privacy Challenges0
Differential Contrastive Training for Gaze Estimation0
EyeNet: A Multi-Task Network for Off-Axis Eye Gaze Estimation and User Understanding0
Comparative Analysis of Kinect-Based and Oculus-Based Gaze Region Estimation Methods in a Driving Simulator0
An Intelligent and Low-cost Eye-tracking System for Motorized Wheelchair Control0
Eye-gaze Estimation with HEOG and Neck EMG using Deep Neural Networks0
Computer Vision System for Eye Gaze Tracking0
Adaptive Feature Fusion Network for Gaze Tracking in Mobile Tablets0
FreeGaze: Resource-efficient Gaze Estimation via Frequency Domain Contrastive Learning0
Free-HeadGAN: Neural Talking Head Synthesis with Explicit Gaze Control0
FR-Net:A Light-weight FFT Residual Net For Gaze Estimation0
From Feature to Gaze: A Generalizable Replacement of Linear Layer for Gaze Estimation0
GazeForensics: DeepFake Detection via Gaze-guided Spatial Inconsistency Learning0
GazeGaussian: High-Fidelity Gaze Redirection with 3D Gaussian Splatting0
GazeCLIP: Towards Enhancing Gaze Estimation via Text Guidance0
GazeDirector: Fully Articulated Eye Gaze Redirection in Video0
GazeDPM: Early Integration of Gaze Information in Deformable Part Models0
Gaze Estimation Approach Using Deep Differential Residual Network0
Gaze Estimation for Assisted Living Environments0
Eye Gaze Estimation Model Analysis0
Evaluating Sensitivity Parameters in Smartphone-Based Gaze Estimation: A Comparative Study of Appearance-Based and Infrared Eye Trackers0
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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