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
In the Eye of Transformer: Global-Local Correlation for Egocentric Gaze Estimation0
Appearance Debiased Gaze Estimation via Stochastic Subject-Wise Adversarial Learning0
GA3CE: Unconstrained 3D Gaze Estimation with Gaze-Aware 3D Context Encoding0
3D Gaze Estimation from 2D Pupil Positions on Monocular Head-Mounted Eye Trackers0
3D Gaze Tracking for Studying Collaborative Interactions in Mixed-Reality Environments0
3D Prior is All You Need: Cross-Task Few-shot 2D Gaze Estimation0
Accurate Gaze Estimation using an Active-gaze Morphable Model0
A Coarse-to-Fine Adaptive Network for Appearance-Based Gaze Estimation0
Adaptive Feature Fusion Network for Gaze Tracking in Mobile Tablets0
A Differential Approach for Gaze Estimation0
A Generalized and Robust Method Towards Practical Gaze Estimation on Smart Phone0
A Generalized Label Shift Perspective for Cross-Domain Gaze Estimation0
A Hierarchical Generative Model for Eye Image Synthesis and Eye Gaze Estimation0
A High-Level Description and Performance Evaluation of Pupil Invisible0
An Effective Deep Network for Head Pose Estimation without Keypoints0
An Efficient Point of Gaze Estimator for Low-Resolution Imaging Systems Using Extracted Ocular Features Based Neural Architecture0
An End-to-End Review of Gaze Estimation and its Interactive Applications on Handheld Mobile Devices0
An Intelligent and Low-cost Eye-tracking System for Motorized Wheelchair Control0
An Interpretable and Attention-based Method for Gaze Estimation Using Electroencephalography0
A Novel Binocular Eye-Tracking SystemWith Stereo Stimuli for 3D Gaze Estimation0
Learning to Personalize in Appearance-Based Gaze Tracking0
Appearance-Based Gaze Estimation Using Dilated-Convolutions0
Appearance-based Gaze Estimation using Attention and Difference Mechanism0
Appearance-Based Gaze Estimation via Evaluation-Guided Asymmetric Regression0
Offset Calibration for Appearance-Based Gaze Estimation via Gaze Decomposition0
A Review of Driver Gaze Estimation and Application in Gaze Behavior Understanding0
A Video Database of Human Faces under Near Infra-Red Illumination for Human Computer Interaction Aplications0
Bayesian Eye Tracking0
Benefits of temporal information for appearance-based gaze estimation0
Boosting Image-based Mutual Gaze Detection using Pseudo 3D Gaze0
Causal Representation-Based Domain Generalization on Gaze Estimation0
Differential Contrastive Training for Gaze Estimation0
CLIP-Gaze: Towards General Gaze Estimation via Visual-Linguistic Model0
Comparative Analysis of Kinect-Based and Oculus-Based Gaze Region Estimation Methods in a Driving Simulator0
Computer Vision System for Eye Gaze Tracking0
CondSeg: Ellipse Estimation of Pupil and Iris via Conditioned Segmentation0
Confidence-aware 3D Gaze Estimation and Evaluation Metric0
Contrastive Regression for Domain Adaptation on Gaze Estimation0
Contrastive Weighted Learning for Near-Infrared Gaze Estimation0
Cross-Dataset Gaze Estimation by Evidential Inter-intra Fusion0
CrossGaze: A Strong Method for 3D Gaze Estimation in the Wild0
De^2Gaze: Deformable and Decoupled Representation Learning for 3D Gaze Estimation0
Facial Pose Estimation by Deep Learning from Label Distributions0
MTGLS: Multi-Task Gaze Estimation with Limited Supervision0
Multi-task Gaze Estimation Via Unidirectional Convolution0
NeRF-Gaze: A Head-Eye Redirection Parametric Model for Gaze Estimation0
Neuro-Inspired Eye Tracking With Eye Movement Dynamics0
Non-contact Real time Eye Gaze Mapping System Based on Deep Convolutional Neural Network0
Nymeria: A Massive Collection of Multimodal Egocentric Daily Motion in the Wild0
Ocular Authentication: Fusion of Gaze and Periocular Modalities0
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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