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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 51–100 of 248 papers

TitleStatusHype
DMAGaze: Gaze Estimation Based on Feature Disentanglement and Multi-Scale Attention—0
Trade-offs in Privacy-Preserving Eye Tracking through Iris Obfuscation: A Benchmarking StudyCode0
Adapting Robot's Explanation for Failures Based on Observed Human Behavior in Human-Robot CollaborationCode0
Iris Style Transfer: Enhancing Iris Recognition with Style Features and Privacy Preservation through Neural Style TransferCode0
SecureGaze: Defending Gaze Estimation Against Backdoor AttacksCode0
Differential Contrastive Training for Gaze Estimation—0
Enhancing 3D Gaze Estimation in the Wild using Weak Supervision with Gaze Following Labels—0
Personalized Federated Learning for Egocentric Video Gaze Estimation with Comprehensive Parameter Frezzing—0
Quantifying the Impact of Motion on 2D Gaze Estimation in Real-World Mobile Interactions—0
3D Prior is All You Need: Cross-Task Few-shot 2D Gaze Estimation—0
UniGaze: Towards Universal Gaze Estimation via Large-scale Pre-Training—0
Improving reliability of uncertainty-aware gaze estimation with probability calibration—0
De^2Gaze: Deformable and Decoupled Representation Learning for 3D Gaze Estimation—0
FIFA: Fine-grained Inter-frame Attention for Driver's Video Gaze Estimation—0
GazeGene: Large-scale Synthetic Gaze Dataset with 3D Eyeball Annotations—0
Gaze Label Alignment: Alleviating Domain Shift for Gaze Estimation—0
Suppressing Uncertainty in Gaze Estimation—0
EM-Net: Gaze Estimation with Expectation Maximization Algorithm—0
Multi-task Gaze Estimation Via Unidirectional Convolution—0
Lightweight Gaze Estimation Model Via Fusion Global Information—0
GazeGaussian: High-Fidelity Gaze Redirection with 3D Gaussian Splatting—0
LG-Gaze: Learning Geometry-aware Continuous Prompts for Language-Guided Gaze Estimation—0
GazeGen: Gaze-Driven User Interaction for Visual Content Generation—0
Agent-Guided Gaze Estimation Network by Two-Eye Asymmetry ExplorationCode0
Zero-Shot Pupil Segmentation with SAM 2: A Case Study of Over 14 Million Images—0
Upper-Body Pose-based Gaze Estimation for Privacy-Preserving 3D Gaze Target DetectionCode0
Energy-Efficient & Real-Time Computer Vision with Intelligent Skipping via Reconfigurable CMOS Image Sensors—0
GAZEploit: Remote Keystroke Inference Attack by Gaze Estimation from Avatar Views in VR/MR Devices—0
Cross-Dataset Gaze Estimation by Evidential Inter-intra Fusion—0
Merging Multiple Datasets for Improved Appearance-Based Gaze EstimationCode0
CondSeg: Ellipse Estimation of Pupil and Iris via Conditioned Segmentation—0
Causal Representation-Based Domain Generalization on Gaze Estimation—0
GEM: Context-Aware Gaze EstiMation with Visual Search Behavior Matching for Chest RadiographCode0
PrivateGaze: Preserving User Privacy in Black-box Mobile Gaze Tracking ServicesCode0
Learning Unsupervised Gaze Representation via Eye Mask Driven Information Bottleneck—0
3D Gaze Tracking for Studying Collaborative Interactions in Mixed-Reality Environments—0
Nymeria: A Massive Collection of Multimodal Egocentric Daily Motion in the Wild—0
ELF-UA: Efficient Label-Free User Adaptation in Gaze Estimation—0
Learning Gaze-aware Compositional GANCode0
Improving Domain Generalization on Gaze Estimation via Branch-out Auxiliary Regularization—0
What Do You See in Vehicle? Comprehensive Vision Solution for In-Vehicle Gaze Estimation—0
CLIP-Gaze: Towards General Gaze Estimation via Visual-Linguistic Model—0
PrivatEyes: Appearance-based Gaze Estimation Using Federated Secure Multi-Party Computation—0
CrossGaze: A Strong Method for 3D Gaze Estimation in the Wild—0
Towards mitigating uncann(eye)ness in face swaps via gaze-centric loss terms—0
Comparative Analysis of Kinect-Based and Oculus-Based Gaze Region Estimation Methods in a Driving Simulator—0
SLYKLatent: A Learning Framework for Gaze Estimation Using Deep Facial Feature Learning—0
Appearance Debiased Gaze Estimation via Stochastic Subject-Wise Adversarial Learning—0
Test-Time Personalization with Meta Prompt for Gaze EstimationCode0
From Feature to Gaze: A Generalizable Replacement of Linear Layer for Gaze Estimation—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