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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 1–50 of 248 papers

TitleStatusHype
MobileOne: An Improved One millisecond Mobile BackboneCode2
L2CS-Net: Fine-Grained Gaze Estimation in Unconstrained EnvironmentsCode2
Spatio-Temporal Attention and Gaussian Processes for Personalized Video Gaze EstimationCode1
Modeling State Shifting via Local-Global Distillation for Event-Frame Gaze TrackingCode1
TransGOP: Transformer-Based Gaze Object PredictionCode1
End-to-end Video Gaze Estimation via Capturing Head-face-eye Spatial-temporal Interaction ContextCode1
LEyes: A Lightweight Framework for Deep Learning-Based Eye Tracking using Synthetic Eye ImagesCode1
Gaze Estimation on SpresenseCode1
DVGaze: Dual-View Gaze EstimationCode1
Investigation of Architectures and Receptive Fields for Appearance-based Gaze EstimationCode1
TinyTracker: Ultra-Fast and Ultra-Low-Power Edge Vision In-Sensor for Gaze EstimationCode1
Towards Precision in Appearance-based Gaze Estimation in the WildCode1
Source-Free Adaptive Gaze Estimation by Uncertainty ReductionCode1
3DGazeNet: Generalizing Gaze Estimation with Weak-Supervision from Synthetic ViewsCode1
One Eye is All You Need: Lightweight Ensembles for Gaze Estimation with Single EncodersCode1
Contrastive Representation Learning for Gaze EstimationCode1
LatentGaze: Cross-Domain Gaze Estimation through Gaze-Aware Analytic Latent Code ManipulationCode1
HAZE-Net: High-Frequency Attentive Super-Resolved Gaze Estimation in Low-Resolution Face ImagesCode1
Multimodal Across Domains Gaze Target DetectionCode1
Multistream Gaze Estimation with Anatomical Eye Region Isolation by Synthetic to Real Transfer LearningCode1
Resolving Camera Position for a Practical Application of Gaze Estimation on Edge DevicesCode1
Dynamic 3D Gaze From Afar: Deep Gaze Estimation From Temporal Eye-Head-Body CoordinationCode1
GaTector: A Unified Framework for Gaze Object PredictionCode1
FLAME: Facial Landmark Heatmap Activated Multimodal Gaze EstimationCode1
Automatic Gaze Analysis: A Survey of Deep Learning based ApproachesCode1
Generalizing Gaze Estimation with Outlier-guided Collaborative AdaptationCode1
Gaze Estimation with an Ensemble of Four ArchitecturesCode1
The Story in Your Eyes: An Individual-difference-aware Model for Cross-person Gaze EstimationCode1
Gaze Estimation using TransformerCode1
GOO: A Dataset for Gaze Object Prediction in Retail EnvironmentsCode1
Weakly-Supervised Physically Unconstrained Gaze EstimationCode1
Appearance-based Gaze Estimation With Deep Learning: A Review and BenchmarkCode1
PureGaze: Purifying Gaze Feature for Generalizable Gaze EstimationCode1
Goal-Oriented Gaze Estimation for Zero-Shot LearningCode1
Cross-Encoder for Unsupervised Gaze Representation LearningCode1
Self-Learning Transformations for Improving Gaze and Head RedirectionCode1
ETH-XGaze: A Large Scale Dataset for Gaze Estimation under Extreme Head Pose and Gaze VariationCode1
Gaze Preserving CycleGANs for Eyeglass Removal & Persistent Gaze EstimationCode1
Towards High Performance Low Complexity Calibration in Appearance Based Gaze EstimationCode1
RT-BENE: A Dataset and Baselines for Real-Time Blink Estimation in Natural EnvironmentsCode1
RT-GENE: Real-Time Eye Gaze Estimation in Natural EnvironmentsCode1
Learning from Simulated and Unsupervised Images through Adversarial TrainingCode1
Inference-Time Gaze Refinement for Micro-Expression Recognition: Enhancing Event-Based Eye Tracking with Motion-Aware Post-ProcessingCode0
Evaluating Sensitivity Parameters in Smartphone-Based Gaze Estimation: A Comparative Study of Appearance-Based and Infrared Eye Trackers—0
MAC-Gaze: Motion-Aware Continual Calibration for Mobile Gaze Tracking—0
MAGE: A Multi-task Architecture for Gaze Estimation with an Efficient Calibration Module—0
Ocular Authentication: Fusion of Gaze and Periocular Modalities—0
A Generalized Label Shift Perspective for Cross-Domain Gaze Estimation—0
GA3CE: Unconstrained 3D Gaze Estimation with Gaze-Aware 3D Context Encoding—0
DHECA-SuperGaze: Dual Head-Eye Cross-Attention and Super-Resolution for Unconstrained 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