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

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Showing 51–100 of 248 papers

TitleStatusHype
Trade-offs in Privacy-Preserving Eye Tracking through Iris Obfuscation: A Benchmarking StudyCode0
360-Degree Gaze Estimation in the Wild Using Multiple Zoom ScalesCode0
Deep Pictorial Gaze EstimationCode0
Unsupervised Learning of Eye Gaze Representation from the WebCode0
Using Gaze for Behavioural BiometricsCode0
Self-Paced Deep Regression Forests with Consideration of Ranking FairnessCode0
SecureGaze: Defending Gaze Estimation Against Backdoor AttacksCode0
Rotation-Constrained Cross-View Feature Fusion for Multi-View Appearance-based Gaze EstimationCode0
RITnet: Real-time Semantic Segmentation of the Eye for Gaze TrackingCode0
Recurrent CNN for 3D Gaze Estimation using Appearance and Shape CuesCode0
Precise localization of corneal reflections in eye images using deep learning trained on synthetic dataCode0
Faster gaze prediction with dense networks and Fisher pruningCode0
Pupil: An Open Source Platform for Pervasive Eye Tracking and Mobile Gaze-based InteractionCode0
MPIIGaze: Real-World Dataset and Deep Appearance-Based Gaze EstimationCode0
Merging Multiple Datasets for Improved Appearance-Based Gaze EstimationCode0
Mixed Effects Neural Networks (MeNets) With Applications to Gaze EstimationCode0
Studying Person-Specific Pointing and Gaze Behavior for Multimodal Referencing of Outside Objects from a Moving VehicleCode0
Learning Gaze-aware Compositional GANCode0
'Labelling the Gaps': A Weakly Supervised Automatic Eye Gaze EstimationCode0
Learning to Find Eye Region Landmarks for Remote Gaze Estimation in Unconstrained SettingsCode0
Iris Style Transfer: Enhancing Iris Recognition with Style Features and Privacy Preservation through Neural Style TransferCode0
It's Written All Over Your Face: Full-Face Appearance-Based Gaze EstimationCode0
Adapting Robot's Explanation for Failures Based on Observed Human Behavior in Human-Robot CollaborationCode0
EllSeg-Gen, towards Domain Generalization for head-mounted eyetrackingCode0
Learning to Zoom: a Saliency-Based Sampling Layer for Neural NetworksCode0
High-Accuracy Gaze Estimation for Interpolation-Based Eye-Tracking MethodsCode0
Learning-by-Novel-View-Synthesis for Full-Face Appearance-Based 3D Gaze EstimationCode0
Hybrid coarse-fine classification for head pose estimationCode0
Ecological Sampling of Gaze ShiftsCode0
PrivateGaze: Preserving User Privacy in Black-box Mobile Gaze Tracking ServicesCode0
GEM: Context-Aware Gaze EstiMation with Visual Search Behavior Matching for Chest RadiographCode0
Eye Tracking for EveryoneCode0
Inference-Time Gaze Refinement for Micro-Expression Recognition: Enhancing Event-Based Eye Tracking with Motion-Aware Post-ProcessingCode0
Few-Shot Adaptive Gaze EstimationCode0
Photo-Realistic Monocular Gaze Redirection Using Generative Adversarial NetworksCode0
Fine-Grained Head Pose Estimation Without KeypointsCode0
Test-Time Personalization with Meta Prompt for Gaze EstimationCode0
Domain Adaptation Gaze Estimation by Embedding with Prediction Consistency—0
Offset Calibration for Appearance-Based Gaze Estimation via Gaze Decomposition—0
A Hierarchical Generative Model for Eye Image Synthesis and Eye Gaze Estimation—0
DMAGaze: Gaze Estimation Based on Feature Disentanglement and Multi-Scale Attention—0
DHECA-SuperGaze: Dual Head-Eye Cross-Attention and Super-Resolution for Unconstrained Gaze Estimation—0
Appearance-Based Gaze Estimation via Evaluation-Guided Asymmetric Regression—0
Detection of Abnormal Behavior with Self-Supervised Gaze Estimation—0
Appearance-based Gaze Estimation using Attention and Difference Mechanism—0
Accurate Gaze Estimation using an Active-gaze Morphable Model—0
DeeSCo: Deep heterogeneous ensemble with Stochastic Combinatory loss for gaze estimation—0
Appearance-Based Gaze Estimation Using Dilated-Convolutions—0
Facial Pose Estimation by Deep Learning from Label Distributions—0
De^2Gaze: Deformable and Decoupled Representation Learning for 3D 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