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 201–248 of 248 papers

TitleStatusHype
Unsupervised Learning of Eye Gaze Representation from the WebCode0
Photo-Realistic Monocular Gaze Redirection Using Generative Adversarial NetworksCode0
Appearance-Based Gaze Estimation Using Dilated-Convolutions—0
Purifying Naturalistic Images through a Real-time Style Transfer Semantics Network—0
LPM: Learnable Pooling Module for Efficient Full-Face Gaze Estimation—0
Hybrid coarse-fine classification for head pose estimationCode0
Unsupervised Domain Adaptation for Learning Eye Gaze from a Million Synthetic Images: An Adversarial Approach—0
Guiding Intelligent Surveillance System by learning-by-synthesis gaze estimation—0
Learning to Zoom: a Saliency-Based Sampling Layer for Neural NetworksCode0
RT-GENE: Real-Time Eye Gaze Estimation in Natural EnvironmentsCode1
Appearance-Based Gaze Estimation via Evaluation-Guided Asymmetric Regression—0
In the Eye of Beholder: Joint Learning of Gaze and Actions in First Person Video—0
Deep Pictorial Gaze EstimationCode0
Learning to Personalize in Appearance-Based Gaze Tracking—0
Efficient CNN Implementation for Eye-Gaze Estimation on Low-Power/Low-Quality Consumer Imaging Systems—0
A Hierarchical Generative Model for Eye Image Synthesis and Eye Gaze Estimation—0
Learning to Find Eye Region Landmarks for Remote Gaze Estimation in Unconstrained SettingsCode0
Recurrent CNN for 3D Gaze Estimation using Appearance and Shape CuesCode0
Light-weight Head Pose Invariant Gaze Tracking—0
Faster gaze prediction with dense networks and Fisher pruningCode0
Simulated+Unsupervised Learning With Adaptive Data Generation and Bidirectional Mappings—0
GazeGAN - Unpaired Adversarial Image Generation for Gaze Estimation—0
MPIIGaze: Real-World Dataset and Deep Appearance-Based Gaze EstimationCode0
Gazing into the Abyss: Real-time Gaze Estimation—0
Fine-Grained Head Pose Estimation Without KeypointsCode0
Real Time Eye Gaze Tracking With 3D Deformable Eye-Face Model—0
Efficient Eye Typing with 9-direction Gaze Estimation—0
Computer Vision System for Eye Gaze Tracking—0
GazeDirector: Fully Articulated Eye Gaze Redirection in Video—0
Learning from Simulated and Unsupervised Images through Adversarial TrainingCode1
It's Written All Over Your Face: Full-Face Appearance-Based Gaze EstimationCode0
What Can Be Predicted from Six Seconds of Driver Glances?—0
Out-of-Sample Extension for Dimensionality Reduction of Noisy Time Series—0
Eye Tracking for EveryoneCode0
Learning Reconstruction-Based Remote Gaze Estimation—0
Highly accurate gaze estimation using a consumer RGB-depth sensor—0
Human Attention Estimation for Natural Images: An Automatic Gaze Refinement Approach—0
3D Gaze Estimation from 2D Pupil Positions on Monocular Head-Mounted Eye Trackers—0
Rendering refraction and reflection of eyeglasses for synthetic eye tracker images—0
TabletGaze: Unconstrained Appearance-based Gaze Estimation in Mobile Tablets—0
Rendering of Eyes for Eye-Shape Registration and Gaze Estimation—0
GazeDPM: Early Integration of Gaze Information in Deformable Part Models—0
A Video Database of Human Faces under Near Infra-Red Illumination for Human Computer Interaction Aplications—0
Appearance-Based Gaze Estimation in the WildCode0
Learning-by-Synthesis for Appearance-based 3D Gaze Estimation—0
Geometric Generative Gaze Estimation (G3E) for Remote RGB-D Cameras—0
Pupil: An Open Source Platform for Pervasive Eye Tracking and Mobile Gaze-based InteractionCode0
Ecological Sampling of Gaze ShiftsCode0
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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