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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–75 of 248 papers

TitleStatusHype
Appearance-Based Gaze Estimation in the WildCode0
Precise localization of corneal reflections in eye images using deep learning trained on synthetic dataCode0
Recurrent CNN for 3D Gaze Estimation using Appearance and Shape CuesCode0
Pupil: An Open Source Platform for Pervasive Eye Tracking and Mobile Gaze-based InteractionCode0
Appearance-based gaze estimation enhanced with synthetic images using deep neural networksCode0
MPIIGaze: Real-World Dataset and Deep Appearance-Based Gaze EstimationCode0
360-Degree Gaze Estimation in the Wild Using Multiple Zoom ScalesCode0
Studying Person-Specific Pointing and Gaze Behavior for Multimodal Referencing of Outside Objects from a Moving VehicleCode0
Learning to Find Eye Region Landmarks for Remote Gaze Estimation in Unconstrained SettingsCode0
Learning to Zoom: a Saliency-Based Sampling Layer for Neural NetworksCode0
Learning-by-Novel-View-Synthesis for Full-Face Appearance-Based 3D Gaze EstimationCode0
Learning Gaze-aware Compositional GANCode0
It's Written All Over Your Face: Full-Face Appearance-Based Gaze EstimationCode0
'Labelling the Gaps': A Weakly Supervised Automatic Eye Gaze EstimationCode0
Iris Style Transfer: Enhancing Iris Recognition with Style Features and Privacy Preservation through Neural Style TransferCode0
Merging Multiple Datasets for Improved Appearance-Based Gaze EstimationCode0
High-Accuracy Gaze Estimation for Interpolation-Based Eye-Tracking MethodsCode0
GEM: Context-Aware Gaze EstiMation with Visual Search Behavior Matching for Chest RadiographCode0
Adapting Robot's Explanation for Failures Based on Observed Human Behavior in Human-Robot CollaborationCode0
EllSeg-Gen, towards Domain Generalization for head-mounted eyetrackingCode0
Hybrid coarse-fine classification for head pose estimationCode0
Gaze360: Physically Unconstrained Gaze Estimation in the WildCode0
Fine-Grained Head Pose Estimation Without KeypointsCode0
Eye Tracking for EveryoneCode0
Faster gaze prediction with dense networks and Fisher pruningCode0
Show:102550
← PrevPage 3 of 10Next →
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