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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 76–100 of 248 papers

TitleStatusHype
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