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

Showing 2650 of 248 papers

TitleStatusHype
EM-Net: Gaze Estimation with Expectation Maximization Algorithm0
Lightweight Gaze Estimation Model Via Fusion Global Information0
Multi-task Gaze Estimation Via Unidirectional Convolution0
GazeGaussian: High-Fidelity Gaze Redirection with 3D Gaussian Splatting0
LG-Gaze: Learning Geometry-aware Continuous Prompts for Language-Guided Gaze Estimation0
GazeGen: Gaze-Driven User Interaction for Visual Content Generation0
Agent-Guided Gaze Estimation Network by Two-Eye Asymmetry ExplorationCode0
Zero-Shot Pupil Segmentation with SAM 2: A Case Study of Over 14 Million Images0
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 Sensors0
GAZEploit: Remote Keystroke Inference Attack by Gaze Estimation from Avatar Views in VR/MR Devices0
Cross-Dataset Gaze Estimation by Evidential Inter-intra Fusion0
Merging Multiple Datasets for Improved Appearance-Based Gaze EstimationCode0
CondSeg: Ellipse Estimation of Pupil and Iris via Conditioned Segmentation0
Causal Representation-Based Domain Generalization on Gaze Estimation0
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 Bottleneck0
3D Gaze Tracking for Studying Collaborative Interactions in Mixed-Reality Environments0
Nymeria: A Massive Collection of Multimodal Egocentric Daily Motion in the Wild0
ELF-UA: Efficient Label-Free User Adaptation in Gaze Estimation0
Learning Gaze-aware Compositional GANCode0
Improving Domain Generalization on Gaze Estimation via Branch-out Auxiliary Regularization0
Spatio-Temporal Attention and Gaussian Processes for Personalized Video Gaze EstimationCode1
Modeling State Shifting via Local-Global Distillation for Event-Frame Gaze TrackingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RT-GENE single modelAngular Error4.8Unverified
2RT-GENE 2 model ensembleAngular Error4.6Unverified
3RT-GENE 4 model ensembleAngular Error4.3Unverified
4L2CSAngular Error3.92Unverified
5AGE-NetAngular Error3.64Unverified
6FAZEAngular Error3.14Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet-18Angular Error13.5Unverified
2ResNet-18Angular Error12.94Unverified
3L2CSAngular Error10.41Unverified
4MCGazeAngular Error10.02Unverified
#ModelMetricClaimedVerifiedStatus
1RecurrentGaze (Static)Angular Error5.43Unverified
2RecurrentGaze (Temporal)Angular Error5.19Unverified
#ModelMetricClaimedVerifiedStatus
1RecurrentGaze (Temporal)Angular Error3.4Unverified
2RecurrentGaze (Static)Angular Error3.38Unverified
#ModelMetricClaimedVerifiedStatus
1TinyTrackerEuclidean Mean Error (EME)2.34Unverified
2Ensemble CalibrationEuclidean Mean Error (EME)1.77Unverified
#ModelMetricClaimedVerifiedStatus
1ETHXGazeAngular Error4.7Unverified
#ModelMetricClaimedVerifiedStatus
1AGE-NetMean Angle Error4.78Unverified
#ModelMetricClaimedVerifiedStatus
1AGE-NetMean Angle Error3.61Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet18Angular Error8.1Unverified
#ModelMetricClaimedVerifiedStatus
1RT-GENE 4 model ensembleAngular Error7.7Unverified
#ModelMetricClaimedVerifiedStatus
1RT-GENE 4 model ensembleAngular Error5.1Unverified