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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–50 of 248 papers

Title	Date	Tasks	Status	Hype	Score
FLAME: Facial Landmark Heatmap Activated Multimodal Gaze Estimation	Oct 10, 2021	Gaze Estimation	CodeCode Available	1	5
GaTector: A Unified Framework for Gaze Object Prediction	Dec 7, 2021	Gaze EstimationGaze Prediction	CodeCode Available	1	5
Learning-by-Novel-View-Synthesis for Full-Face Appearance-Based 3D Gaze Estimation	Jan 20, 2022	3D Face ReconstructionData Augmentation	CodeCode Available	0	5
Agent-Guided Gaze Estimation Network by Two-Eye Asymmetry Exploration	Oct 30, 2024	Gaze Estimationregression	CodeCode Available	0	5
'Labelling the Gaps': A Weakly Supervised Automatic Eye Gaze Estimation	Aug 3, 2022	Gaze Estimation	CodeCode Available	0	5
Appearance-Based Gaze Estimation in the Wild	Apr 11, 2015	Gaze Estimation	CodeCode Available	0	5
Iris Style Transfer: Enhancing Iris Recognition with Style Features and Privacy Preservation through Neural Style Transfer	Mar 6, 2025	Gaze EstimationIris Recognition	CodeCode Available	0	5
Appearance-based gaze estimation enhanced with synthetic images using deep neural networks	Nov 23, 2023	4kFace Detection	CodeCode Available	0	5
High-Accuracy Gaze Estimation for Interpolation-Based Eye-Tracking Methods	Sep 15, 2021	Gaze Estimation	CodeCode Available	0	5
360-Degree Gaze Estimation in the Wild Using Multiple Zoom Scales	Sep 15, 2020	Gaze Estimation	CodeCode Available	0	5

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All datasets MPII Gaze Gaze360 EYEDIAP (floating target)EYEDIAP (screen target)GazeCapture ETH-XGaze EYEDIAP MPIIGaze MPSGaze RT-GENE UT Multi-view

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	RT-GENE single model	Angular Error	4.8	—	Unverified
2	RT-GENE 2 model ensemble	Angular Error	4.6	—	Unverified
3	RT-GENE 4 model ensemble	Angular Error	4.3	—	Unverified
4	L2CS	Angular Error	3.92	—	Unverified
5	AGE-Net	Angular Error	3.64	—	Unverified
6	FAZE	Angular Error	3.14	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet-18	Angular Error	13.5	—	Unverified
2	ResNet-18	Angular Error	12.94	—	Unverified
3	L2CS	Angular Error	10.41	—	Unverified
4	MCGaze	Angular Error	10.02	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RecurrentGaze (Static)	Angular Error	5.43	—	Unverified
2	RecurrentGaze (Temporal)	Angular Error	5.19	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RecurrentGaze (Temporal)	Angular Error	3.4	—	Unverified
2	RecurrentGaze (Static)	Angular Error	3.38	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TinyTracker	Euclidean Mean Error (EME)	2.34	—	Unverified
2	Ensemble Calibration	Euclidean Mean Error (EME)	1.77	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ETHXGaze	Angular Error	4.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AGE-Net	Mean Angle Error	4.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AGE-Net	Mean Angle Error	3.61	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet18	Angular Error	8.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RT-GENE 4 model ensemble	Angular Error	7.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RT-GENE 4 model ensemble	Angular Error	5.1	—	Unverified