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 21–30 of 248 papers

Title	Date	Tasks	Status	Hype
Resolving Camera Position for a Practical Application of Gaze Estimation on Edge Devices	Jan 9, 2022	Few-Shot LearningGaze Estimation	CodeCode Available	1
Dynamic 3D Gaze From Afar: Deep Gaze Estimation From Temporal Eye-Head-Body Coordination	Jan 1, 2022	Gaze Estimation	CodeCode Available	1
GaTector: A Unified Framework for Gaze Object Prediction	Dec 7, 2021	Gaze EstimationGaze Prediction	CodeCode Available	1
FLAME: Facial Landmark Heatmap Activated Multimodal Gaze Estimation	Oct 10, 2021	Gaze Estimation	CodeCode Available	1
Automatic Gaze Analysis: A Survey of Deep Learning based Approaches	Aug 12, 2021	Deep LearningGaze Estimation	CodeCode Available	1
Generalizing Gaze Estimation with Outlier-guided Collaborative Adaptation	Jul 29, 2021	Domain AdaptationGaze Estimation	CodeCode Available	1
Gaze Estimation with an Ensemble of Four Architectures	Jul 5, 2021	Gaze Estimation	CodeCode Available	1
The Story in Your Eyes: An Individual-difference-aware Model for Cross-person Gaze Estimation	Jun 27, 2021	Gaze EstimationGaze Prediction	CodeCode Available	1
Gaze Estimation using Transformer	May 30, 2021	Gaze Estimation	CodeCode Available	1
GOO: A Dataset for Gaze Object Prediction in Retail Environments	May 22, 2021	Domain AdaptationGaze Estimation	CodeCode Available	1

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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