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 31–40 of 248 papers

Title	Date	Tasks	Status	Hype	Score
ETH-XGaze: A Large Scale Dataset for Gaze Estimation under Extreme Head Pose and Gaze Variation	Jul 31, 2020	Gaze Estimation	CodeCode Available	1	5
Investigation of Architectures and Receptive Fields for Appearance-based Gaze Estimation	Aug 18, 2023	Contrastive LearningDisentanglement	CodeCode Available	1	5
Automatic Gaze Analysis: A Survey of Deep Learning based Approaches	Aug 12, 2021	Deep LearningGaze Estimation	CodeCode Available	1	5
Modeling State Shifting via Local-Global Distillation for Event-Frame Gaze Tracking	Mar 31, 2024	DenoisingGaze Estimation	CodeCode Available	1	5
DVGaze: Dual-View Gaze Estimation	Aug 20, 2023	Gaze Estimation	CodeCode Available	1	5
Gaze Preserving CycleGANs for Eyeglass Removal & Persistent Gaze Estimation	Feb 6, 2020	Gaze EstimationImage-to-Image Translation	CodeCode Available	1	5
Dynamic 3D Gaze From Afar: Deep Gaze Estimation From Temporal Eye-Head-Body Coordination	Jan 1, 2022	Gaze Estimation	CodeCode Available	1	5
LEyes: A Lightweight Framework for Deep Learning-Based Eye Tracking using Synthetic Eye Images	Sep 12, 2023	Gaze EstimationSynthetic Data Generation	CodeCode Available	1	5
RT-BENE: A Dataset and Baselines for Real-Time Blink Estimation in Natural Environments	Oct 27, 2019	Blink estimationGaze Estimation	CodeCode Available	1	5
TransGOP: Transformer-Based Gaze Object Prediction	Feb 21, 2024	Gaze EstimationObject	CodeCode Available	1	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