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 61–70 of 248 papers

Title	Date	Tasks	Status	Hype
Unsupervised Gaze Representation Learning from Multi-view Face Images	Jan 1, 2024	Gaze EstimationRepresentation Learning	—Unverified	0
From Feature to Gaze: A Generalizable Replacement of Linear Layer for Gaze Estimation	Jan 1, 2024	Gaze Estimation	—Unverified	0
Low-cost Geometry-based Eye Gaze Detection using Facial Landmarks Generated through Deep Learning	Dec 31, 2023	Gaze Estimation	—Unverified	0
GazeCLIP: Towards Enhancing Gaze Estimation via Text Guidance	Dec 30, 2023	Gaze EstimationImage Generation	—Unverified	0
UVAGaze: Unsupervised 1-to-2 Views Adaptation for Gaze Estimation	Dec 25, 2023	Gaze Estimation	CodeCode Available	0
Appearance-based gaze estimation enhanced with synthetic images using deep neural networks	Nov 23, 2023	4kFace Detection	CodeCode Available	0
Zero-Shot Segmentation of Eye Features Using the Segment Anything Model (SAM)	Nov 14, 2023	Gaze EstimationImage Segmentation	CodeCode Available	0
GazeForensics: DeepFake Detection via Gaze-guided Spatial Inconsistency Learning	Nov 13, 2023	DeepFake DetectionFace Swapping	—Unverified	0
Semi-Synthetic Dataset Augmentation for Application-Specific Gaze Estimation	Oct 27, 2023	Gaze EstimationMarketing	—Unverified	0
End-to-end Video Gaze Estimation via Capturing Head-face-eye Spatial-temporal Interaction Context	Oct 27, 2023	Gaze 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