A Review and Analysis of Eye-Gaze Estimation Systems, Algorithms and Performance Evaluation Methods in Consumer Platforms
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Abstract (arXiv)
In this paper a review is presented of the research on eye gaze estimation techniques and applications, that has progressed in diverse ways over the past two decades. Several generic eye gaze use-cases are identified: desktop, TV, head-mounted, automotive and handheld devices. Analysis of the literature leads to the identification of several platform specific factors that influence gaze tracking accuracy. A key outcome from this review is the realization of a need to develop standardized methodologies for performance evaluation of gaze tracking systems and achieve consistency in their specification and comparative evaluation. To address this need, the concept of a methodological framework for practical evaluation of different gaze tracking systems is proposed.
Key facts. Cited by 19 papers in the map (data through 14 Oct 2026). First posted on arXiv 5 Aug 2017.
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Citing papers per year: 2021: 3; 2022: 1; 2023: 8; 2024: 2; 2025: 1; 2026: 4.
19 papers.
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- 2021Automatic Gaze Analysis: A Survey of Deep Learning based Approachescited by 33
- 2022RadioTransformer: A Cascaded Global-Focal Transformer for Visual Attention-guided Disease Classificationcited by 19
- 2021Conflict Avoidance in Social Navigation -- a Surveycited by 14
- 2023An End-to-End Review of Gaze Estimation and its Interactive Applications on Handheld Mobile Devicescited by 13
- 2023Eye-tracked Virtual Reality: A Comprehensive Survey on Methods and Privacy Challengescited by 12
- 2023A Review of Driver Gaze Estimation and Application in Gaze Behavior Understandingcited by 12
- 2024Spatio-Temporal Attention and Gaussian Processes for Personalized Video Gaze Estimationcited by 12
- 2023Accurate Eye Tracking from Dense 3D Surface Reconstructions using Single-Shot Deflectometrycited by 5
- 2023LEyes: A Lightweight Framework for Deep Learning-Based Eye Tracking using Synthetic Eye Imagescited by 4
- 2023Looking Inside Out: Anticipating Driver Intent From Videoscited by 2
- 2021HybridGazeNet: Geometric model guided Convolutional Neural Networks for gaze estimationcited by 1
- 2023Appearance-based gaze estimation enhanced with synthetic images using deep neural networkscited by 1
7 more
- 2024Using Deep Learning to Increase Eye-Tracking Robustness, Accuracy, and Precision in Virtual Realitycited by 1
- 2023Fixation-based Self-calibration for Eye Tracking in VR Headsetscited by 0
- 2025Stable Tracking of Eye Gaze Direction During Ophthalmic Surgerycited by 0
- 2026EgoAdapt: Enhancing Robustness in Egocentric Interactive Speaker Detection Under Missing Modalitiescited by 0
- 2026Polarization-Based Eye Tracking with Personalized Siamese Architecturescited by 0
- 2026Rotational Motion-Induced Error Compensation for Phase-Shifting Profilometry-Based Eye Reconstructioncited by 0
- 2026Marker-free eye-gaze estimation using a single image and depth from defocuscited by 0
- 2026Marker-free eye-gaze estimation using a single image and depth from defocus9 Sep 2026
- 2026Rotational Motion-Induced Error Compensation for Phase-Shifting Profilometry-Based Eye Reconstruction16 Jul 2026
- 2026Polarization-Based Eye Tracking with Personalized Siamese Architectures26 Mar 2026
- 2026EgoAdapt: Enhancing Robustness in Egocentric Interactive Speaker Detection Under Missing Modalities18 Mar 2026
- 2025Stable Tracking of Eye Gaze Direction During Ophthalmic Surgery1 Jul 2025
- 2024Spatio-Temporal Attention and Gaussian Processes for Personalized Video Gaze Estimation8 Apr 2024
- 2024Using Deep Learning to Increase Eye-Tracking Robustness, Accuracy, and Precision in Virtual Reality28 Mar 2024
- 2023Looking Inside Out: Anticipating Driver Intent From Videos3 Dec 2023
- 2023Appearance-based gaze estimation enhanced with synthetic images using deep neural networks23 Nov 2023
- 2023Fixation-based Self-calibration for Eye Tracking in VR Headsets1 Nov 2023
- 2023LEyes: A Lightweight Framework for Deep Learning-Based Eye Tracking using Synthetic Eye Images12 Sep 2023
- 2023Accurate Eye Tracking from Dense 3D Surface Reconstructions using Single-Shot Deflectometry14 Aug 2023
7 more
- 2023A Review of Driver Gaze Estimation and Application in Gaze Behavior Understanding4 Jul 2023
- 2023An End-to-End Review of Gaze Estimation and its Interactive Applications on Handheld Mobile Devices30 Jun 2023
- 2023Eye-tracked Virtual Reality: A Comprehensive Survey on Methods and Privacy Challenges23 May 2023
- 2022RadioTransformer: A Cascaded Global-Focal Transformer for Visual Attention-guided Disease Classification23 Feb 2022
- 2021HybridGazeNet: Geometric model guided Convolutional Neural Networks for gaze estimation23 Nov 2021
- 2021Automatic Gaze Analysis: A Survey of Deep Learning based Approaches12 Aug 2021
- 2021Conflict Avoidance in Social Navigation -- a Survey23 Jun 2021
- 2021Automatic Gaze Analysis: A Survey of Deep Learning based Approachescited by 33
- 2022RadioTransformer: A Cascaded Global-Focal Transformer for Visual Attention-guided Disease Classificationcited by 19
- 2021Conflict Avoidance in Social Navigation -- a Surveycited by 14
- 2023An End-to-End Review of Gaze Estimation and its Interactive Applications on Handheld Mobile Devicescited by 13
- 2023Eye-tracked Virtual Reality: A Comprehensive Survey on Methods and Privacy Challengescited by 12
- 2023A Review of Driver Gaze Estimation and Application in Gaze Behavior Understandingcited by 12
- 2024Spatio-Temporal Attention and Gaussian Processes for Personalized Video Gaze Estimationcited by 12
- 2023Accurate Eye Tracking from Dense 3D Surface Reconstructions using Single-Shot Deflectometrycited by 5
- 2023LEyes: A Lightweight Framework for Deep Learning-Based Eye Tracking using Synthetic Eye Imagescited by 4
- 2023Looking Inside Out: Anticipating Driver Intent From Videoscited by 2
- 2021HybridGazeNet: Geometric model guided Convolutional Neural Networks for gaze estimationcited by 1
- 2023Appearance-based gaze estimation enhanced with synthetic images using deep neural networkscited by 1
12 most cited of 19 All 19 (JSON)
- 2026Marker-free eye-gaze estimation using a single image and depth from defocus9 Sep 2026
- 2026Rotational Motion-Induced Error Compensation for Phase-Shifting Profilometry-Based Eye Reconstruction16 Jul 2026
- 2026Polarization-Based Eye Tracking with Personalized Siamese Architectures26 Mar 2026
- 2026EgoAdapt: Enhancing Robustness in Egocentric Interactive Speaker Detection Under Missing Modalities18 Mar 2026
- 2025Stable Tracking of Eye Gaze Direction During Ophthalmic Surgery1 Jul 2025
- 2024Spatio-Temporal Attention and Gaussian Processes for Personalized Video Gaze Estimation8 Apr 2024
- 2024Using Deep Learning to Increase Eye-Tracking Robustness, Accuracy, and Precision in Virtual Reality28 Mar 2024
- 2023Looking Inside Out: Anticipating Driver Intent From Videos3 Dec 2023
- 2023Appearance-based gaze estimation enhanced with synthetic images using deep neural networks23 Nov 2023
- 2023Fixation-based Self-calibration for Eye Tracking in VR Headsets1 Nov 2023
- 2023LEyes: A Lightweight Framework for Deep Learning-Based Eye Tracking using Synthetic Eye Images12 Sep 2023
- 2023Accurate Eye Tracking from Dense 3D Surface Reconstructions using Single-Shot Deflectometry14 Aug 2023
12 newest of 19 All 19 (JSON)