mlsanityData to 14 Oct 2026

A Review and Analysis of Eye-Gaze Estimation Systems, Algorithms and Performance Evaluation Methods in Consumer Platforms

arXiv 1708.01817 ↗First posted 5 Aug 2017cs.HCcited by 19

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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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Cited by year (2026 to 14 Oct)

Citing papers per year: 2021: 3; 2022: 1; 2023: 8; 2024: 2; 2025: 1; 2026: 4.

19 papers.

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  1. 2021Automatic Gaze Analysis: A Survey of Deep Learning based Approachescited by 33
  2. 2022RadioTransformer: A Cascaded Global-Focal Transformer for Visual Attention-guided Disease Classificationcited by 19
  3. 2021Conflict Avoidance in Social Navigation -- a Surveycited by 14
  4. 2023An End-to-End Review of Gaze Estimation and its Interactive Applications on Handheld Mobile Devicescited by 13
  5. 2023Eye-tracked Virtual Reality: A Comprehensive Survey on Methods and Privacy Challengescited by 12
  6. 2023A Review of Driver Gaze Estimation and Application in Gaze Behavior Understandingcited by 12
  7. 2024Spatio-Temporal Attention and Gaussian Processes for Personalized Video Gaze Estimationcited by 12
  8. 2023Accurate Eye Tracking from Dense 3D Surface Reconstructions using Single-Shot Deflectometrycited by 5
  9. 2023LEyes: A Lightweight Framework for Deep Learning-Based Eye Tracking using Synthetic Eye Imagescited by 4
  10. 2023Looking Inside Out: Anticipating Driver Intent From Videoscited by 2
  11. 2021HybridGazeNet: Geometric model guided Convolutional Neural Networks for gaze estimationcited by 1
  12. 2023Appearance-based gaze estimation enhanced with synthetic images using deep neural networkscited by 1
7 more
  1. 2024Using Deep Learning to Increase Eye-Tracking Robustness, Accuracy, and Precision in Virtual Realitycited by 1
  2. 2023Fixation-based Self-calibration for Eye Tracking in VR Headsetscited by 0
  3. 2025Stable Tracking of Eye Gaze Direction During Ophthalmic Surgerycited by 0
  4. 2026EgoAdapt: Enhancing Robustness in Egocentric Interactive Speaker Detection Under Missing Modalitiescited by 0
  5. 2026Polarization-Based Eye Tracking with Personalized Siamese Architecturescited by 0
  6. 2026Rotational Motion-Induced Error Compensation for Phase-Shifting Profilometry-Based Eye Reconstructioncited by 0
  7. 2026Marker-free eye-gaze estimation using a single image and depth from defocuscited by 0