mlsanityData to 14 Oct 2026

Deep Eyedentification: Biometric Identification using Micro-Movements of the Eye

arXiv 1906.11889 ↗First posted 20 Jun 2019cs.CV cs.CL cs.HCcited by 25

Not on the map. Why?

Abstract (arXiv)

We study involuntary micro-movements of the eye for biometric identification. While prior studies extract lower-frequency macro-movements from the output of video-based eye-tracking systems and engineer explicit features of these macro-movements, we develop a deep convolutional architecture that processes the raw eye-tracking signal. Compared to prior work, the network attains a lower error rate by one order of magnitude and is faster by two orders of magnitude: it identifies users accurately within seconds.

Key facts. Cited by 25 papers in the map (data through 14 Oct 2026). First posted on arXiv 20 Jun 2019.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2021: 2; 2022: 2; 2023: 4; 2024: 10; 2025: 5; 2026: 2.

25 papers.

Sort:

By area:

  1. 2023ScanDL: A Diffusion Model for Generating Synthetic Scanpaths on Textscited by 14
  2. 2021Eye Know You: Metric Learning for End-to-end Biometric Authentication Using Eye Movements from a Longitudinal Datasetcited by 11
  3. 2022Eye-tracking based classification of Mandarin Chinese readers with and without dyslexia using neural sequence modelscited by 10
  4. 2024EmMixformer: Mix transformer for eye movement recognitioncited by 9
  5. 2024Fine-Grained Prediction of Reading Comprehension from Eye Movementscited by 9
  6. 2023Pre-Trained Language Models Augmented with Synthetic Scanpaths for Natural Language Understandingcited by 8
  7. 2024Decoding Reading Goals from Eye Movementscited by 6
  8. 2024EMTeC: A Corpus of Eye Movements on Machine-Generated Textscited by 5
  9. 2024Reporting Eye-Tracking Data Quality: Towards a New Standardcited by 4
  10. 2024Establishing a Baseline for Gaze-driven Authentication Performance in VR: A Breadth-First Investigation on a Very Large Datasetcited by 4
  11. 2024Relax DARTS: Relaxing the Constraints of Differentiable Architecture Search for Eye Movement Recognitioncited by 4
  12. 2021An Extensive Study of User Identification via Eye Movements across Multiple Datasetscited by 3
13 more
  1. 2022Eye Know You Too: A DenseNet Architecture for End-to-end Eye Movement Biometricscited by 3
  2. 2024Temporal Persistence and Intercorrelation of Embeddings Learned by an End-to-End Deep Learning Eye Movement-driven Biometrics Pipelinecited by 2
  3. 2024Reverse-Engineering the Readercited by 2
  4. 2025Ocular Authentication: Fusion of Gaze and Periocular Modalitiescited by 2
  5. 2023Bridging the Gap: Gaze Events as Interpretable Concepts to Explain Deep Neural Sequence Modelscited by 1
  6. 2024EM-DARTS: Hierarchical Differentiable Architecture Search for Eye Movement Recognitioncited by 1
  7. 2025D'ej`a Vu? Decoding Repeated Reading from Eye Movementscited by 1
  8. 2025Eye Tracking Based Cognitive Evaluation of Automatic Readability Assessment Methodscited by 1
  9. 2023Revising with a Backward Glance: Regressions and Skips during Reading as Cognitive Signals for Revision Policies in Incremental Processingcited by 0
  10. 2025Decoding Open-Ended Information Seeking Goals from Eye Movements in Readingcited by 0
  11. 2025Gaze Authentication: Factors Influencing Authentication Performancecited by 0
  12. 2026Eyettention II: A Dual-Sequence Architecture for Modeling Fixation Location, Within-Word Landing Position, and Fixation Duration in Readingcited by 0
  13. 2026Language Proficiency Assessment from Eye Movements in Naturalistic Passage Readingcited by 0