Analyzing eye paths using fractals

Robert Ahadizad Newport, Sidong Liu, Antonio Di Ieva

Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

1 Citation (Scopus)

Abstract

Visual patterns reflect the anatomical and cognitive background underlying process governing how we perceive information, influenced by stimulus characteristics and our own visual perception. These patterns are both spatially complex and display self-similarity seen in fractal geometry at different scales, making them challenging to measure using the traditional topological dimensions used in Euclidean geometry.However, methods for measuring eye gaze patterns using fractals have shown success in quantifying geometric complexity, matchability, and implementation into machine learning methods. This success is due to the inherent capabilities that fractals possess when reducing dimensionality using Hilbert curves, measuring temporal complexity using the Higuchi fractal dimension (HFD), and determining geometric complexity using the Minkowski-Bouligand dimension.Understanding the many applications of fractals when measuring and analyzing eye gaze patterns can extend the current growing body of knowledge by identifying markers tied to neurological pathology. Additionally, in future work, fractals can facilitate defining imaging modalities in eye tracking diagnostics by exploiting their capability to acquire multiscale information, including complementary functions, structures, and dynamics.

Original languageEnglish
Title of host publicationThe fractal geometry of the brain
EditorsAntonio Di Ieva
Place of PublicationSwitzerland
PublisherSpringer, Springer Nature
Chapter42
Pages827-848
Number of pages22
Edition2nd
ISBN (Electronic)9783031476068
ISBN (Print)9783031476051
DOIs
Publication statusPublished - 10 Mar 2024

Publication series

NameAdvances in Neurobiology
PublisherSpringer, Springer Nature
Volume36
ISSN (Print)2190-5215
ISSN (Electronic)2190-5223

Keywords

  • Eye paths
  • Eye tracking
  • Fractal
  • Perception
  • Scanpaths

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