🛰️ Daily AI Frontier
‹ back to 2026-07-16

Divergent Gaze Patterns in Artistic Viewing: Spatial and Temporal Signatures of Attention Across Autistic Individuals, Artists, and Neurotypical Observers

arXiv cs.CV Visual Attention Modeling Mohammed Amine Kerkouri, Daphné Senggaran, Renaud Jusiak, Océane Lehmann, Marouane Tliba, Claire Wardak, Emmanuelle Houy-Durand, Shasha Morel-Kohlmeyer, Aladine Chetouani, Nadia Aguillon-Hernandez 2026-07-16

TL;DR - A free-viewing eye-tracking study comparing how autistic adults, trained artists, and neurotypical observers look at paintings, finding autistic viewing is a distinct spatial-temporal attentional profile. It matters for cognitive science and for building population-conditioned models of aesthetic attention and accessibility design.

  • Three groups viewed 30 paintings (15s each); fixations extracted uniformly via a dispersion-threshold algorithm, then compared on a spatial axis (six saliency metrics: AUC-Judd, NSS, CC, SIM, KL, Information Gain) and a temporal axis (MultiMatch, ScanMatch, foveal-disc IoU/FDISS, DTW).
  • Artists and neurotypicals are nearly indistinguishable spatially (density-map CC=0.96) and form the most alignable scanpath pair, while ASD gaze diverges from both.
  • ASD attention is "dissociated": spatially wide like artists (high dispersion/explored area) but temporally distinct — shorter fixations, less dwell, and the least self-consistent scanpaths.
  • ASD gaze is not selectively artist-like on any metric; if anything it sits marginally closer to neurotypical. Authors release all analysis code and per-stimulus results.

view merged work →