Temporal relation between bottom-up vs top-down strategies for gaze prediction

Sreekar Krishna, John A. Black, Stuart Braiman, Sethuraman Panchanathan

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Much research has been focused on the study of bottom-up, feature-based visual perception, as a means to generate salience maps, and predict the distribution of fixations within images. However, it is plausible that the eventual perception of distinct objects within a 3D scene (and the subsequent top-down effects) would also have a significant effect on the distributions of fixations within that scene. This research is aimed at testing a hypothesis that there exists a switching from feature-based to object-based scanning of images, as the viewer gains a higher-level understanding of the image content, and that this switching can be detected by changes in the pattern of eye fixations within the image. An eye tracker is used to monitor the fixations of human participants over time, as they view images, in an effort to answer questions pertaining to (1) the nature of fixations during bottom-up and top-down scene scan scenarios (2) the ability of assessing whether the subject is perceiving the scene content based on low-level visual features or distinct objects, and (3) identification of the participant's transition from a bottom-up feature-based perception to a top-down object-based perception.

Original languageEnglish (US)
Title of host publicationProceedings of SPIE-IS and T Electronic Imaging - Human Vision and Electronic Imaging XII
DOIs
StatePublished - Aug 31 2007
EventHuman Vision and Electronic Imaging XII - San Jose, CA, United States
Duration: Jan 29 2007Feb 1 2007

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume6492
ISSN (Print)0277-786X

Other

OtherHuman Vision and Electronic Imaging XII
CountryUnited States
CitySan Jose, CA
Period1/29/072/1/07

Keywords

  • Bottom-up and Top-down scene scan
  • Eye-tracking
  • Nature of saccades and fixations
  • Object content

ASJC Scopus subject areas

  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics
  • Computer Science Applications
  • Applied Mathematics
  • Electrical and Electronic Engineering

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  • Cite this

    Krishna, S., Black, J. A., Braiman, S., & Panchanathan, S. (2007). Temporal relation between bottom-up vs top-down strategies for gaze prediction. In Proceedings of SPIE-IS and T Electronic Imaging - Human Vision and Electronic Imaging XII [64921Q] (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 6492). https://doi.org/10.1117/12.707574