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

Publication Type:

Conference Paper

Authors:

S. Krishna, S. Braiman, J. Black, S. Panchanathan

Source:

Human Vision and Electronic Imaging (HVEI 2007), San Jose, CA, p.64921Q-1 (2007)

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.

Authors

Sreekar Krishna

Sreekar Krishna

Assistant Research Technologist

Stuart Braiman

Stuart Braiman

Masters Student Researcher

John A. Black, Jr

John A. Black, Jr

Research Scientist

Dr. Sethuraman "Panch" Panchanathan

Dr. Sethuraman "Panch" Panchanathan

Director, National Science Foundation