What/Where to Look Next? Modeling Top-Down Visual Attention in Complex Interactive Environments

@article{Borji2014WhatWhereTL,
  title={What/Where to Look Next? Modeling Top-Down Visual Attention in Complex Interactive Environments},
  author={Ali Borji and Dicky N. Sihite and Laurent Itti},
  journal={IEEE Transactions on Systems, Man, and Cybernetics: Systems},
  year={2014},
  volume={44},
  pages={523-538}
}
Several visual attention models have been proposed for describing eye movements over simple stimuli and tasks such as free viewing or visual search. Yet, to date, there exists no computational framework that can reliably mimic human gaze behavior in more complex environments and tasks such as urban driving. In addition, benchmark datasets, scoring techniques, and top-down model architectures are not yet well understood. In this paper, we describe new task-dependent approaches for modeling top… CONTINUE READING
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