Why do people appear not to extrapolate trajectories during multiple object tracking? A computational investigation

Sheng Hua Zhong, Zheng Ma, Colin Wilson, Yan Liu, Jonathan I. Flombaum

Research output: Journal article publicationJournal articleAcademic researchpeer-review

17 Citations (Scopus)

Abstract

Intuitively, extrapolating object trajectories should make visual trackingmore accurate. This has proven to be true in many contexts that involve tracking a single item. But surprisingly, when trackingmultiple identical items in what is known as "multiple object tracking,"observers often appear to ignore direction of motion, relying instead on basic spatial memory.We investigated potential reasons for this behavior through probabilistic models that were endowedwith perceptual limitations in the range of typical human observers, including noisy spatial perception.When we compared a model that weights its extrapolations relative to other sources of information about object position, and one that does not extrapolate at all,we found no reliable difference in performance, belying the intuition that extrapolation always benefits tracking. In follow-up experiments we found this to be true for a variety of models that weight observations and predictions in different ways; in some cases we even observed worse performance for models that use extrapolations compared to a model that does not at all. Ultimately, the best performing models either did not extrapolate, or extrapolated very conservatively, relying heavily on observations. These results illustrate the difficulty and attendant hazards of using noisy inputs to extrapolate the trajectories ofmultiple objects simultaneously in situations with targets and featurally confusable nontargets.
Original languageEnglish
Article number12
JournalJournal of Vision
Volume14
Issue number12
DOIs
Publication statusPublished - 1 Jan 2014

Keywords

  • Attention
  • Kalman filter
  • Multiple object tracking
  • Spatial working memory

ASJC Scopus subject areas

  • Ophthalmology
  • Sensory Systems

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