by Cornelia Fermueller, Yiannis Aloimonos
Abstract:
The human eye is different from existing electronic cameras because it is not equipped with a uniform resolution over the whole visual field. With a small fovea in a large visual field it is not surprising that the human visual system has developed mechanisms, usually called saccades or pursuits, for moving the fovea rapidly. How does this particular ability of humans and primates to fixate on environmental points in the presence of relative motion help their visual systems in performing various tasks? To state the question in a more formal setting, we investigate in this paper the following problem: Suppose that we have an anthropomorphic active vision system, that is, a pair of cameras resting on a platform and controlled through motors by a computer that has access to the images sensed by the cameras in real time. If this machine can fixate on targets that are in motion relative to it, can it perform visual tasks in an efficient and robust manner? By restricting our attention to a set of navigational tasks, we find that such an active observer can solve the problems of 3-D motion estimation, egomotion recovery and estimation of time to contact in a very efficient manner. The possibility that a machine possessing gaze control capabilities can successfully address other problems, such as figure-ground segmentation, stereo-fusion, visual servoing for manipulatory tasks and relative depth.
Reference:
The Role Of Fixation In Visual Motion Analysis (Cornelia Fermueller, Yiannis Aloimonos), Technical report, PRIP, TU Wien, 1993.
Bibtex Entry:
@TechReport{TR019,
author = "Cornelia Fermueller and Yiannis Aloimonos",
institution = "PRIP, TU Wien",
number = "PRIP-TR-019",
title = "The {R}ole Of {F}ixation In {V}isual {M}otion
{A}nalysis",
year = "1993",
url = "https://www.prip.tuwien.ac.at/pripfiles/trs/tr19.pdf",
abstract = "The human eye is different from existing electronic
cameras because it is not equipped with a uniform
resolution over the whole visual field. With a small
fovea in a large visual field it is not surprising
that the human visual system has developed
mechanisms, usually called saccades or pursuits, for
moving the fovea rapidly. How does this particular
ability of humans and primates to fixate on
environmental points in the presence of relative
motion help their visual systems in performing
various tasks? To state the question in a more
formal setting, we investigate in this paper the
following problem: Suppose that we have an
anthropomorphic active vision system, that is, a
pair of cameras resting on a platform and controlled
through motors by a computer that has access to the
images sensed by the cameras in real time. If this
machine can fixate on targets that are in motion
relative to it, can it perform visual tasks in an
efficient and robust manner? By restricting our
attention to a set of navigational tasks, we find
that such an active observer can solve the problems
of 3-D motion estimation, egomotion recovery and
estimation of time to contact in a very efficient
manner. The possibility that a machine possessing
gaze control capabilities can successfully address
other problems, such as figure-ground segmentation,
stereo-fusion, visual servoing for manipulatory
tasks and relative depth.",
}