- Energy versus Synchrony in Perceptual Grouping
- H. Farid and E.H. Adelson
- Vision Sciences (VSS), Sarasota, FL, 2002
It has been proposed that the human visual system can use temporal
synchrony for perceptual grouping. In a compelling demonstration of
this theory a stochastic motion display purportedly driven solely by
temporal synchrony was shown to promote grouping. It was then argued
that these effects point to the role of synchrony-based mechanisms and
processes. We have previously argued that the displays contain a
traditional form of contrast energy and thus the grouping phenomena
might be attributed to traditional mechanisms.
To further study this topic we devised new stimuli rich in temporal
synchrony but devoid of contrast energy. These stimuli allow aspects
of synchrony and spatio-temporal energy to be independently
manipulated. We find that the energy, and not the synchrony, predicts
the results.
The stochastic displays consist of a sea of drifting elements. On each
frame every element moves according to a random process. Different
random processes drive all the elements in the central and surrounding
regions. One might argue that the resulting form cue is defined solely
by the fine-grained temporally synchronous motion reversals. We
observe, however, that there are moments when all elements in one
region repeatedly reverse directions, while in the other region all
elements have a run with no reversals. We show that a classic
spatio-temporal energy model consisting of a spatial lowpass filter
and a temporal bandpass filter can convert these relatively
large-scale temporal change differences into a contrast cue.
This simple model is consistent with the psychophysical results of Lee
and Blake (Science, 1999), Kandil and Fahle (Euro. J. Neuro., 2001),
Farid and Adelson (Nat. Neuro., 2001), and Morgan and Castet
(Proc. Roy. Soc., 2002). A model based on temporal synchrony alone can
not explain all of these results. We conclude that the proposed
synchrony-based mechanisms and processes are neither necessary nor
sufficient to explain the phenomena.
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