Ba. Olshausen et al., A NEUROBIOLOGICAL MODEL OF VISUAL-ATTENTION AND INVARIANT PATTERN-RECOGNITION BASED ON DYNAMIC ROUTING OF INFORMATION, The Journal of neuroscience, 13(11), 1993, pp. 4700-4719
We present a biologically plausible model of an attentional mechanism
for forming position- and scale-invariant representations of objects i
n the visual world. The model relies on a set of control neurons to dy
namically modify the synaptic strengths of intracortical connections s
o that information from a windowed region of primary visual cortex (V1
) is selectively routed to higher cortical areas. Local spatial relati
onships (i.e., topography) within the attentional window are preserved
as information is routed through the cortex. This enables attended ob
jects to be represented in higher cortical areas within an object-cent
ered reference frame that is position and scale invariant. We hypothes
ize that the pulvinar may provide the control signals for routing info
rmation through the cortex. The dynamics of the control neurons are go
verned by simple differential equations that could be realized by neur
obiologically plausible circuits. In preattentive mode, the control ne
urons receive their input from a low-level ''saliency map'' representi
ng potentially interesting regions of a scene. During the pattern reco
gnition phase, control neurons are driven by the interaction between t
op-down (memory) and bottom-up (retinal input) sources. The model resp
ects key neurophysiological, neuroanatomical, and psychophysical data
relating to attention, and it makes a variety of experimentally testab
le predictions.