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. 2015 Oct 30;11(10):e1004510. doi: 10.1371/journal.pcbi.1004510

Table 1. Equations and parameter values for each of the components of the two models.

Model component Equation Description
Suppressive drive SL=KS*(AxAvELn) * denotes convolution. K s is the suppression kernel. The attention gain factors, A x and A v, and the excitatory drive ELn were point-by-point multiplied.
Suppression kernel KS(x,θi)=ex22σ(θi)2
σ(θ)=σsxeθτ
σ sx = 6°: width of the spatial suppressive field for iso-orientation stimuli.
τ = 20°: orientation selectivity of surround suppression. Suppression was broadly tuned (all orientations) for stimuli within a neuron’s receptive field while surround suppression was narrowly tuned to the neuron’s preferred orientation. See Fig 1B.
Stimulus-driven attentional gain factors Ax=wx(aθaxT)+1 w x: free parameter that determined the strength of stimulus-driven attentional modulation.
aθ and ax: vectors representing the extent of feature-based and spatial attention. The attentional gain factors had a baseline of 1. Values larger/smaller than 1 indicated increases/decreases in gain.
Goal-driven attentional gain factors Av=wv(aθaxT)+1 w v: free parameter that determined the strength of goal-driven attentional modulation.
Both A x and A v involved computation of aθ and ax but the attended orientation and attended position were different for stimulus-driven and goal-driven attention (see Feature-based attention and Spatial attention below).
Feature-based attention aθ=ek{cos{2(θθa)}1}0.5 A circular Gaussian (von Mises) profile scaled to range from -0.5 and 0.5.
θ a: attended orientation.
k: extent of feature-based attention. We used k = 3, which resulted in a 40° bandwidth (FWHM), similar to that used in previous simulations [37].
For stimulus-driven attention, θ a was the orientation of the competitor in the FS model while a θ was uniform (= 1) in the ES model.
For goal-driven attention, θ a was the orientation of the target in both FS and ES models.
Spatial attention ax=1σaxp2πe(xxa)22σax2 p: tradeoff between the spatial extent and the magnitude of attentional modulation. If p = 1, spatial attention had a fixed volume, decreasing in magnitude when its spatial extent increased. If p = 0, the spatial extent was independent of the magnitude of the attentional gain at the attended position x a.
σ ax: spatial extent of spatial attention.
For goal-driven attention, these parameters were fixed: σ ax = 60° and p = 0.
For stimulus-driven attention, p was a free parameter and σ ax was equal to the size of the competitor.