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We present here a model of attentional normalization and show that it can readily account for a wide variety of attentional effects described in visual cortex.

The proposed overall method is described in visual detail in Figure  1.

The RT reduction with age has been described in visual oddball paradigms [ 38, 52], which also reported that the most common types of errors in children were omissions [ 52].

Although visually evoked propagating two-dimensional waves have been described in the visual cortex of anesthetized turtles [ 38], it remains unclear whether the cortex of non-avian reptiles generate slow-oscillations during sleep [ 39].

However, activity in regions of the spatial attentional network as described in the visual modality is not consistently observed.

Adaptation is achieved through decorrelation and contrast normalization in several steps in a hierarchical approach, in compliance with coarse features described in biological visual systems.

The small size of mouse ontogenetic columns, as reported by Li et al. and Yu et al., might explain why functional columns have not previously been described in the visual cortex of rodents, in which neurons with different sensory preferences seem to be locally intermixed15,16.

This has also been described in the visual cortex where edge detection is mainly observed for neurons that have an orientation preference [15].

In our model the combination in time of excitatory and strong inhibitory inputs mimic the synchronous activation and the strong and fast feedforward inhibition described in the visual system.

Therefore, our interpretation is that the N1 reflects adaptive type tendencies, similar to those described in the visual stimulus repetition paradigms, and P2 enhancement reflects a consolidation process associated with auditory memory and learned relevance.

One such example was described in bee visual search: the use of a slow chromatic channel or of an alternative faster achromatic channel indeed allows foraging bees to compromise between detection speed and accuracy depending on flower size [13] [14].