Physiology and Related Models of Associative Visual Processing

This is a review of our work on multiple microelectrode recordings from the visual cortex of monkeys and subdural recordings from humans, related to the potential underlying neural mechanisms. The former hypothesis of object representation by synchronization in visual cortex (or, more generally, of flexible associative processing) has been supported by our recent experiments in monkeys, which demonstrated local synchrony among rhythmic or stochastic gamma-activities (30-90 Hz) and perceptual modulation, according to the rules of figure-ground segregation. However, gamma-synchrony in primary visual cortex is restricted to few millimeters, challenging the synchronization hypothesis for larger cortical object representations. We found that the spatial restriction is due to gamma-waves, traveling in random directions across the object representations. It will be argued that phase continuity of these waves can support the coding of object continuity. Based on models with spiking neurons, potentially underlying neural mechanisms are proposed: (1) Fast inhibitory feedback loops can generate locally synchronized gamma-activities. (2) Hebbian learning of lateral and feed forward connections with distance-dependent delays can explain the stabilization of cortical retinotopy, the limited size of synchronization, the occurrence of gamma-waves, and the larger receptive fields at successive levels. (3) Slow inhibitory feedback can support figure-ground segregation. In conclusion, it is proposed that the hypothesis of flexible associative processing by gamma-synchronization, including coherent representations of visual objects, has to be extended to more general forms of signal coupling.