We present the analysis of spatiotemporal dynamics of two-dimensional ensemble of electrically coupled FitzHugh–Nagumo neurons with oscillatory threshold. We show that in this system spatially localized activity structures can be formed. Such structures propagate through the system without changing their shape and velocity. We demonstrate that there exist two types of the structures: single and bound states. General characteristics of localized structures such as regions of existence, geometrical sizes and velocity are investigated.