There isn't really one type of Avocado Neuron in the brain. However there are parts of the brain that would become active when recognizing an avocado.
Avocados are high in good fat and is a very nutritious food. This kind of food is often called a "brain food". This is because the brain needs a lot of energy to function compared to the other organs in the body.