Deer Fly Deer flies (genus Chrysops) are very pesky flies of not only humans, but also other mammals such as cattle, horses, dogs, etc.  They are very similar to Horse flies, which share the same family (Tabanidae).  They have distinctive, large eyes that are patterned with gold or green, and dark bands