A dumbbell caster assembly includes a first omnidirectional wheel assembly mechanically coupled to a grip. A second omnidirectional wheel assembly is mechanically coupled to the grip. The omnidirectional wheel assemblies can include a plurality of wheel sub-wheels. The dumbbell caster assembly allows a user to perform exercises, such as push-up exercises and abdominal exercises, that require omnidirectionality.