We present an inductive spatio-temporal learning framework rooted ininductive logic programming. With an emphasis on visuo-spatial language, logic,and cognition, the framework supports learning with relational spatio-temporalfeatures identifiable in a range of domains involving the processing and interpre-tation of dynamic visuo-spatial imagery. We present a prototypical system, andan example application in the domain of computing for visual arts and computa-tional cognitive science.