For , the total variation seminorm on a domain is
Using instead gives the same definition. The zero test field shows nonnegativity, and , so this is a proper extended-real function. Each test field defines a linear functional of ; taking their supremum proves convexity, equivalently
It is not strictly convex: two distinct constant functions both have zero total variation, as does every convex combination of them.
The function of bounded variation on a domain space is
Total variation is not coercive on : for on a domain of positive measure, , whereas . This is noncoercivity of total variation on constants; a mean-zero constraint can remove the constant obstruction.