TV(f)=∫∣∇f(x)∣dxTV(f) = \int| \nabla f(x) | dxTV(f)=∫∣∇f(x)∣dxFor image de-noising applications:Signals with excessive/spurious detail have high TV → Reducing the TV of the signal removes unwanted detail whilst preserving important details.