Numerical Differentiation of Noisy, Nonsmooth Data

Figure 4

Regularizing the differentiation process with total-variation produces a noiseless derivative with a correctly located, sharp jump. The discrepancy of the values from ±1 are due to contrast loss, an artifact of total variation methods in the presence of noise.