We propose a new estimator H-SMUCE(heterogeneous simultaneous multiscale changepoint estimator)for the detection of multiple change-points of the signal in a heterogeneous gaussian regression model.A piecewise constant function is estimated by minimizing the number of changepoints over the acceptance region of a multiscale test which locally adapts to changes in the variance.