We develop a new regularization approach for 3D quantitative microwave tomography, based on a discontinuity adaptive model. The resulting reconstructions from sparse data points for 3D piecewise constant objects are encouraging. The reconstructions of more complex (piece-wise continuous) permittivity profiles from breast phantom data indicate potential for use in biomedical imaging.