Quite the contrary, images remain linear. No stretching is performed, and additive zero mean noise was assumed, so in theory no changes in lightness should be applied.
In practice, however, you may find that images are no longer photometrically accurate, and locally may loss the lineariry. This is due to the nature of the regularizator (the TGV functional).
