The introduction of a metric independent measure of integration in the action, in addition to the standard measure sqrt(-g) leads to a new mechanism for the breaking of scale invariance and stabilization of the dilaton potential, leading to effective potentials suitable for inflation and transition to a slowly accelerated universe. Applying similar ideas to the stabilization of a tachyon field described by a DBI action leads to a unified picture of Dark Energy and Dark Matter.