An improved method of making interconnect structures with self-aligned vias in semiconductor devices utilizes sidewall image transfer to define the trench pattern. The sidewall height acts as a sacrificial mask during etching of the via and subsequent etching of the trench, so that the underlying metal hard mask is protected. Thinner hard masks and/or a wider range of etch chemistries may thereby be utilized.