The Line Segment Tracking (LST) algorithm is a novel approach for particle track reconstruction. It exploits the massively parallel architecture of GPUs to efficiently reconstruct particle tracks in high pile-up conditions. It arose from the expected increase in reconstruction complexity from future collider experiments, and the potential limitations of CPU resources.