My bachelor thesis, written at the Computer Vision Group at RWTH Aachen University, discusses superpixel segmentation utilizing depth information. Based on our own implementation of SEEDS [1], we examine the influence of depth information on the performance and compare several variants to other state-of-the-art approaches to superpixel segmentation.