This document summarizes a final presentation on generating high resolution digital surface models (DSMs) using unmanned aerial vehicle (UAV) images. It discusses using a Trimble UX5 rover and Sony Nex-5R camera to capture images over a 0.0395 square kilometer sand mine area. Three software packages - LPS, Agisoft PhotoScan, and PIX4D - were used to process the images and generate DSMs and point clouds. PIX4D produced the most accurate DSM with the lowest RMSE of 1.688 centimeters compared to 4.917 cm for Agisoft and 9.546 cm for LPS. The document concludes computer vision techniques provide more accurate DSMs than classical