In this report, we address the task of detecting pedestrians and cars and further localizing them in 3D. This is a challenging task owing to variable appearance that humans can adopt and different viewpoints for cars. Pedestrian and car detection has been well studied over the years. A number of robust feature sets [8],[3], [9] have been proposed which successfully discriminates the human form ...