Title :
From grid maps to Parametric Free Space maps — A highly compact, generic environment representation for ADAS
Author :
Schreier, Matthias ; Willert, Volker ; Adamy, Jurgen
Author_Institution :
Control Theor. & Robot. Lab., Inst. of Autom. Control & Mechatron., Darmstadt, Germany
Abstract :
We propose a highly compact, generic representation of the driving environment, so-called Parametric Free Space (PFS) maps, specifically suitable for future Advanced Driver Assistance Systems (ADAS) and bring them into line with existing metric representations known from mobile robotics. PFS maps combine a closed contour description of arbitrarily shaped outer free space boundaries with a representation of inner free space boundaries, respectively objects, by geometric primitives. A real-time capable algorithm is presented that obtains the representation by building upon an intermediate occupancy grid map-based environment representation generated from an automotive radar and a stereo camera. The proposed representation preserves all relevant information contained in a grid map - thus remaining function-independent - in a much more compact way, which is considered particularly important for the transmission via low data-rate automotive communication interfaces. Examples are shown in real traffic scenarios.
Keywords :
driver information systems; mobile robots; road traffic; ADAS; PFS maps; advanced driver assistance systems; arbitrarily shaped outer free space boundaries; automotive radar; closed contour description; geometric primitives; highly compact generic environment representation; inner free space boundaries; intermediate occupancy grid map-based environment; low data-rate automotive communication interfaces; mobile robotics; parametric free space maps; real-time capable algorithm; stereo camera; Bandwidth; Roads; Sensors; Space vehicles; Splines (mathematics); Vehicle dynamics;
Conference_Titel :
Intelligent Vehicles Symposium (IV), 2013 IEEE
Conference_Location :
Gold Coast, QLD
Print_ISBN :
978-1-4673-2754-1
DOI :
10.1109/IVS.2013.6629587