Title :
Mathematical description of the fine structure of edge areas of vehicles for traffic control
Author :
Hetzheim, Hartwig
Author_Institution :
Inst. of Space Sensor Technol. & Planetary Exploration, Berlin, Germany
Abstract :
For the detection of traffic flow parameters and the traffic state, different types of elementary properties within traffic images, especially around the edges, are selected and fused. Textural properties contained in edges of vehicles or their surroundings are robust against change of lighting. These edge areas are only a small part of the. image and can analysed in real time. Exploring the structure of edge areas gives the possibility to divide partially occluded vehicles and to estimate the height by analysing and comparing parts of vehicle edges. The properties across the edges are rapidly changing and need new mathematical description. The isolated and interrupted properties of textural, structural, radiometrical and geometrical kind are described by the Lebesgue measure. These measures are fused by the Lebesgue integral. If the knowledge is incomplete, fuzzy measure and fuzzy integrals are used. By fusion, characteristic properties for the vehicles are generated and used for the detection of vehicles.
Keywords :
edge detection; fuzzy control; image texture; integral equations; parameter estimation; sensor fusion; traffic control; traffic engineering computing; uncertainty handling; Lebesgue integral; Lebesgue measure; fine structure; fusion; fuzzy integrals; fuzzy measure; geometrical properties; height estimation; incomplete knowledge; partially occluded vehicles; radiometrical properties; structural properties; textural properties; traffic control; traffic flow parameter detection; traffic images; traffic state; vehicle detection; vehicle edge areas; Extraterrestrial measurements; Image analysis; Image edge detection; Image sensors; Roads; Robustness; Space technology; Stochastic processes; Traffic control; Vehicle detection;
Conference_Titel :
Signal Processing, 2002 6th International Conference on
Print_ISBN :
0-7803-7488-6
DOI :
10.1109/ICOSP.2002.1181150