Title :
Perceptual Hysteresis Thresholding: Towards Driver Visibility Descriptors
Author :
Hautiere, Nicolas ; Tarel, Jean-Philippe ; Brémond, Roland
Author_Institution :
Lab. Central des Ponts et Chaussees, Paris
Abstract :
To develop driving assistance systems which alert the driver in case of inadequate speed according to the visibility conditions, it is necessary to have descriptors of the driver visibility and in particular to detect the visible features in the image grabbed by the camera. In this aim, a hysteresis filter is proposed, which is based on the visibility level (VL) rather than on the gradient magnitude of edges. First, edges are extracted. Second, to compute the VL of the edges, a threshold function is computed according to the optical characteristics of the sensor and a contrast sensitivity function of the human visual system. Then, the DCT coefficients of each 8 times 8 block are computed. For each block, the maximum ratio between a DCT coefficient of the block and the corresponding coefficient of the previous threshold function is computed to determine its VL Then, hysteresis filter is performed on VL values along edges which leads to a perceptual hysteresis thresholding. Some guidelines to set the thresholds are indicated. Results are given on images grabbed onboard a vehicle. Finally, different techniques to use this hysteresis thresholding in the domain of driving assistances are proposed.
Keywords :
discrete cosine transforms; driver information systems; edge detection; feature extraction; DCT coefficients; contrast sensitivity function; driver visibility descriptors; driving assistance systems; edges extraction; human visual system; perceptual hysteresis thresholding; visibility level; Cameras; Computer vision; Discrete cosine transforms; Hysteresis; Image edge detection; Optical computing; Optical filters; Optical sensors; Sensor phenomena and characterization; Sensor systems;
Conference_Titel :
Intelligent Computer Communication and Processing, 2007 IEEE International Conference on
Conference_Location :
Cluj-Napoca
Print_ISBN :
978-1-4244-1491-8
DOI :
10.1109/ICCP.2007.4352146