Title :
Car-seat occupancy detection using a monocular 360° NIR camera and advanced template matching
Author :
Makrushin, Andrey ; Langnickel, Mirko ; Schott, Maik ; Vielhauer, Claus ; Dittmann, Jana ; Seifert, Katharina
Author_Institution :
Otto-von-Guericke Univ. of Magdeburg, Magdeburg, Germany
Abstract :
The integration of seat occupancy detection systems is one of the most recent developments in automobile production. These systems prevent the deployment of airbags at unoccupied seats, thus avoiding the considerable cost imposed by the replacement of airbags. Seat-occupancy detection system can also be used to improve passenger comfort, e.g. by an occupation-dependent control of air-conditioning systems. This paper describes an inexpensive and versatile optical seat-occupancy detection system. Different approaches to pattern matching and the impact of local normalization, edge detection, multi-algorithm and temporal matching-score fusion are evaluated for each individual seat using a test set of 53,928 frames further classified in uniform and non-uniform illumination conditions. The results of these tests yield equal error rates for uniform/non-uniform illumination of as low as 3.05%/1.68% for the front left seat, 2.17%/0.69% for the front right seat, 5.86%/4.01% for the rear left seat, 10.99%/11.07% for the rear center seat and 5.63%/1.84% for the rear right seat. The test results indicate that at least the two seat rows should be treated differently in terms of the selection of classification algorithms.
Keywords :
cameras; edge detection; lighting; pattern matching; road safety; seats; traffic engineering computing; advanced template matching; automobile production; car-seat occupancy detection system; classification algorithm; edge detection; equal error rate; local normalization; monocular NIR camera; multialgorithm; nonuniform illumination condition; optical seat occupancy detection system; passenger comfort; pattern matching; temporal matching-score fusion; uniform illumination condition; Automobiles; Cameras; Control systems; Costs; Image edge detection; Lighting; Optical detectors; Pattern matching; Production systems; Testing; 360° NIR camera; Image Processing; Seat Occupancy Detection; Template Matching;
Conference_Titel :
Digital Signal Processing, 2009 16th International Conference on
Conference_Location :
Santorini-Hellas
Print_ISBN :
978-1-4244-3297-4
Electronic_ISBN :
978-1-4244-3298-1
DOI :
10.1109/ICDSP.2009.5201199