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An Object Reconstruction Algorithm for Moving Vehicle Detection Based on Three-Frame Differencing
- Source :
- UIC/ATC/ScalCom
- Publication Year :
- 2015
- Publisher :
- IEEE, 2015.
-
Abstract
- There are some defects in traditional three-frame differencing algorithm for moving vehicle detection, such as intermittent moving region, low detection rate of dark moving objects, multi-target cross and target splitting. This paper proposes an object reconstruction algorithm for moving vehicle detection based on three-frame differencing (ORTFD). The linear point operation on the original video image is employed to reduce the dispersion of dark moving vehicles. Three-frame differencing operation is used to get the contours of moving vehicles, and perform morphological processing on the binary image is adopted to exclude non target objects, also to improve the integrity of the obtained contours. Finally, progressive scan on the whole binary image is taken to find out connected region surrounded by the contour, a preset-threshold-based region filling method (PTRF) is designed to reconstruct the moving object. Algorithm simulation results show that ORTFD improve the detection rate of dark moving vehicle object, and accelerate the detection speed, the precision ratio of moving vehicle detection has been also improved. ORTFD algorithm can detect and recognize vehicles in real-time with high-accuracy for multiple targets under complex traffic conditions.
- Subjects :
- Computer science
business.industry
Binary image
Frame (networking)
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Reconstruction algorithm
Iterative reconstruction
Object (computer science)
Progressive scan
Computer vision
Point (geometry)
Artificial intelligence
business
Moving vehicle
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2015 IEEE 12th Intl Conf on Ubiquitous Intelligence and Computing and 2015 IEEE 12th Intl Conf on Autonomic and Trusted Computing and 2015 IEEE 15th Intl Conf on Scalable Computing and Communications and Its Associated Workshops (UIC-ATC-ScalCom)
- Accession number :
- edsair.doi...........51a5cfc08a213a84a333ce0c9cbddf88
- Full Text :
- https://doi.org/10.1109/uic-atc-scalcom-cbdcom-iop.2015.338