Title :
Automatic license number extraction and its parallel implementation
Author :
Chutatape, Opas ; Li, Li ; Xiaodong, Qian
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Inst., Singapore
Abstract :
This paper presents a segmentation technique based on multiple threshold values determined by fuzzy logic and information entropy principle to extract alphanumeric characters from general scene images, and its parallel implementation in a cluster of personal computers in a local area network. In this approach, the scene images are segmented into various regions based on fuzzy-entropy thresholding method which allows each local threshold to be detected and used for segmentation. A coarse searching technique is then implemented to locate potential character regions, followed by a rule-based character detecting technique to accurately extract characters. This searching step is executed in parallel at each computer for each selected threshold so as to collect all possible character-candidate regions. These results are then combined and x-y projection/profile is further applied to search for any missing characters. The multithreshold segmentation technique offers a simple, robust system that is capable of extracting alphanumeric characters from various scene images under nonuniform illuminating condition and for a variety of car number plates whereas the execution speed of the system is increased with parallel computing and dynamic load balancing technique
Keywords :
character recognition; entropy; feature extraction; fuzzy logic; fuzzy set theory; image segmentation; local area networks; parallel processing; resource allocation; alphanumeric characters extraction; automatic license number extraction; car number plates; character-candidate regions; coarse searching technique; dynamic load balancing technique; fuzzy logic; fuzzy-entropy thresholding method; information entropy principle; local area network; multiple threshold values; multithreshold segmentation technique; parallel computing; parallel implementation; personal computers cluster; robust system; rule-based character detecting technique; segmentation technique; x-y projection/profile; Concurrent computing; Data mining; Fuzzy logic; Image segmentation; Information entropy; Layout; Licenses; Local area networks; Microcomputers; Robustness;
Conference_Titel :
Industrial Electronics Society, 1999. IECON '99 Proceedings. The 25th Annual Conference of the IEEE
Conference_Location :
San Jose, CA
Print_ISBN :
0-7803-5735-3
DOI :
10.1109/IECON.1999.816487