DocumentCode :
3507209
Title :
Text plates detection and recognition techniques used for an autonomous robot navigating in indoor environments
Author :
Chin-Shyurng Fahn ; Po-Hsun Chang
Author_Institution :
Dept. of Comput. Sci. & Inf. Eng., Nat. Taiwan Univ. of Sci. & Technol., Taipei, Taiwan
fYear :
2013
fDate :
12-15 Nov. 2013
Firstpage :
37
Lastpage :
42
Abstract :
The vision system of our autonomous robot possessing the text plate detection and recognition abilities is the main equipment to capture surrounding information. By virtue of a PTZ camera, we can obtain the sequential images of indoor environments. As the autonomous robot moving forward, the obtained sequential images are fed to execute text plate detection. We analyze the color information in these images to determine candidate regions, and observe the edge points in each candidate region after edge detection. Some regions will be filtered out if they have too few edge points. We will recognize the text plate by means of the linear discriminant analysis method. When the recognition result matches with the predefined target, the autonomous robot will carry out the corresponding actions. In the experiments, for uniform contrast text plates, the average text plate detection rate is more than 90%, and the average text plate recognition rate is more than 91% in two different office environments. The robot vision system works by 2 frames per second on an average, and there contains 640×480 pixels per frame captured by our camera.
Keywords :
cameras; edge detection; image colour analysis; object detection; object recognition; path planning; robot vision; service robots; statistical analysis; PTZ camera; autonomous robot navigation; edge detection; image color information; indoor environment; linear discriminant analysis method; pan-tilt-zoom camera; robot vision system; sequential image; service robots; text plates detection techniques; text plates recognition techniques; uniform contrast text plates; Automation; Conferences; Decision support systems; Mechatronics; Random access memory; Robots; autonomous robot; linear discriminant analysis; region segmentation; text plate detection; text plate recognition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics, Automation and Mechatronics (RAM), 2013 6th IEEE Conference on
Conference_Location :
Manila
ISSN :
2158-2181
Print_ISBN :
978-1-4799-1198-1
Type :
conf
DOI :
10.1109/RAM.2013.6758556
Filename :
6758556
Link To Document :
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