DocumentCode :
3136580
Title :
A Method to Extract Character Strings from Scene Images by Eliminating Non-character Strings: Towards Development of a Visual Assistance System for People with Visual Impairments
Author :
Jianjun Chen ; Takagi, Naofumi
Author_Institution :
Dept. of Intell. Syst. Design Eng., Toyama Prefecture Univ., Imizu, Japan
fYear :
2013
fDate :
2-5 Dec. 2013
Firstpage :
848
Lastpage :
853
Abstract :
This paper discusses a method to extract character strings from scene images. In this method, the Canny edge detector is first applied to a scene image, and the binary edge image is then obtained. Next, small edge elements are separated from large edge elements because edge elements from characters are much smaller than edge elements from non-character objects such as signboards etc. However, many of the small edge elements are noises, that is, most of the small edge elements are obtained from non-character objects such as roadside trees etc., and so we first remove some of the noises by a dilation operator, an operator of mathematical morphology. After that we remove again the remaining noise edge elements by checking the local segment densities. Finally, a fuzzy inference system is applied to detect character strings from the remaining small edge elements. The performance of the proposed method is examined by computer experiments.
Keywords :
character recognition; edge detection; fuzzy reasoning; fuzzy set theory; handicapped aids; image denoising; image segmentation; mathematical morphology; mathematical operators; vision defects; Canny edge detector; binary edge image; character string detection; character string extraction; dilation operator; edge elements; fuzzy inference system; local segment density; mathematical morphology operator; noise removal; noncharacter objects; noncharacter string elimination; people with visual impairment; roadside trees; scene images; signboards; visual assistance system; Detectors; Discrete cosine transforms; Feature extraction; Fuzzy logic; Image edge detection; Image segmentation; Noise; Canny Edge Detector; Character String Extraction; Image Processing; People with Visually Impairments; Scene Image;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal-Image Technology & Internet-Based Systems (SITIS), 2013 International Conference on
Conference_Location :
Kyoto
Type :
conf
DOI :
10.1109/SITIS.2013.138
Filename :
6727288
Link To Document :
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