DocumentCode :
238621
Title :
An application of Fourier statistical features in scene text detection
Author :
Vinod, H.C. ; Niranjan, S.K. ; Manjunath Aradhya, V.N.
Author_Institution :
Dept. of ISE, SJBIT, Bangalore, India
fYear :
2014
fDate :
27-29 Nov. 2014
Firstpage :
1154
Lastpage :
1159
Abstract :
Text that appears in images contains important and useful data. Text detection and extraction in images have been applied in many applications. In this paper, we propose n Fourier-Statistical Features in RGB space and Mathematical statistical method for detecting and extracting text in camera images. In RGB space Fourier-Statistical Features is used for detecting text in the image of complex background, contrasting fonts, distinct scripts and different font sizes, In RGB space Fourier transform based features with statistical features and then figured out Fourier-Statistical Features from RGB bands are subject to Fuzzy C-means clustering to classify text pixels from the image background. Classified text pixels of text blocks are determined by inspecting the projection profiles, mathematical statistical method and extract the text part from the image. The suggested approach is examined by carrying on experiments on images of low contrast, complex background, multilingual languages, contrasting fonts, and sizes of text in the image.
Keywords :
Fourier analysis; cameras; character sets; pattern classification; pattern clustering; statistical analysis; text detection; Fourier statistical features; Fourier transform; RGB bands; RGB space; camera; fuzzy C-mean clustering; image background; mathematical statistical method; multilingual languages; scene text detection; text blocks; text detection; text extraction; text pixels; Cameras; Feature extraction; Image color analysis; Image recognition; Signal processing algorithms; Statistical analysis; Text recognition; Fourier statistical features; Fuzzy C-means clustering; Mathematical statistical method;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Contemporary Computing and Informatics (IC3I), 2014 International Conference on
Conference_Location :
Mysore
Type :
conf
DOI :
10.1109/IC3I.2014.7019660
Filename :
7019660
Link To Document :
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