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