An application of Fourier statistical features in scene text detection

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...

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Published in2014 International Conference on Contemporary Computing and Informatics (IC3I) pp. 1154 - 1159
Main Authors Vinod, H. C., Niranjan, S. K., Manjunath Aradhya, V. N.
Format Conference Proceeding
LanguageEnglish
Published IEEE 01.11.2014
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DOI10.1109/IC3I.2014.7019660

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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.
AbstractList 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.
Author Manjunath Aradhya, V. N.
Vinod, H. C.
Niranjan, S. K.
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Snippet 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,...
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StartPage 1154
SubjectTerms Cameras
Feature extraction
Fourier statistical features
Fuzzy C-means clustering
Image color analysis
Image recognition
Mathematical statistical method
Signal processing algorithms
Statistical analysis
Text recognition
Title An application of Fourier statistical features in scene text detection
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