International Journal of Imaging Systems and Technology · 2006 · 27 citations · 23 references
ComputingComputer ScienceComputer VisionDigital ImagingImage InterpretationDocument Image AnalysisImage AnalysisImage EnhancementImage FilteringOptical Character RecognitionPattern RecognitionBlack CharactersColor Image ProcessingColor ReductionDocument BinarizationDocument Image PreprocessingFilteringText BlocksText Detection
This article presents a new method for the binarization of color document images. Initially, the colors of the document image are reduced to a small number using a new color reduction technique. Specifically, this technique estimates the dominant colors and then assigns the original image colors to them in order that the background and text components to become uniform. Each dominant color defines a color plane in which the connected components (CCs) are extracted. Next, in each color plane a CC filtering procedure is applied which is followed by a grouping procedure. At the end of this stage, blocks of CCs are constructed which are next redefined by obtaining the direction of connection (DOC) property for each CC. Using the DOC property, the blocks of CCs are classified as text or nontext. The identified text blocks are binarized properly using suitable binarization techniques, considering the rest of the pixels as background. The final result is a binary image which contains always black characters in white background independently of the original colors of each text block. The proposed document binarization approach can also be used for binarization of noisy color (or gray-scale) document images. Several experiments that confirm the effectiveness of the proposed technique are presented. © 2007 Wiley Periodicals, Inc. Int J Imaging Syst Technol, 16, 262–274, 2006
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Adaptive document image binarization
J. Sauvola, Matti Pietikäinen · Pattern Recognition · 2000 · 2.3K citations
Text information extraction in images and video: a survey
Keechul Jung, Kwang In Kim, Anil K. Jain · Pattern Recognition · 2004 · 844 citations