IEEE Transactions on Pattern Analysis and Machine Intelligence · 1999 · 118 citations · 15 references
ComputingComputer ScienceComputer VisionDigital ForensicsDigital ImagingDigital Image ProcessingDocument Image AnalysisForensic EvidenceImage ProcessingOptical Character RecognitionPattern RecognitionForensic Document ExaminationForensic Handwriting AnalysisHandwriting ExaminationHandwriting RecognitionImage ThresholdingThresholding
We propose a class of histogram based global thresholding techniques called integral ratio. They are designed to threshold gray-scale handwriting images and separate the handwriting from the background. The following tight requirements must be met: 1) all the details of the handwriting are to be retained, 2) the writing paper used may contain strong colored and/or patterned background which must be removed, and 3) the handwriting may be written using a wide variety of pens such as a fountain pen, ballpoint pen, or pencil. A specific application area which requires these tight requirements is forensic document examination, where a handwritten document is often considered as legal evidence and the handwriting must not be tampered with or modified in any way. The proposed class of techniques is based on a two stage thresholding approach requiring each pixel of a handwritten image to be placed into one of three classes: foreground, background, and a fuzzy area between them where it is hard to determine whether a pixel belongs to the foreground or the background. Two techniques, native integral ratio (NIR) and quadratic integral ratio (QIR), were created based on this class and tested against two well-known thresholding techniques: Otsu's (1979) technique and the entropy thresholding technique. We found that QIR has superior performance compared to all the other techniques tested.
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Josef Kittler, J. Illingworth · Pattern Recognition · 1986 · 2.2K citations
Image thresholding by minimizing the measures of fuzziness
Liang-Kai Huang, Mao‐Jiun J. Wang · Pattern Recognition · 1995 · 990 citations