Search results for "Probabilistic hough transform"

showing 2 items of 2 documents

An Improved Skew Angle Detection and Correction Technique for Historical Scanned Documents Using Morphological Skeleton and Progressive Probabilistic…

2017

International audience; Skew detection is a crucial step for document analysis systems. Indeed, it represents one of the basic challenges, especially in case of historical documents analysis. In this paper, we propose a novel robust skew angle detection and correction technique. Morphological Skeleton is introduced to significantly reduce the amount of data to treat by removing the redundant pixels and keeping only the central curves of the image components. The proposed method then uses Progressive Probabilistic Hough Transform (PPHT) to identify image lines. A special procedure is finally applied in order to estimate the global skew angle of the document image from these detected lines. E…

Computer science[SPI] Engineering Sciences [physics]ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISIONDocument image analysis02 engineering and technology01 natural sciencesElectronic mail[SPI]Engineering Sciences [physics]Robustness (computer science)HistogramOrientation0103 physical sciencesMorphological skeleton0202 electrical engineering electronic engineering information engineering010306 general physicsMorphological SkeletonProbabilistic hough transformPixelbusiness.industrySkewProbabilistic logicPattern recognitionProgressive Probabilistic Hough Transform[SPI.TRON] Engineering Sciences [physics]/Electronics[SPI.TRON]Engineering Sciences [physics]/ElectronicsSkew correctionAlgorithmImages020201 artificial intelligence & image processingArtificial intelligencebusinessSkew angle detection
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Using skeleton and Hough transform variant to correct skew in historical documents

2020

International audience; As a main part of several document analysis systems, Skew estimation represents one of the major research challenges, particularly in case of historical documents exploration. In this paper, we propose an original skew angle detection and correction technique. Morphological Skeleton is introduced to considerably diminish the amount of data by eliminating the redundant pixels and preserving only the central curves of the image components. Next, the proposed method uses Progressive Probabilistic Hough Transform (PPHT) to find image lines. At the end, a specific procedure is applied in order to measure the global skew angle of the document image from these identified li…

General Computer ScienceHorizontal and verticalMorphological skeletonComputer scienceSkew estimationComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISIONDocument image analysis010103 numerical & computational mathematics02 engineering and technologySkeleton (category theory)01 natural sciencesMeasure (mathematics)Theoretical Computer ScienceHough transformlaw.inventionImage (mathematics)lawMorphological skeleton0202 electrical engineering electronic engineering information engineering[INFO.INFO-DL]Computer Science [cs]/Digital Libraries [cs.DL]0101 mathematicsNumerical AnalysisPixelbusiness.industryApplied MathematicsProgressive probabilistic Hough transformSkew[INFO.INFO-CV]Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV]Pattern recognitionSkew correction[INFO.INFO-TT]Computer Science [cs]/Document and Text ProcessingModeling and Simulation020201 artificial intelligence & image processingArtificial intelligencebusinessMathematics and Computers in Simulation
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