Title :
Text Line Segmentation Based on Matched Filtering and Top-Down Grouping for Handwritten Documents
Author :
Youbao Tang ; Xiangqian Wu ; Wei Bu
Author_Institution :
Sch. of Comput. Sci. & Technol., Harbin Inst. of Technol. (HIT), Harbin, China
Abstract :
This paper presents a novel text line segmentation method based on matched filtering and top-down grouping for handwritten documents. The proposed method consists of three distinct steps. Firstly, the foreground pixel density (FPD) of handwritten document image (HDI) is estimated, then FPD is used to decide the size of the generated filter which is the convolution of a band-shape filter and an isotropic LoG filter. Secondly, the centers of the text lines (CTLs) are extracted by performing filtering, binarizing, thinning and top-down grouping operation on HDI. Finally, the overlapping connected-components (OCCs) which travel through multiple text lines are separated, and then all OCCs are assigned to a label of CTLs by the nearest neighbor principle. The proposed method is tested on two public databases, and the experimental results show that the proposed method outperforms the state-of-the-art text line segmentation approaches in both of these databases.
Keywords :
convolution; document image processing; feature extraction; filtering theory; handwriting recognition; image matching; image segmentation; image thinning; CTL extraction; FPD; HDI; OCCs; band-shape filter convolution; binarizing operation; centers of the text line extraction; foreground pixel density; handwritten document image; isotropic LoG filter; matched filtering; nearest neighbor principle; overlapping connected-components; public databases; text line segmentation method; thinning operation; top-down grouping operation; Databases; Frequency modulation; Image segmentation; Matched filters; Pattern recognition; Skeleton; handwritten document; matched filtering; overlapping connected-component separation; text line segmentation; top-down grouping;
Conference_Titel :
Document Analysis Systems (DAS), 2014 11th IAPR International Workshop on
Conference_Location :
Tours
Print_ISBN :
978-1-4799-3243-6
DOI :
10.1109/DAS.2014.14