DocumentCode :
2196500
Title :
Detecting Text Areas and Decorative Elements in Ancient Manuscripts
Author :
Garz, Angelika ; Diem, Markus ; Sablatnig, Robert
Author_Institution :
Comput. Vision Lab., Vienna Univ. of Technol., Vienna, Austria
fYear :
2010
fDate :
16-18 Nov. 2010
Firstpage :
176
Lastpage :
181
Abstract :
An approach for the detection of decorative elements - such as initials and headlines - and text regions, focused on ancient manuscripts, is presented. Due to their age, ancient manuscripts suffer from degradation and staining as well as ink is faded-out over the time. Identifying decorative elements and text regions allows indexing a manuscript and serves as input for Optical Character Recognition (OCR) as it localizes regions of interest within document pages. We propose a robust method inspired by state-of-the-art object recognition methodologies. Scale Invariant Feature Transform (SIFT) descriptors are chosen to detect the regions of interest, and the scale of the interest points is used for localization. The classification is based on the fact that local properties of the decorative elements are different to those of regular text. The results show that the method is able to locate regular text in ancient manuscripts. The detection rate of decorative elements is not as high as for regular text but already yields to promising results.
Keywords :
document image processing; image classification; indexing; object recognition; optical character recognition; text analysis; transforms; OCR; SIFT descriptors; ancient manuscripts; classification; decorative elements; degradation; detection rate; document pages; indexing; optical character recognition; regions of interest; regular text; scale invariant feature transform descriptors; staining; state-of-the-art object recognition methodology; text areas detection; text regions; document layout analysis; drop caps; initials document image classification; local features;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Frontiers in Handwriting Recognition (ICFHR), 2010 International Conference on
Conference_Location :
Kolkata
Print_ISBN :
978-1-4244-8353-2
Type :
conf
DOI :
10.1109/ICFHR.2010.35
Filename :
5693520
Link To Document :
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