DocumentCode :
2148313
Title :
Multi Resolution Layout Analysis of Medieval Manuscripts Using Dynamic MLP
Author :
Baechler, Micheal ; Ingold, Rolf
Author_Institution :
Dept. of Inf., Univ. of Fribourg, Fribourg, Switzerland
fYear :
2011
fDate :
18-21 Sept. 2011
Firstpage :
1185
Lastpage :
1189
Abstract :
This paper describes a generic layout analysis system for historical documents. It presents the architecture of a pyramidal approach using three analysis levels. Each level consists of a classifier using machine learning techniques where the output of the upper level is used as a feature in the lower level. The current implementation uses a so called Dynamic Multi-Layer perceptron (DMLP), which is a natural extension of MLP classifiers. The system is evaluated on medieval documents for which a multi-layer model is used to discriminate among 10 classes organized hierarchically.
Keywords :
classification; document image processing; history; image resolution; learning (artificial intelligence); multilayer perceptrons; DMLP; MLP classifiers; dynamic MLP; dynamic multilayer perceptron; generic layout analysis system; historical documents; machine learning techniques; medieval documents; medieval manuscripts; multilayer model; multiresolution layout analysis; pyramidal approach; Feature extraction; Image color analysis; Image resolution; Image segmentation; Layout; Text analysis; Training; Multi-Layer Perceptrons; Segmention; historical documents; layout analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Document Analysis and Recognition (ICDAR), 2011 International Conference on
Conference_Location :
Beijing
ISSN :
1520-5363
Print_ISBN :
978-1-4577-1350-7
Electronic_ISBN :
1520-5363
Type :
conf
DOI :
10.1109/ICDAR.2011.239
Filename :
6065497
Link To Document :
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