A Robust Algorithm for Text String Separation from Mixed Text/Graphics Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Classification of newspaper image blocks using texture analysis
Computer Vision, Graphics, and Image Processing
Text segmentation using Gabor filters for automatic document processing
Machine Vision and Applications - Special issue: document image analysis techniques
Segmentation and classification of mixed text/graphics/image documents
Pattern Recognition Letters
Twenty Years of Document Image Analysis in PAMI
IEEE Transactions on Pattern Analysis and Machine Intelligence
Text/Graphics Separation in Maps
GREC '01 Selected Papers from the Fourth International Workshop on Graphics Recognition Algorithms and Applications
Text/Graphics Separation Revisited
DAS '02 Proceedings of the 5th International Workshop on Document Analysis Systems V
Integrated Algorithms for Newspaper Page Decomposition and Article Tracking
ICDAR '99 Proceedings of the Fifth International Conference on Document Analysis and Recognition
A New Component Based Algorithm for Newspaper Layout Analysis
ICDAR '01 Proceedings of the Sixth International Conference on Document Analysis and Recognition
Newspaper Page Decomposition Using a Split and Merge Approach
ICDAR '01 Proceedings of the Sixth International Conference on Document Analysis and Recognition
First International Newspaper Segmentation Contest
ICDAR '01 Proceedings of the Sixth International Conference on Document Analysis and Recognition
Text - Image Separation in Devanagari Documents
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 2
Arabic Newspaper Page Segmentation
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 2
Text/Graphic labelling of Ancient Printed Documents
ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition
Text/Graphics Separation in Color Maps
ICCTA '07 Proceedings of the International Conference on Computing: Theory and Applications
Segmentation of Text and Graphics from Document Images
ICDAR '07 Proceedings of the Ninth International Conference on Document Analysis and Recognition - Volume 02
ICAPR '09 Proceedings of the 2009 Seventh International Conference on Advances in Pattern Recognition
Curvature feature distribution based classification of Indian scripts from document images
Proceedings of the International Workshop on Multilingual OCR
Text Extraction and Document Image Segmentation Using Matched Wavelets and MRF Model
IEEE Transactions on Image Processing
Content directed enhancement of degraded document images
Proceeding of the workshop on Document Analysis and Recognition
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Digitization of newspaper article is important for registering historical events. Layout analysis of Indian newspaper is a challenging task due to the presence of different font size, font styles and random placement of text and non-text regions. In this paper we propose a novel framework for learning optimal parameters for text graphic separation in the presence of complex layouts. The learning problem has been formulated as an optimization problem using EM algorithm to learn optimal parameters depending on the nature of the document content.