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Logic Mind Technologies
Vijayangar (Near Maruthi Medicals), Bangalore-40
Ph: 8123668124 // 8123668066
Title: Influence of Color-to-Gray Conversion on
the Performance of Document Image
Binarization: Toward a Novel Optimization
Problem
Abstract—This paper presents a novel preprocessing method of color-to-gray
document image conversion. In contrast to the conventional methods designed for
natural images that aim to preserve the contrast between different classes in the
converted gray image, the proposed conversion method reduces as much as
possible the contrast (i.e., intensity variance) within the text class. It is based on
learning a linear filter from a predefined data set of text and background pixels
that: 1) when applied to background pixels, minimizes the output response and 2)
when applied to text pixels, maximizes the output response, while minimizing the
intensity variance within the text class. Our proposed method (called learning-
based color-to-gray) is conceived to be used as preprocessing for document image
binarization. A data set of 46 historical document images is created and used to
evaluate subjectively and objectively the proposed method. The method
demonstrates drastically its effectiveness and impact on the performance of state-
of-the-art binarization methods. Four other Web-based image data sets are created
to evaluate the scalability of the proposed method.
Software & Hardware requirement:
1. Hardware requirement:
1. PC
2. RAM minimum 2GB
3. HDD minimum 100GB
2. Software requirement:
1. MATLAB 7.0
2. Signal processing toolbox
3. Image processing toolbox
4. Mathematical toolbox
PROJECT FLOW:
First Review:
Literature Survey
Paper Explanation
Design of Project
Project Enhancement explanation
Second Review:
Implementing 40% of Base Paper
Third Review
Implementing Remaining 60% of Base Paper with Future Enhancement
(Modification)
For More Details please contact
Logic Mind Technologies
Vijayangar (Near Maruthi Medicals), Bangalore-40
Ph: 8123668124 // 8123668066
Mail: logicmindtech@gmail.com

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Influence of color to gray conversion on the performance of document image binarization toward a novel optimization problem

  • 1. Logic Mind Technologies Vijayangar (Near Maruthi Medicals), Bangalore-40 Ph: 8123668124 // 8123668066 Title: Influence of Color-to-Gray Conversion on the Performance of Document Image Binarization: Toward a Novel Optimization Problem Abstract—This paper presents a novel preprocessing method of color-to-gray document image conversion. In contrast to the conventional methods designed for natural images that aim to preserve the contrast between different classes in the converted gray image, the proposed conversion method reduces as much as possible the contrast (i.e., intensity variance) within the text class. It is based on learning a linear filter from a predefined data set of text and background pixels that: 1) when applied to background pixels, minimizes the output response and 2) when applied to text pixels, maximizes the output response, while minimizing the intensity variance within the text class. Our proposed method (called learning- based color-to-gray) is conceived to be used as preprocessing for document image binarization. A data set of 46 historical document images is created and used to evaluate subjectively and objectively the proposed method. The method demonstrates drastically its effectiveness and impact on the performance of state- of-the-art binarization methods. Four other Web-based image data sets are created to evaluate the scalability of the proposed method.
  • 2. Software & Hardware requirement: 1. Hardware requirement: 1. PC 2. RAM minimum 2GB 3. HDD minimum 100GB 2. Software requirement: 1. MATLAB 7.0 2. Signal processing toolbox 3. Image processing toolbox 4. Mathematical toolbox PROJECT FLOW: First Review: Literature Survey Paper Explanation Design of Project Project Enhancement explanation Second Review: Implementing 40% of Base Paper Third Review Implementing Remaining 60% of Base Paper with Future Enhancement (Modification) For More Details please contact Logic Mind Technologies Vijayangar (Near Maruthi Medicals), Bangalore-40 Ph: 8123668124 // 8123668066 Mail: logicmindtech@gmail.com