An Evaluation Technique for Binarization Algorithms
نویسندگان
چکیده
Document binarization is an active research area for many years. The choice of the most appropriate binarization algorithm for each case proved to be a very difficult procedure itself. In this paper, we propose a new technique for the validation of document binarization algorithms. Our method is simple in its implementation and can be performed on any binarization algorithm since it doesn’t require anything more than the binarization stage. As a demonstration of the proposed technique, we use the case of degraded historical documents. Then we apply the proposed technique to 30 binarization algorithms. Experimental results and conclusions are presented.
منابع مشابه
A Review on Evaluation of Binarization Techniques on Camera-Based Images
This paper presents a review of techniques of binarization on camera images. Several algorithms have previously been proposed for improving the thresholding of degraded document images. No algorithm can solve all types of problems, but some algorithms are better than others for specific situations. This article reviews local binarization algorithms and global binarization algorithms for improvi...
متن کاملA Combination of Laplacian Energy, Global and Adaptive Techniques for Degraded Document Image Binarization
Many document image binarization algorithms have previously been proposed for enhancing the performance of degraded document image binarization. This paper reviews algorithms for document image binarization. All of the algorithms have some advantages and disadvantages. To remove the drawbacks in this paper a combined approach is proposed that first combines different types of global and local t...
متن کاملAn Objective Evaluation Methodology for Handwritten Image Document Binarization Techniques
This paper presents an objective evaluation methodology for handwritten document image binarization techniques that aims to reduce the human involvement in the ground truth construction and consecutive testing. A detailed description of the methodology along with a benchmarking of the state-of-the-art binarization algorithms based on the proposed methodology is presented.
متن کاملEnhancement of Image Resolution by Binarization
Image segmentation is one of the principal approaches of image processing. The choice of the most appropriate Binarization algorithm for each case proved to be a very interesting procedure itself. In this paper, we have done the comparison study between the various algorithms based on Binarization algorithms and propose a methodologies for the validation of Binarization algorithms. In this work...
متن کاملUnsupervised measures for parameter selection of binarization algorithms
In this paper, we propose a mechanism for systematic comparison of the efficacy of unsupervised evaluation methods for parameter selection of binarization algorithms in optical character recognition (OCR). We also analyze these measures statistically and ascertain whether a measure is suitable or not to assess a binarization method. The comparison process is streamlined in several steps. Given ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- J. UCS
دوره 14 شماره
صفحات -
تاریخ انتشار 2008