EFDM: Restoration of Single-sided Low-quality Document Images
نویسندگان
چکیده
This paper addresses the problem of restoration and enhancement of very old single-sided document images. At first step, a degradation model is developed for the generation of synthesized degraded document images in both double-sided and single-sided formats. Then, we propose a novel method, which is based on the anisotropic diffusion method (ADM), for restoration of the degradations in single-sided document images. Due to local characteristics of ADM, we empower our method with two flow fields to play the role of global classifiers in separating the meaningful pixels. Also, the new method uses an extra diffusion of background information that provides an efficient and accurate restoration of the interference patterns and degraded backgrounds. The performance of the method is tested on both real samples, from Google Book Search dataset and UNESCO’s Memory of the World Programme, and synthesized samples provided by our degradation model. The results are promising.
منابع مشابه
DIAR: Advances in Degradation Modeling and Processing
State-of-the-art OCR/ICR algorithms and software are the result of large-scale experiments on the accuracy of OCR systems and proper selection of the size and distribution of training sets. The key factor in improving OCR technology is the degradation models. While it is a leading-edge tool for processing conventional printed materials, the degradation model now faces additional challenges as a...
متن کاملA Fully Automatic System for Restoration of Historical Document Images
Historical document images are subject to intrinsic distortions such as background noise and bleed-through interference due to aging and extrinsic distortions such as displacement, uneven surfaces introduced during image acquisition procedure. In this paper, we propose a fully automatic restoration framework that corrects bleed-through distortion on double-sided handwritten historical document ...
متن کاملUtilization of an optimum low-pass filter during filtered back-projection in the reconstruction of single photon emission computed tomography images of small structures
Introduction:Low-pass filters eliminate noise, and accordingly improve the quality of filtered back-projection (FBP) in the reconstruction of single photon emission computed tomography (SPECT) images. This study aimed at selection of an optimum low-pass filter for FBP reconstruction of SPECT images of small structures. Material and Methods:Sp...
متن کاملDigital Restoration by Denoising and Binarization of Historical Manuscripts Images
This chapter deals with digital restoration, preservation, and data base storage of historical manuscripts images. It focuses on restoration techniques and binarization methods combined with image processing applied on document images for text background enhancement and discrimination. Sequential image processing procedures are applied for image refinement and enhancement on quality class categ...
متن کاملObjective Quality Measurement for Geometric Document Image Restoration
Many algorithms to remove distortion from document images have be proposed in recent years, but so far there is no reliable method for comparing their performance. In this paper we propose a collection of methods to measure the quality of such restoration algorithms for document image which show a non-linear distortion due to perspective or page curl. For the result from these measurement to be...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2008