Title :
Document Images Restoration by a New Tensor Based Diffusion Process: Application to the Recognition of Old Printed Documents
Author :
Drira, Fadoua ; Lebourgeois, Frank ; Emptoz, Hubert
Author_Institution :
REGIM ENIS, Sfax, Tunisia
Abstract :
A modification of the Weickert coherence enhancing diffusion filter is proposed for which new constraints formulated form the Perona-Malik equation are added. The new diffusion filter, driven by local tensors fields, takes benefit from both of these approaches and avoids problems known to affect them. This filter reinforces character discontinuity and eliminates the inherent problem of corner rounding while smoothing. Experiments conducted on degraded document images illustrate the effectiveness of the proposed method compared to another anisotropic diffusion approaches. A visual quality improvement is thus achieved on these images. Such improvement leads to a noticeable improvement of the OCR system´s accuracy proven through the comparison of OCR recognition rates before and after the diffusion process.
Keywords :
document image processing; image recognition; image restoration; Perona-Malik equation; Weickert coherence enhancing diffusion filter; anisotropic diffusion approach; document image restoration; image recognition; optical character recognition; tensor based diffusion process; visual quality improvement; Anisotropic magnetoresistance; Degradation; Diffusion processes; Equations; Filters; Image recognition; Image restoration; Optical character recognition software; Smoothing methods; Tensile stress; OCR accuracy improvement; Perona-Malik/Weickert diffusion processes; old printed document images; restoration;
Conference_Titel :
Document Analysis and Recognition, 2009. ICDAR '09. 10th International Conference on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4244-4500-4
Electronic_ISBN :
1520-5363
DOI :
10.1109/ICDAR.2009.109