Title :
Faxed document image restoration using gray level representation
Author :
Oguro, Masami ; Akiyama, Temo ; Ogura, Kenji
Author_Institution :
NTT Human Interface Labs., Kanagawa, Japan
Abstract :
The paper describes an image restoration algorithm for degraded faxed images, for example, salt and pepper noise and the partial omission of figures. Removing these types of degradation is paramount to achieving high performance fax OCR systems. Some observations that enable effective restoration of fax degradation are: (I) the contour shapes of figures may be preserved microscopically; (II) degradation characteristics can be estimated by utilizing the distribution of neighboring pixel values; and (III) the ununiformity of sensor sensitivity causes similar degradation in vertical bands. The proposed method based on these observations comprises the following steps: producing gray level images, restoration based on local pixel distribution, and restoration based on vertical specification. The experimental results based on actual faxed documents show the effectiveness of the method
Keywords :
document image processing; facsimile; image restoration; optical character recognition; contour shapes; degradation characteristics; degraded faxed images; faxed document image restoration; faxed documents; gray level images; gray level representation; high performance fax OCR systems; image restoration algorithm; local pixel distribution; neighboring pixel values; partial omission; salt and pepper noise; sensor sensitivity; vertical bands; vertical specification; Background noise; Character recognition; Degradation; Facsimile; Image restoration; Image sensors; Noise figure; Optical character recognition software; Pixel; Sensor phenomena and characterization;
Conference_Titel :
Document Analysis and Recognition, 1997., Proceedings of the Fourth International Conference on
Conference_Location :
Ulm
Print_ISBN :
0-8186-7898-4
DOI :
10.1109/ICDAR.1997.620593