DocumentCode :
2459189
Title :
Text detection and removal from image using inpainting with smoothing
Author :
Wagh, Priyanka Deelip ; Patil, D.R.
Author_Institution :
Dept. of Comput. Eng., SES´s R. C. Patel Inst. of Technol., Shirpur, India
fYear :
2015
fDate :
8-10 Jan. 2015
Firstpage :
1
Lastpage :
4
Abstract :
In this paper we have implemented a two stage frame work to remove unwanted text from images: first stage is to detect text from image and second stage is to remove that text using method of inpainting. To detect text, text localization and extraction is carried out followed by method of inpainting to fill the holes generated in image using surrounding region. To bring more efficiency in text detection smoothing works better. With the use of feature extraction, stroke filtering and centroid processing text detection is performed. Color histogram processing is carried out to carry clearer filtering of text components from other image components. In last stage, the text holes generated are filled with appropriate information present in same image using nearest matching neighborhood inpainting. To generate visually plausible region filling results, smoothing is carried out on the selected filled patches. We tested the implementation using different images, and compared the results of smoothing with results of implementation without smoothing. Experimental results show improved PSNR due to smoothing.
Keywords :
feature extraction; image colour analysis; image restoration; smoothing methods; text detection; centroid processing text detection; color histogram processing; feature extraction; image inpainting; nearest matching neighborhood inpainting; stroke filtering; text detection smoothing; text extraction; text localization; Feature extraction; Histograms; Image color analysis; Image edge detection; PSNR; Smoothing methods; Text recognition; Inpainting; Text Detection; Text Localization; smoothing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Pervasive Computing (ICPC), 2015 International Conference on
Conference_Location :
Pune
Type :
conf
DOI :
10.1109/PERVASIVE.2015.7087154
Filename :
7087154
Link To Document :
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