Title :
An efficient image noise removal and enhancement method
Author :
Khan, Nafis Uddin ; Arya, K.V. ; Pattanaik, Manisha
Author_Institution :
ABV Indian Inst. of Inf. Technol. & Manage., Gwalior, India
Abstract :
This paper presents a new method to remove noise and enhance the image with the help of partial unsharp masking and conservative smoothing. In this method, unsharp masking is applied in partial way for detection of the edges and boundary lines in the image and then a conservative smoothing operation is applied on the selected areas to remove undesirable edges which represents the salt and pepper noise. Finally, the noise free edge image is added with the smoothed image to get the original image with reduced noise. The proposed method is compared with that of performance of mean and median filtering. The experimental results on synthetic and real images show the effectiveness of the proposed method.
Keywords :
image denoising; image enhancement; median filters; smoothing methods; conservative smoothing; image enhancement method; image noise removal; mean filtering; median filtering; noise free edge image; partial unsharp masking; salt and pepper noise; Image edge detection; Moon; Noise measurement; PSNR; Sensors; Smoothing methods; Unsharp masking; conservative smoothing; image enhancement; impulsive noise filtering;
Conference_Titel :
Systems Man and Cybernetics (SMC), 2010 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-6586-6
DOI :
10.1109/ICSMC.2010.5641838