Title :
An approach of image scaling using DWT and bicubic interpolation
Author :
Sekar, K. ; Duraisamy, V. ; Remimol, A.M.
Author_Institution :
Dept. of EEE, Hindusthan Coll. of Eng. & Technol., Coimbatore, India
Abstract :
Image scaling is an important technique used to scale down or scale up the pictures or video frames to fit to the application. This work proposes a new scaling algorithm for image scaling consisting of a Discrete Wavelet Transform (DWT) based interpolation and bicubic interpolation. To achieve higher visual quality, a simple Haar wavelet based DWT interpolation is carried out first to the gray scale values of image and then bicubic interpolation is performed. DWT is based on sub-band coding, which divides the image into four frequency quadrants. To reduce the artifacts, bicubic interpolation is performed to all the quadrants separately. This work can achieve an image quality by a factor more than 10 dB than the existing bilinear interpolation method. The mean square error is less and the average Peak Signal to Noise Ratio (PSNR) is more in this method. The image artifacts like blurring can be greatly reduced in the proposed method, thus this approach is better than existing methods in visual quality. The simulation of the work is carried out in MATLAB R2013a.
Keywords :
Gray codes; Haar transforms; discrete wavelet transforms; image coding; image restoration; interpolation; mean square error methods; DWT interpolation; PSNR; artifacts reduction; bicubic interpolation; bilinear interpolation method; discrete wavelet transform; frequency quadrants; image gray scale values; image scaling approach; mean square error; peak signal to noise ratio; picture frames; simple Haar wavelet; sub-band coding; video frames; visual quality; Discrete wavelet transforms; Educational institutions; Image coding; Interpolation; PSNR; Bicubic interpolation; Discrete Wavelet Transform (DWT) interpolation; Image scaling; Peak Signal to Noise Ratio (PSNR);
Conference_Titel :
Green Computing Communication and Electrical Engineering (ICGCCEE), 2014 International Conference on
Conference_Location :
Coimbatore
DOI :
10.1109/ICGCCEE.2014.6922406