Title :
Indices for image quality degradation evaluation based on wavelet transforms
Author :
Minamoto, Teruya ; Ohmura, Hajime
Author_Institution :
Dept. of Inf. Sci., Saga Univ., Saga, Japan
Abstract :
We present new indices for measuring the degradation of a digital image. Objective measures for assessing image quality, such as PSNR and SSIM, have been developed to quantify the visibility of errors or structural information between the original image and its modified version. However, the results obtained by PSNR and SSIM do not always match a subjective evaluation. We developed new indices based on the continuous wavelet transform (CWT) for measuring degradation so as to match a subjective evaluation. We also developed some indices based on the discrete wavelet transform (DWT) and investigated the usefulness of the proposed indices by conducting experiments.
Keywords :
discrete wavelet transforms; image processing; CWT; DWT; PSNR; SSIM; continuous wavelet transform; digital image; discrete wavelet transform; image quality assessment; image quality degradation evaluation; objective measures; structural information; subjective evaluation; Continuous wavelet transforms; Degradation; Discrete wavelet transforms; Image quality; PSNR; Continuous wavelet transform; Discrete wavelet transform; Granularity; Image quality assessment;
Conference_Titel :
Wavelet Analysis and Pattern Recognition (ICWAPR), 2014 International Conference on
Conference_Location :
Lanzhou
Print_ISBN :
978-1-4799-4212-1
DOI :
10.1109/ICWAPR.2014.6961306