Title :
Adaptive reduction of blocking artifacts in DCT domain for highly compressed images
Author :
Wang, Ci ; Zhang, Wen-Jun ; Fang, Xiang-Zhong
Author_Institution :
Inst. of Image Commun. & Inf. Process., Shanghai Jiao Tong Univ., China
fDate :
5/1/2004 12:00:00 AM
Abstract :
A major drawback of block discrete cosine transform-based compressed image is the appearance of visible discontinuities along block boundaries in low bit-rate coding, which are commonly referred as blocking artifacts. Reduction of blocking artifacts can significantly improve image quality and extend maximum compression ratio under certain subjective quality. In this paper, a method for blind measuring the degree of blocking artifacts and postprocessing technology for removing these discontinuities are proposed, and it is most important that all these works are operated in DCT domain. By Walsh transform and local threshold technology, the precision of edge detection by Sobel operator is improved, so blurring in objective edge is reduced. In the process of deblocking, compensatory coefficients matrices and adaptive smooth method are introduced to improve postprocessed image performance. Experiments demonstrate that the combination of all these methods gives excellent results compared with other approaches before in both subjective and objective viewpoints.
Keywords :
Walsh functions; discrete cosine transforms; edge detection; image coding; matrix algebra; DCT domain; Sobel operator; Walsh transform; adaptive smooth method; bit-rate coding; blind measuring; blocking artifacts; blurring; coefficient matrices; cosine transform-based compressed image; deblocking process; discrete cosine transforms; edge detection; local threshold technology; maximum compression ratio; objective edge; postprocessing technology; Bit rate; Discrete cosine transforms; Image coding; Image edge detection; Image quality; Image reconstruction; Image storage; Low pass filters; Quantization; Transform coding;
Journal_Title :
Consumer Electronics, IEEE Transactions on
DOI :
10.1109/TCE.2004.1309444