Title :
A New Blocking Effect Reduction Method
Author :
Yi, Qing-ming ; Shi, Min
Author_Institution :
Dept. of Electron. Eng., Jinan Univ., Gangzhou
Abstract :
When a high compression ratio is required, the block discrete cosine transform (BDCT) decoded image suffers from the blocking effect: boundaries between adjacent image blocks visible for low bit rates. A blocking effect reduction algorithm based on DCT transform and Markov random field (MRF) is proposed to reduce blocking artifacts as many as possible, while preserving edge information. In this paper, the characteristic of human visual system (HVS) is sufficiently utilized. A visibility function of blocking artifacts is proposed based on the activity masking and brightness masking properties of HVS. The blocks which visibility of the blocking artifacts is less than the threshold do not need any processing. The proper threshold value for Huber function plays an important role in MRF method. The linear regression is used to adaptively estimate the threshold value. Experimental results show the proposed algorithm can significantly reduce blocking artifacts while preserving edge and texture information
Keywords :
Markov processes; adaptive estimation; decoding; discrete cosine transforms; image coding; image segmentation; image texture; random processes; regression analysis; DCT transform; Huber function; Markov random field; activity masking property; adaptive threshold value estimation; block discrete cosine transform; brightness masking property; edge information preservation; human visual system; image blocking effect reduction algorithm; image decoding; linear regression; texture information preservation; visibility function; Bit rate; Brightness; Decoding; Discrete cosine transforms; Discrete transforms; Humans; Image coding; Linear regression; Markov random fields; Visual system; Block discrete cosine transform (BDCT); Blocking artifacts; Human visual system (HVS); Post-filtering;
Conference_Titel :
Machine Learning and Cybernetics, 2006 International Conference on
Conference_Location :
Dalian, China
Print_ISBN :
1-4244-0061-9
DOI :
10.1109/ICMLC.2006.258736