Title :
Adaptive filtering of block effects based on edge map
Author_Institution :
Dept. of Electron. Eng., Shantou Univ., Guangdong, China
Abstract :
Block coding, such as DCT coding and VQ, play an important role in image data compression. However, block coding usually produces block effects in the reconstructed images. Block effects result in the artificial contours and so degrade the quality of the decoded images. To improve the visual quality of decoded images, postprocessing is often used. We present an adaptive space-variant filter based edge map for reducing block effects. First we apply an edge detector on the decoded image to obtain an edge map. Then, an environment of each pixel (x,y) in the decoded image f(x,y) is analyzed based on the edge map. Based on the analysis, all pixels in f(x,y) are classified into two classes: edge pixels and non-edge pixels. Finally, a 1-D directional filter and a 2-D mean filter are applied on those pixels accordingly. Simulation results show that the algorithm improved the reconstructed images both in the subject visual quality and signal-to-noise ratio
Keywords :
adaptive filters; adaptive signal processing; discrete cosine transforms; edge detection; filtering theory; image classification; image reconstruction; transform coding; two-dimensional digital filters; vector quantisation; 1D directional filter; 2D mean filter; DCT coding; SNR; VQ; adaptive filtering; adaptive space-variant filter; artificial contours; block coding; block effects reduction; decoded image quality; edge detector; edge map; edge pixels; image data compression; image reconstruction; nonedge pixels; pixels classification; postprocessing; signal to noise ratio; simulation results; visual quality; Adaptive filters; Block codes; Data compression; Decoding; Degradation; Detectors; Discrete cosine transforms; Image coding; Image edge detection; Image reconstruction;
Conference_Titel :
Signal Processing, 1996., 3rd International Conference on
Conference_Location :
Beijing
Print_ISBN :
0-7803-2912-0
DOI :
10.1109/ICSIGP.1996.567331