DocumentCode :
857631
Title :
Edge-Oriented Uniform Intra Prediction
Author :
Liu, Dong ; Sun, Xiaoyan ; Wu, Feng ; Zhang, Ya-Qin
Author_Institution :
Univ. of Sci. & Technol., Hefei
Volume :
17
Issue :
10
fYear :
2008
Firstpage :
1827
Lastpage :
1836
Abstract :
We propose an intra prediction solution to block-based image compression. In order to adapt to local image features during intra prediction, we consider the distinct image singularities within the model of piece-wise smooth functions. With such singularities, i.e., edges in this paper, intra prediction can be performed by solving Laplace equations. Moreover, since edges exhibit spatial correlations, we design a rate-distortion optimized method for edge extraction and edge coding. Our edge-oriented intra prediction thus consists of the prediction of smooth regions as well as the prediction of edges. We compare our intra prediction with that in H.264 and achieve superior performance. Our intra prediction can also be integrated into a block-based image coding scheme, which is comparable to JPEG2000 in terms of objective quality. An important advantage of our intra prediction is the improvement in visual quality at low bit-rate due to the preservation of edges.
Keywords :
Laplace equations; correlation methods; data compression; edge detection; image coding; prediction theory; rate distortion theory; smoothing methods; Laplace equation; block-based image compression; edge coding; edge extraction; image coding; piecewise smooth function; rate-distortion optimized method; spatial correlation; uniform intra prediction; Asia; Decoding; Design optimization; Image coding; Laplace equations; Prediction methods; Predictive models; Rate-distortion; Sun; Transform coding; Edge extraction; Laplace equation; image compression; inpainting; intra prediction; Algorithms; Computer Graphics; Data Compression; Image Enhancement; Image Interpretation, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted;
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/TIP.2008.2002835
Filename :
4623176
Link To Document :
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