DocumentCode
2553590
Title
Least squares-based lossless image coding with edge-look-ahead
Author
Kau, Lih-Jen ; Lin, Yuan-Pei
Author_Institution
Dept. of Elec. & Control Engr., National Chiao Tung Univ., Hsinchu
fYear
2006
fDate
21-24 May 2006
Abstract
In predictive image coding, the least squares (LS)-based adaptive predictor is noted as an efficient method to improve prediction result around edges. However pixel-by-pixel optimization of the predictor coefficients leads to a high coding complexity. To reduce computational complexity, we activate the LS optimization process only when the coding pixel is around an edge or when the prediction error is large. We propose a simple yet effective edge detector using only causal pixels. The system can look ahead to determine if the coding pixel is around an edge and initiate the LS adaptation to prevent the occurrence of a large prediction error. Our experiments show that the proposed approach can achieve a noticeable reduction in complexity with only a minor degradation in the prediction results
Keywords
computational complexity; edge detection; image coding; least squares approximations; optimisation; causal pixels; computational complexity; edge detector; edge-look-ahead; least squares adaptive predictor; pixel-by-pixel optimization; prediction error; predictive image coding; predictor coefficients; Computational complexity; Context modeling; Degradation; Detectors; Image coding; Image edge detection; Least squares methods; Pixel; Predictive coding; Predictive models;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems, 2006. ISCAS 2006. Proceedings. 2006 IEEE International Symposium on
Conference_Location
Island of Kos
Print_ISBN
0-7803-9389-9
Type
conf
DOI
10.1109/ISCAS.2006.1693737
Filename
1693737
Link To Document