Adaptive lossless image coding using least squares optimization with edge-look-ahead

被引:25
作者
Kau, LJ [1 ]
Lin, YP [1 ]
机构
[1] Natl Chiao Tung Univ, Dept Elect & Control Engn, Hsinchu 30010, Taiwan
关键词
adaptive prediction; context modeling; edge detection; entropy coding; least squares (LS) optimization; lossless image coding;
D O I
10.1109/TCSII.2005.852194
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:751 / 755
页数:5
相关论文
共 11 条
[1]  
KUROKI N, 1992, IEICE T FUND ELECTR, VE75A, P882
[2]  
LEON SJ, 2002, LINEAR ALGEBRA APPL, P482
[3]   Edge-directed prediction for lossless compression of natural images [J].
Li, X ;
Orchard, MT .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (06) :813-817
[4]  
Meyer B, 2001, IEEE DATA COMPR CONF, P503
[5]  
MEYER B, P INT PICT COD S
[6]  
PRESS WH, 2002, NUMERICAL RECIPES C, P96
[7]   The LOCO-I lossless image compression algorithm: Principles and standardization into JPEG-LS [J].
Weinberger, MJ ;
Seroussi, G ;
Sapiro, G .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (08) :1309-1324
[8]   ARITHMETIC CODING FOR DATA-COMPRESSION [J].
WITTEN, IH ;
NEAL, RM ;
CLEARY, JG .
COMMUNICATIONS OF THE ACM, 1987, 30 (06) :520-540
[9]   Lossless compression of continuous-tone images via context selection, quantization, and modeling [J].
Wu, XL .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (05) :656-664
[10]   Context-based, adaptive, lossless image coding [J].
Wu, XL ;
Memon, N .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1997, 45 (04) :437-444