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一种率失真最优的JPEG2000码率自适应控制算法

李其虎1,任国强2,吴钦章3,韩文俊1,田园3   

  1. 1. 中科院光电所
    2. 中国科学院 光电技术研究所, 四川 成都
    3. 中国科学院 光电技术研究所
  • 收稿日期:2010-02-23 修回日期:2010-09-06 出版日期:2011-04-25 发布日期:2011-04-25
  • 通讯作者: 李其虎

An Adaptive Rate Control Algorithm for JPEG2000 Based on Optimal Rate-distortion

  • Received:2010-02-23 Revised:2010-09-06 Online:2011-04-25 Published:2011-04-25

摘要: 在研究JPEG2000码率控制算法的基础上,提出一种新的码率预分配自适应控制算法。对图像进行小波分解后,将去除最低频的子带小波系数建模为高斯分布。基于率失真理论推导出每个码块在总码率一定的情况下编码中实际应当贡献的码率,在熵编码时实时截止。而对最低频子带进行完整无失真编码。该算法实现了码流的实时截断,减少了编码器的计算量和存储空间,提高了编码效率。实验结果表明,在图像压缩码率不是很高的情况下(>0.5bpp),将最低频子带去除后,对剩余的频带系数建模为高斯分布,图像压缩效果要明显好于对整个频带都默认为高斯分布时的效果。并且该算法码率分配精准,复杂度较低,易于硬件实现。

Abstract: A novel rate adaptive control algorithm is proposed based on study of JPEG2000 rate control algorithm. After wavelet transform, the coefficient is modeled as Gaussian distribution, but remove the offspring of the lowest frequency. Each block bit rate of the actual encoding has been achieved based on rate-distortion theory in the overall rate certain, and the bit rate should be real-time deadline in the entropy coding. The offspring of the lowest frequency has been code at without distortion. This algorithm achieve bit rate deadline in real-time, reducing the encoder computation and memory usage. Experimental results show that after the removal of the most low frequencies, the remaining band coefficient modeled as a Gaussian distribution, the image compression is significantly better than results that the whole band is the Gaussian distribution, when the compression rate is not too high(>0.5bpp). And rate allocation algorithm is accurate and low complex, and that it is most suitable for hardware implementation.