湖南文理学院学报(自然科学版)
湖南文理學院學報(自然科學版)
호남문이학원학보(자연과학판)
JOURNAL OF HUNAN UNIVERSITY OF ARTS AND SCIENCE(SCIENCE AND TECHNOLOGY)
2013年
3期
44-48,52
,共6页
聂方彦%张平凤%潘梅森%张奋
聶方彥%張平鳳%潘梅森%張奮
섭방언%장평봉%반매삼%장강
图像分割%多级阈值化%Renyi熵%粒子群优化
圖像分割%多級閾值化%Renyi熵%粒子群優化
도상분할%다급역치화%Renyi적%입자군우화
image segmentation%multi-thresholding%Renyi entropy%particle swarm optimization
在图像阈值分割方法中, Renyi熵法因其显著效能而得到大量应用。为了更好地发挥Renyi熵在图像分割中的应用,提出把Renyi熵法扩展到图像多级阈值化问题。然而,由于计算时间复杂度上的高要求,很难把这种有效的技术推广到复杂图像多级阈值化问题。为减少本方法的计算时间,应用粒子群优化算法实施最佳阈值的搜索。实验结果表明,本方法能有效地对图像进行多级分割,并且显著降低计算时间。
在圖像閾值分割方法中, Renyi熵法因其顯著效能而得到大量應用。為瞭更好地髮揮Renyi熵在圖像分割中的應用,提齣把Renyi熵法擴展到圖像多級閾值化問題。然而,由于計算時間複雜度上的高要求,很難把這種有效的技術推廣到複雜圖像多級閾值化問題。為減少本方法的計算時間,應用粒子群優化算法實施最佳閾值的搜索。實驗結果錶明,本方法能有效地對圖像進行多級分割,併且顯著降低計算時間。
재도상역치분할방법중, Renyi적법인기현저효능이득도대량응용。위료경호지발휘Renyi적재도상분할중적응용,제출파Renyi적법확전도도상다급역치화문제。연이,유우계산시간복잡도상적고요구,흔난파저충유효적기술추엄도복잡도상다급역치화문제。위감소본방법적계산시간,응용입자군우화산법실시최가역치적수색。실험결과표명,본방법능유효지대도상진행다급분할,병차현저강저계산시간。
In image segmentation, Renyi-based thresholding method has obtained widely application because of its remarkable effectiveness. In order to develop the latent ability of Renyi-based method in image segmentation, the method was extended to multi-thresholding field. However, due to the time complexity, the Renyi entropy-based method was very difficult extended to multi-thresholding scenario straightly. To overcome this problem, a fast multi-thresholding method combined with the particle swarm optimization algorithm for complex image segmentation was proposed based on Renyi entropy. The experimental results show that the proposed method can reduce the computation time greatly, and obtain ideal segmentation result.