湖北民族学院学报(自然科学版)
湖北民族學院學報(自然科學版)
호북민족학원학보(자연과학판)
JOURNAL OF HUBEI INSTITUTE FOR NATIONALITIES(NATURAL SCIENCE EDITION)
2014年
4期
445-448
,共4页
差分进化算法%图像处理%图像增强
差分進化算法%圖像處理%圖像增彊
차분진화산법%도상처리%도상증강
differential evolution algorithm%image processing%image enhancement
图像增强是图像处理中重要的步骤之一,基于非完全Beta函数变换的图像增强办法能够获得较为理想的增强效果。然而合理的Beta函数参数选取一直没有得到很好的解决,常需要人工干预或者计算非常耗时。差分进化算法是一种新型的进化计算方法,具有自适应、自组织等智能特性和强大的寻找优化解的能力。这里将差分进化算法用于Beta函数参数的自适应选取,实现了基于差分进化算法的非完全Beta函数图像增强方法,实际图像增强实验结果表明了该方法的有效性和可行性。
圖像增彊是圖像處理中重要的步驟之一,基于非完全Beta函數變換的圖像增彊辦法能夠穫得較為理想的增彊效果。然而閤理的Beta函數參數選取一直沒有得到很好的解決,常需要人工榦預或者計算非常耗時。差分進化算法是一種新型的進化計算方法,具有自適應、自組織等智能特性和彊大的尋找優化解的能力。這裏將差分進化算法用于Beta函數參數的自適應選取,實現瞭基于差分進化算法的非完全Beta函數圖像增彊方法,實際圖像增彊實驗結果錶明瞭該方法的有效性和可行性。
도상증강시도상처리중중요적보취지일,기우비완전Beta함수변환적도상증강판법능구획득교위이상적증강효과。연이합리적Beta함수삼수선취일직몰유득도흔호적해결,상수요인공간예혹자계산비상모시。차분진화산법시일충신형적진화계산방법,구유자괄응、자조직등지능특성화강대적심조우화해적능력。저리장차분진화산법용우Beta함수삼수적자괄응선취,실현료기우차분진화산법적비완전Beta함수도상증강방법,실제도상증강실험결과표명료해방법적유효성화가행성。
Image enhancement is one of the most important steps in image processing and the enhance-ment method based on incomplete Beta function transformation has ideal enhancement effect.However, it is difficult to obtain good parameters of incomplete Beta function based method and still remains an issue not fully solved;that is, it often needs human intervention or is very time-consuming.The differential e-volution algorithm is a newly proposed evolutionary algorithm,which is adaptive,self-organizing intelli-gent;moreover, it has a strong search ability of the optimal solution.Thus, in the paper, differential evo-lution algorithm is employed to seek the optimal parameters for Beta function image enhancement method and a novel Beta function image enhancement method based on differential evolution algorithm is put for-ward.Finally, the actual image enhancement experimental results testify the effectiveness and feasibility of the proposed method.