海军航空工程学院学报
海軍航空工程學院學報
해군항공공정학원학보
JOURNAL OF NAVAL AERONAUTICAL ENGINEERING INSTITUTE
2014年
5期
415-418,444
,共5页
刘光明%孟祥伟%杨祥红%程焕
劉光明%孟祥偉%楊祥紅%程煥
류광명%맹상위%양상홍%정환
SAR图像%图像分割%水平集方法%活动轮廓模型%Graph cuts方法
SAR圖像%圖像分割%水平集方法%活動輪廓模型%Graph cuts方法
SAR도상%도상분할%수평집방법%활동륜곽모형%Graph cuts방법
SAR image%image segmentation%level set method%active contour model%Graph cuts
Graph cuts方法是一种快速优化技术,能有效解决计算机视觉的低层次问题,如表面重构、分割、去噪等问题。其优点是迭代计算的高效性并能得到全局最优解。利用Graph cuts方法,将基于活动轮廓模型和水平集方法的SAR图像分割模型转化成一个新的模型,可用最大流/最小割方法来求解。实测SAR图像的分割实验表明:提出的新模型所需运行时间大约是基于水平集的活动轮廓模型所需时间的一半,分割精度也得到了较大的提高。
Graph cuts方法是一種快速優化技術,能有效解決計算機視覺的低層次問題,如錶麵重構、分割、去譟等問題。其優點是迭代計算的高效性併能得到全跼最優解。利用Graph cuts方法,將基于活動輪廓模型和水平集方法的SAR圖像分割模型轉化成一箇新的模型,可用最大流/最小割方法來求解。實測SAR圖像的分割實驗錶明:提齣的新模型所需運行時間大約是基于水平集的活動輪廓模型所需時間的一半,分割精度也得到瞭較大的提高。
Graph cuts방법시일충쾌속우화기술,능유효해결계산궤시각적저층차문제,여표면중구、분할、거조등문제。기우점시질대계산적고효성병능득도전국최우해。이용Graph cuts방법,장기우활동륜곽모형화수평집방법적SAR도상분할모형전화성일개신적모형,가용최대류/최소할방법래구해。실측SAR도상적분할실험표명:제출적신모형소수운행시간대약시기우수평집적활동륜곽모형소수시간적일반,분할정도야득도료교대적제고。
Graph cuts is a fast and optimization technique, which can effectively solve the problem of low level computer vi-sion, such as surface reconstruction, segmentation, and denoising problem and so on. Its advantages are efficient iterative calculation and can get the global optimal solution. Using Graph cuts method, SAR image segmentation model based on ac-tive contour model and level set method was transformed into a new model, which could be solved by max flow/min cut method. By segmenting envisat SAR images, the running time required for the proposed new model was about 1/2 of the running time required for active contour model based on level set method, and segmentation accuracy were greatly im-proved.