电子与信息学报
電子與信息學報
전자여신식학보
JOURNAL OF ELECTRONICS & INFORMATION TECHNOLOGY
2013年
9期
2081-2087
,共7页
范朝冬%欧阳红林%张英杰
範朝鼕%歐暘紅林%張英傑
범조동%구양홍림%장영걸
图像分割%阈值分割%2维Otsu算法%小概率事件
圖像分割%閾值分割%2維Otsu算法%小概率事件
도상분할%역치분할%2유Otsu산법%소개솔사건
Image segmentation%Threshold segmentation%Two-dimensional Otsu algorithm%Small probability event
Otsu自适应阈值法是一种经典的图像阈值分割方法,在其基础上发展起来的2维Otsu法及其改进算法由于存在计算(或空间)复杂度较高、抗噪能力差、难以扩展到多阈值等不足而制约了其应用。该文针对2维Otsu法的不足,将噪声点的出现视为小概率事件,用噪声点的邻域均值代替其灰度值,将噪声点转换为目标(或背景)像素,减少了图像中的噪声点数量;继而直接采用1维Otsu法进行分割,以较小的代价获得良好的分割效果。算法分析及测试实验表明:与现有2维Otsu法相比,该算法在复杂度、抗噪性、多阈值扩展性等方面都有明显改善。
Otsu自適應閾值法是一種經典的圖像閾值分割方法,在其基礎上髮展起來的2維Otsu法及其改進算法由于存在計算(或空間)複雜度較高、抗譟能力差、難以擴展到多閾值等不足而製約瞭其應用。該文針對2維Otsu法的不足,將譟聲點的齣現視為小概率事件,用譟聲點的鄰域均值代替其灰度值,將譟聲點轉換為目標(或揹景)像素,減少瞭圖像中的譟聲點數量;繼而直接採用1維Otsu法進行分割,以較小的代價穫得良好的分割效果。算法分析及測試實驗錶明:與現有2維Otsu法相比,該算法在複雜度、抗譟性、多閾值擴展性等方麵都有明顯改善。
Otsu자괄응역치법시일충경전적도상역치분할방법,재기기출상발전기래적2유Otsu법급기개진산법유우존재계산(혹공간)복잡도교고、항조능력차、난이확전도다역치등불족이제약료기응용。해문침대2유Otsu법적불족,장조성점적출현시위소개솔사건,용조성점적린역균치대체기회도치,장조성점전환위목표(혹배경)상소,감소료도상중적조성점수량;계이직접채용1유Otsu법진행분할,이교소적대개획득량호적분할효과。산법분석급측시실험표명:여현유2유Otsu법상비,해산법재복잡도、항조성、다역치확전성등방면도유명현개선。
Otsu adaptive threshold algorithm is a classic image segmentation method. The two-dimensional Otsu algorithm and its improvements which based on original Otsu algorithm are restricted, due to their computation(or space) complexity, inability for anti-noise, difficulty to extend to multilevel thresholding. In order to improve these shortages, regarding noise points’ appearances as small probability events, noise point is changed to objective(or background) pixel by using its neighborhood average gray level to instead its gray level. Then the processed image is segmented through one-dimensional Otsu. So this method obtain good performance at low cost. The experimental result shows that this method has significant improvements in complexity, ability for anti-noise, ability for extending to multilevel thresholding and so on.