计算机工程
計算機工程
계산궤공정
COMPUTER ENGINEERING
2014年
11期
215-219
,共5页
蔡小帅%张荣国%李富萍%刘小君
蔡小帥%張榮國%李富萍%劉小君
채소수%장영국%리부평%류소군
Zernike矩%形状描述子%规范化方法%点扩展函数%仿射不变量%模糊不变量
Zernike矩%形狀描述子%規範化方法%點擴展函數%倣射不變量%模糊不變量
Zernike구%형상묘술자%규범화방법%점확전함수%방사불변량%모호불변량
Zernike moment%shape descriptor%normalization method%point spread function%affine invariant%blur invariant
Zernike矩作为形状描述子,其信息冗余度低且对噪声不敏感,在图像特征提取和模式识别中得到了广泛应用。为提高Zernike矩对含有模糊和仿射图像的形状描述能力,提出一种基于Zernike矩的形状描述子,该描述子使用规范化方法构造Zernike矩的仿射不变量,结合Zernike矩的模糊不变量得到Zernike矩的模糊和仿射混合不变量。将该矩混合不变量作为形状描述子描述图像的形状特征,并与几何矩模糊和仿射混合不变量进行对比实验,结果表明,Zernike矩的模糊和仿射混合不变量在混合形变下形状描述能力较强,具有不变性,并且对噪声的鲁棒性较好。
Zernike矩作為形狀描述子,其信息冗餘度低且對譟聲不敏感,在圖像特徵提取和模式識彆中得到瞭廣汎應用。為提高Zernike矩對含有模糊和倣射圖像的形狀描述能力,提齣一種基于Zernike矩的形狀描述子,該描述子使用規範化方法構造Zernike矩的倣射不變量,結閤Zernike矩的模糊不變量得到Zernike矩的模糊和倣射混閤不變量。將該矩混閤不變量作為形狀描述子描述圖像的形狀特徵,併與幾何矩模糊和倣射混閤不變量進行對比實驗,結果錶明,Zernike矩的模糊和倣射混閤不變量在混閤形變下形狀描述能力較彊,具有不變性,併且對譟聲的魯棒性較好。
Zernike구작위형상묘술자,기신식용여도저차대조성불민감,재도상특정제취화모식식별중득도료엄범응용。위제고Zernike구대함유모호화방사도상적형상묘술능력,제출일충기우Zernike구적형상묘술자,해묘술자사용규범화방법구조Zernike구적방사불변량,결합Zernike구적모호불변량득도Zernike구적모호화방사혼합불변량。장해구혼합불변량작위형상묘술자묘술도상적형상특정,병여궤하구모호화방사혼합불변량진행대비실험,결과표명,Zernike구적모호화방사혼합불변량재혼합형변하형상묘술능력교강,구유불변성,병차대조성적로봉성교호。
Zernike moment,as a shape descriptor,has been widely used in image characteristics extraction and pattern recognition. It is low information redundancy and not sensitive to noise. To improve the shape description capability of the images which are degraded by combined blur and affine transformation,a new shape descriptor based on Zernike moment is proposed. The normalization method is used to construct affine invariants of Zernike moment. The combined blur and affine moment invariants of Zernike moment is achieved by the help of the blur invariants. The combined moment invariants is used as the shape descriptor to describe the shape feature of images,and is implemented comparison with the combined affine and blur invariants based on geometric moment with relative error. Experimental results show that the combined blur and affine invariants of Zernike moment can get better shape description and invariance in combined degrades,and robustness to noise.