电子与信息学报
電子與信息學報
전자여신식학보
JOURNAL OF ELECTRONICS & INFORMATION TECHNOLOGY
2013年
8期
1901-1906
,共6页
孙景乐%唐林波%赵保军%刘晴
孫景樂%唐林波%趙保軍%劉晴
손경악%당림파%조보군%류청
图像处理%形状特征%特征提取%矩不变特征%Zernike矩
圖像處理%形狀特徵%特徵提取%矩不變特徵%Zernike矩
도상처리%형상특정%특정제취%구불변특정%Zernike구
Image processing%Shape feature%Feature extraction%Moment invariants%Zernike moments
形状特征是MPEG7中用来描述图像的重要特征之一。同心离散圆簇(Cluster of Concentric Discrete Circles, CCDC)形状特征提取方法具有特征提取速度快的优点。但该方法的特征函数使用圆环弧段的方差作为特征,由于内外环的离散点数不同,使得内外环的特征值变化范围不同,会产生特征掩盖现象。针对上述问题,该文对特征函数进行了重新设计,利用弧段的相对弧长或段数作为特征,将每一环的特征用4个子特征来描述,并将每一个特征值归一化为0~1范围内,提取过程比原来更简单,特征提取速度更快。改进后的新方法命名为改进的 CCDC (Improved CCDC, ICCDC)。该文采用了MPEG7-CE1-B标准形状数据库进行测试,评价指标采用Precision-Recall曲线。实验表明,ICCDC比CCDC在性能方面有显著的提升,检索精度比原来提高了约50%,提取MPEG7-CE1-B图形库中所有图形特征所用的计算时间比原来减少了约25 ms。
形狀特徵是MPEG7中用來描述圖像的重要特徵之一。同心離散圓簇(Cluster of Concentric Discrete Circles, CCDC)形狀特徵提取方法具有特徵提取速度快的優點。但該方法的特徵函數使用圓環弧段的方差作為特徵,由于內外環的離散點數不同,使得內外環的特徵值變化範圍不同,會產生特徵掩蓋現象。針對上述問題,該文對特徵函數進行瞭重新設計,利用弧段的相對弧長或段數作為特徵,將每一環的特徵用4箇子特徵來描述,併將每一箇特徵值歸一化為0~1範圍內,提取過程比原來更簡單,特徵提取速度更快。改進後的新方法命名為改進的 CCDC (Improved CCDC, ICCDC)。該文採用瞭MPEG7-CE1-B標準形狀數據庫進行測試,評價指標採用Precision-Recall麯線。實驗錶明,ICCDC比CCDC在性能方麵有顯著的提升,檢索精度比原來提高瞭約50%,提取MPEG7-CE1-B圖形庫中所有圖形特徵所用的計算時間比原來減少瞭約25 ms。
형상특정시MPEG7중용래묘술도상적중요특정지일。동심리산원족(Cluster of Concentric Discrete Circles, CCDC)형상특정제취방법구유특정제취속도쾌적우점。단해방법적특정함수사용원배호단적방차작위특정,유우내외배적리산점수불동,사득내외배적특정치변화범위불동,회산생특정엄개현상。침대상술문제,해문대특정함수진행료중신설계,이용호단적상대호장혹단수작위특정,장매일배적특정용4개자특정래묘술,병장매일개특정치귀일화위0~1범위내,제취과정비원래경간단,특정제취속도경쾌。개진후적신방법명명위개진적 CCDC (Improved CCDC, ICCDC)。해문채용료MPEG7-CE1-B표준형상수거고진행측시,평개지표채용Precision-Recall곡선。실험표명,ICCDC비CCDC재성능방면유현저적제승,검색정도비원래제고료약50%,제취MPEG7-CE1-B도형고중소유도형특정소용적계산시간비원래감소료약25 ms。
Shape feature is one of the important characteristics which are used to describe images in MPEG7. The descriptor of Cluster of Concentric Discrete Circles (CCDC) can be extracted in a short time. However, the method uses the variance of the ring arc segment as characteristic in its feature function; it is because that the discrete points of inner and outer circle are different. The feature values range of inner and outer circle are also different, and then it leads to produce characteristic covered up phenomenon. For the above problems, the feature functions are redesigned in this paper. The relative arc length of the arc segment or segments is used as a feature. Each ring characterized is expressed by four sub-features, and each feature value is normalized to the range of 0~1, the extraction process is more simple and faster than that of the original CCDC descriptor. The new method is called Improved CCDC (ICCDC). In this paper, all experiments are done by using the MPEG7-CE1-B standard shape database, and the performance is evaluated by the Precision-Recall curve. The experiments show that the performance of the improved CCDC is better than that of the original method. And the retrieval precision is 50%higher than that of the original method, and the time of extracting all the shape in MPEG7-CE1-B is reduced about 25 ms than that of original method.