农机化研究
農機化研究
농궤화연구
JOURNAL OF AGRICULTURAL MECHANIZATION RESEARCH
2013年
7期
28-31
,共4页
郝敏%葛丽娟%崔建丽%马莉莉%田海清%郁志宏
郝敏%葛麗娟%崔建麗%馬莉莉%田海清%鬱誌宏
학민%갈려연%최건려%마리리%전해청%욱지굉
自动检测%光学联合变换%马铃薯形状%机器视觉%农产品
自動檢測%光學聯閤變換%馬鈴藷形狀%機器視覺%農產品
자동검측%광학연합변환%마령서형상%궤기시각%농산품
automatic testing%the optical joint transform correlation%potato shape%machine vision%agricultural prod-ucts
目前基于机器视觉的检测方法应用于马铃薯形状识别相对较少,且多集中在矩特征等方法中,计算量大。为此,利用光学相关联合变换的理论,实现了马铃薯形状的检测和识别。该方法利用相关联合变换中所形成的旁瓣峰值来表明物体相似度情况并作为评价薯形相似性的依据,利用该特征实现马铃薯形状的相关性检测和形状识别。实验表明,随着图片库样本的增加,该方法提高了薯形的识别率。当样本库图片为300幅时,对于圆形、椭圆和畸形的识别率分别为91.25%,93.75%,88.75%,且对样本马铃薯的识别率为100%。该方法对于图片的要求很低,可广泛使用于马铃薯收获和食品加工环节,且分类准确率高,具有一定的实用价值。
目前基于機器視覺的檢測方法應用于馬鈴藷形狀識彆相對較少,且多集中在矩特徵等方法中,計算量大。為此,利用光學相關聯閤變換的理論,實現瞭馬鈴藷形狀的檢測和識彆。該方法利用相關聯閤變換中所形成的徬瓣峰值來錶明物體相似度情況併作為評價藷形相似性的依據,利用該特徵實現馬鈴藷形狀的相關性檢測和形狀識彆。實驗錶明,隨著圖片庫樣本的增加,該方法提高瞭藷形的識彆率。噹樣本庫圖片為300幅時,對于圓形、橢圓和畸形的識彆率分彆為91.25%,93.75%,88.75%,且對樣本馬鈴藷的識彆率為100%。該方法對于圖片的要求很低,可廣汎使用于馬鈴藷收穫和食品加工環節,且分類準確率高,具有一定的實用價值。
목전기우궤기시각적검측방법응용우마령서형상식별상대교소,차다집중재구특정등방법중,계산량대。위차,이용광학상관연합변환적이론,실현료마령서형상적검측화식별。해방법이용상관연합변환중소형성적방판봉치래표명물체상사도정황병작위평개서형상사성적의거,이용해특정실현마령서형상적상관성검측화형상식별。실험표명,수착도편고양본적증가,해방법제고료서형적식별솔。당양본고도편위300폭시,대우원형、타원화기형적식별솔분별위91.25%,93.75%,88.75%,차대양본마령서적식별솔위100%。해방법대우도편적요구흔저,가엄범사용우마령서수획화식품가공배절,차분류준학솔고,구유일정적실용개치。
At present , test method based on machine vision has been applied to the quality test of agricultural products widely .But the related study on potato shape identification was very little .In this article ,theory of the optical joint trans-form correlation was quoted , and MATLAB’ s scientific computing and drawing functions were used to recognize potatoes ’ shapes accurately .The recognition rate of potato shape has increased when the samples picture increased .When the im-age database increased to 300,the recognition rate of the round , oval and malformation potato result in 91.25%,93. 75% and 88 .75 %respectively .Its detection accuracy can reach 100% for the samples pictures .Compared with optical system test ,this method has many advantages ,such as low requirement to the pictures , high recognition rate and possesses practical value .Therefore this method can be widly used in potato harvest and potato food processing .