计算机科学
計算機科學
계산궤과학
COMPUTER SCIENCE
2010年
5期
243-246
,共4页
刘日晨%刘怡光%尹鑫%赵亦明
劉日晨%劉怡光%尹鑫%趙亦明
류일신%류이광%윤흠%조역명
伪逆矩阵%三维信息提取%单幅图片%定性视觉
偽逆矩陣%三維信息提取%單幅圖片%定性視覺
위역구진%삼유신식제취%단폭도편%정성시각
Pseudo inverse matrix%3D information extraction%Single image%Qualitative vision
针对单幅图像提取三维信息困难,设计了一种基于单幅图像的三维信息提取算法.该算法首先需要标定摄像机,得到摄像机从三维到二维的成像矩阵M3×4,并计算M3×4的伪逆矩阵M4+×3,其本质是通过最小二乘法求解矛盾方程组;利用M4+×3提取二维单幅图像中的三维信息,再把这些三维信息投影到一个平面上显示出来.实验表明,单幅图像目标物体必须满足共面等约束条件,从而可以对目标物体的三维信息做定性分析(定性视觉).此外,还对三维空间投影到二维图像的过程进行了理论推导,得出了如果没有足够的先验知识,成像过程不可逆的结论.
針對單幅圖像提取三維信息睏難,設計瞭一種基于單幅圖像的三維信息提取算法.該算法首先需要標定攝像機,得到攝像機從三維到二維的成像矩陣M3×4,併計算M3×4的偽逆矩陣M4+×3,其本質是通過最小二乘法求解矛盾方程組;利用M4+×3提取二維單幅圖像中的三維信息,再把這些三維信息投影到一箇平麵上顯示齣來.實驗錶明,單幅圖像目標物體必鬚滿足共麵等約束條件,從而可以對目標物體的三維信息做定性分析(定性視覺).此外,還對三維空間投影到二維圖像的過程進行瞭理論推導,得齣瞭如果沒有足夠的先驗知識,成像過程不可逆的結論.
침대단폭도상제취삼유신식곤난,설계료일충기우단폭도상적삼유신식제취산법.해산법수선수요표정섭상궤,득도섭상궤종삼유도이유적성상구진M3×4,병계산M3×4적위역구진M4+×3,기본질시통과최소이승법구해모순방정조;이용M4+×3제취이유단폭도상중적삼유신식,재파저사삼유신식투영도일개평면상현시출래.실험표명,단폭도상목표물체필수만족공면등약속조건,종이가이대목표물체적삼유신식주정성분석(정성시각).차외,환대삼유공간투영도이유도상적과정진행료이론추도,득출료여과몰유족구적선험지식,성상과정불가역적결론.
A 3D information extraction algorithm based on a single image was designed in this paper for the difficulties of this research field,in this algorithm,camera imaging matrix M3×4 was obtained by camera calibration firstly,the pseudo inverse matrix M4+×3 was calculated by M3×4,the essence of this computation was solving inconsistent equations by least squares approximation,3D information would be extracted from a single image through M4+×3,the result was shown in a image by projection operator.The result could be used for qualitative analysis(qualitative vision)currently due to the limited information from a single image.The experiment indicates that the extracted object should be coplanar.Moreover,the essential theories of 3D to 2D's projection were deduced,the conclusion of the deduce is that imaging process is an irreversible process.