Geometry Sharing Net

Posted by Packy on February 14, 2020

Geometry Sharing Net 的一点阅读笔记

2020_AAAI_Geometry Sharing Network for 3D Point Cloud Classification and Segmentation

![计算机生成了可选文字: anchorPOInt nearestneighbors (Euclideansp瓿e》 nearestneighbors Figure上VisualizationofEigen-Graph(Bestviewincolor andzoom丽).Givenaredanchorpoint,traditionalconvo- lutionsfor3Dpointsoperateona1alregionasshown intheredcircle.ToexplorethegeometryOfpointcloud suchassymmetry,Curvature,convexityandconnectivity, weuseEigen-Graph怖groupneighborsinbothEuclidean spaceandEigenvaluespace.Theanchorpoint’sneighbors inEuclideanspacearec0代dblueanditsneighborsin Eigenvaluespacearecoloredgreen,thusweconstructthe EigenGraphoftheanchorpointand小neighbors.Obvi- ously,greenpointsprovidemoreinformationaboutthege ometryofthewholepointcloud.Itshowsthatourmethod indeedassociatestheanchorpointswithpointshaving ilar1algeometry,eventhoughthesepointsarefaraway fromeachotherEuclideanspace.]

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)

问题: 解决基于图的点云处理框架中,无法利用对称性等几何信息的问题

现状: 传统knn,radius graph只关注邻域附近的一小块区域,而没有关注点云的几何性质,例如symmetry curvature convexity connectivity等。

创新点:

提出EigenGraph用于点云建图。即从欧式空间,即特征空间建图,又从特征值(每个点具有k个特征值,k个k维的特征向量,用特征值寻找knn)空间建图。

motivation:

M看作是一个patch中,源点的特征矩阵 (N*k)

N个邻点,K维度特征。

然后因为不全为0, 所以C是正定矩阵。

对称正定矩阵可以分解,得到特征值

计算机生成了可选文字: Eigen-Graph shownInFlgure weuse nearestneighborssearch(KNN)algorithmtoget一 nearestneighborsOfeachpoint0inEuclideanspace.Let }be-nearestneighborsof.Let7 一),where0(1孓j孓左1)belongs to-nearestneighborsOf0inEuclideanspace. Wedefinethe3Dstructuretensoras0=7IT,evenif thegroundtruth(surface)islocallyflat,noisepointscause unflatnessOfpointcloudsampledfromthesurface.Aslong astheneighborregionOfthegivenpointisnotflat,0is asymmetricpositivedefinitematrix.、Mehavethedecom- positionC=A7',where君isarotationmatrixandA isadiagonalandpositivedefinitematrix,knownaseigen- vectorsandeigenvaluesmatricesrespectively.Thepositive eigenvalues,\cRareorderedsothatAl>,\2之,\3>0. AteachpointXi,wegetthe3Dstructuretensoranddenote theeigenvaluesatpoint0by01,,\2/\3)(1i孓N). euse2normtocalculatethedistancesbetweendifferent points.

方法: 从欧式空间和特征值空间,两个角度找点云的邻域。输入原始点云,利用eigengraph建图,同时利用edgeConv的思想,进行特征聚合,选择了多种特征进行聚合。

同时下一层FPS降采样。 多分辨率特征结合形成全局描述

计算机生成了可选文字: Encoder GeometrySimilarity 〔on们e以℃n《GSC)Module .DownSample(FPS) .-upSample(lnterpolation) ConcatenateOperator Pooling跹E巴0 E Figure2:GS-Netarchitectureforclassificationandsegmentation(Bestviewincolorandzoom(n).Inencoder,weusehierar chicalstructure№learnthefeaturesoneachlevel.ThenetworktakesNpointsasinput.WeuseGeometrySimilarityConnection (GSC)moduletocaptureabundant1a丨geometryfeatureseachpointwhichcanbesharedwithdistantpoints.Afterthat, wedown-samplethepointsandfeaturestothenextlevel.Forclassification,weconcatenatedown-sampledfeaturesfromeach levelandpooltheholisticfeaturestoaIDglobaldescriptor,which这used№generateclassificationscores.Thesegmentation networkconcatenatetheinterpolatedfeaturesofeachlevelsandthencalculateeachpoint'sscores.Thecolorfromredtoblue denotesthefeatures'response,whilethesizeofpointsdenotesthefeatures'channelsnumberondifferentlevels.

首先 eigen graph 是在xyz空间做的

只是每次输入的点不一样,因为降采样了。

Eigen graph 在xyz空间,找当前层xyz knn领域点,和 eigenvalue knn 邻域点。

第一层的时候,输入仅为xyz, 为了做 获取 更多的特征 , 将 eigenvalue 也cat 进来,

feature = torch.cat(( x, eigen, eigen_vec), dim=2)

X = 3 eigen=3 eigen_vec= 3*3

total dim = 15

但是 只利用 x 和eigen 6维度特征, 做 edge 卷积 加上 distance 一共13维度

同时,加入 graph distance 特征, 就是 d: Euclidean distance).

同时做卷积时,

Xyz space graph -> cov -out_1

Eigen sapce graph ->cov -out_2

Output = cat [out_1,out_2]