The Siemens Pooling Solution. 有两个主要的池化种类,max和minpooling 。 There are 2 main types of pooling commonly known as max and min pooling . NETCore应用解决该问题,现在EFCore提供了DbContextPooling 特性。 NET Core applications, EF Core now offers DbContext pooling .
最大池化(Maxpooling )是一个基于样本的离散化过程。 Max pooling is a sample-based discretization process. 在一些ReLU层之后,程序员可以选择应用一个池化层(Pooling Layer)。 After some ReLU layers, programmers may choose to apply a pooling layer. 这些对象由RoIPooling 和完全连接的层用于分类。 These objects are used by the RoI Pooling and fully connected layers for classification. 若设s=z,我们得到传统的局部pooling ,正如常用于CNN中的那样。 If we set s= z, we obtain traditional local pooling as commonly employed in CNNs. 由于多个内核是pooling 的,所以在中间有多个隐藏层节点。 Because multiple kernels are pooling , we get multiple hidden layer nodes in the middle. 禁用以下两个选项中的一个:“clrenabled”或“lightweightpooling ”解决方法…. Disable one of two options:"clr enabled" or"lightweight pooling ". Maxpooling 和averagepooling是两种常见的方法. Max pooling , average pooling and randomized pooling are the most common pooling methods. 在最后卷积层的后面,我增加了一个全局时域池化层(globaltemporalpooling layer)。 After the last convolutional layer, I added a global temporal pooling layer. Pooling 的使用也可以减少输出的维度,同时(我们希望这样)保存最显著的信息。Pooling also reduces the output dimensionality but(hopefully) keeps the most salient information. Hinton认为:maxpooling 工作得这么好其实是一个大灾难。 Hinton himself stated that the fact that max pooling is working so well is a big mistake and a disaster. 题主说的CNN应该是三大特点:localreceptivefields、sharedweights和pooling 。 CNNs are based on 3 main ideas: local receptive fields, shared weights and pooling . CNN将在卷积原理的基础上,在中间形成一个隐藏层,即pooling 层。 A CNN will, on the foundation of the principle of convolusion, form a hidden layer in the middle, namely the pooling layer. 有关如何控制连接池的行为的详细信息,请参阅ConnectionPooling fortheSQLServer. For details on how to control connection pooling behavior, see Connection Pooling for the SQL Server. 最常用的pooling 化方法是MaxPooling (最大化),其中隐藏层上的节点选择最大的输出值。 The most common pooling method is Max Pooling , wherein nodes on the hidden layer choose the largest output value. 除了取最大元素,我们也可以取平均(AveragePooling )或者对窗口内的元素求和。 Instead of taking the largest element we could also take the average(Average Pooling ) or sum of all elements in that window. 该团队的科研进展记录于题为“SpatialPyramidPooling inDeepConvolutionalNetworksforVisualRecognition”研究论文中。 See detail in paper: Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition. Pooling 'true'当为true时,将从相应的池中取出连接,或者在必要时创建连接并将其添加到相应的池中。Pooling 'true' When true, the SQLConnection object is drawn from the appropriate pool, or if necessary, is created and added to the appropriate pool.池化操作空间池化(SpatialPooling )(也叫做亚采用或者下采样)降低了各个特征图的维度,但可以保持大部分重要的信息。 Spatial Pooling(also called sub-sampling or down-sampling) reduces the dimensionality of each feature map but retains the most important information. 该论文提出两个新的模块来增强CNNs的这种建模能力,称为deformableconvolutionanddeformableRoIpooling ,两个模块的基. This paper introduces two new modules to enhance the transformation modeling capacity of CNNs, namely, deformable convolution and deformable RoI pooling . 因此,他们分析饮食与癌症前瞻研究联合计划(Pooling ProjectofProspectiveStudiesofDietandCancer)中年女性参与者罹患乳癌的风险。 They therefore analysed the risk among middle-aged participants of the Pooling Project of Prospective Studies of Diet and Cancer. 空间池化(spatialPooling ),也称为子采样(subsampling)或下采样(downsampling),其减少了每一个特征映射的维度,但是保留了最重要的信息。 Spatial Pooling (also called sub-sampling or down-sampling) reduces the dimensionality of each feature map but retains the most important information. BNNS和MPSCNN提供的有:卷积层(convolutionallayer)、池化层(pooling layer)、全连接层(FullyConnectedLayer)和规范化层(normalizationlayer)。 The ones provided by BNNS and MPSCNN are: convolutional layer, pooling layer, fully-connected layer, and normalization layer.
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