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Anisotropic convolution is a central building block of CNNs but challenging to transfer to surfaces. DeltaConv learns combinations and compositions of operators from vector calculus, which are a natural fit for curved surfaces. The result is a simple and robust anisotropic convolution operator for point clouds with state-of-the-art results.
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A DiCE Unit is an image model block that is built using dimension-wise convolutions and dimension-wise fusion. The dimension-wise convolutions apply light-weight convolutional filtering across each dimension of the input tensor while dimension-wise fusion efficiently combines these dimension-wise representations; allowing the DiCE unit to efficiently encode spatial and channel-wise information contained in the input tensor. Standard convolutions encode spatial and channel-wise information simultaneously, but they are computationally expensive. To improve the efficiency of standard convolutions, separable convolution are introduced, where spatial and channelwise information are encoded separately using depth-wise and point-wise convolutions, respectively. Though this factorization is effective, it puts a significant computational load on point-wise convolutions and makes them a computational bottleneck. DiCE Units utilize a dimension-wise convolution to encode depth-wise, width-wise, and height-wise information independently. The dimension-wise convolutions encode local information from different dimensions of the input tensor, but do not capture global information. One approach is a pointwise convolution, but it is computationally expensive, so instead dimension-wise fusion factorizes the point-wise convolution in two steps: (1) local fusion and (2) global fusion.
DenseNAS-B is a mobile convolutional neural network discovered through the DenseNAS neural architecture search method. The basic building block is MBConvs, or inverted bottleneck residuals, from the MobileNet architectures.
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LiteSeg is a lightweight architecture for semantic segmentation that uses a deeper version of Atrous Spatial Pyramid Pooling module (ASPP) and applies short and long residual connections, and depthwise separable convolution, resulting in a faster, more efficient model.
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Code for paper: H3DNet: 3D Object Detection Using Hybrid Geometric Primitives (ECCV 2020)
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The Content-Conditioned Style Encoder, or COCO, is a style encoder used for image-to-image translation in the COCO-FUNIT architecture. Unlike the style encoder in FUNIT, COCO takes both content and style image as input. With this content conditioning scheme, we create a direct feedback path during learning to let the content image influence how the style code is computed. It also helps reduce the direct influence of the style image to the extract style code. The bottom part of the Figure details architecture. First, the content image is fed into an encoder to compute a spatial feature map. This content feature map is then mean-pooled and mapped to a vector Similarly, the style image is fed into encoder to compute a spatial feature map. The style feature map is then mean-pooled and concatenated with an input-independent bias vector: the constant style bias (CSB). Note that while the regular bias in deep networks is added to the activations, in CSB, the bias is concatenated with the activations. The CSB provides a fixed input to the style encoder, which helps compute a style code that is less sensitive to the variations in the style image. The concatenation of the style vector and the CSB is mapped to a vector via a fully connected layer. We then perform an element-wise product operation to and , which is the final style code. The style code is then mapped to produce the AdaIN parameters for generating the translation. Through this element-wise product operation, the resulting style code is heavily influenced by the content image. One way to look at this mechanism is that it produces a customized style code for the input content image. The COCO is used as a drop-in replacement for the style encoder in FUNIT. Let denote the COCO mapping. The translation output is then computed via The style code extracted by the COCO is more robust to variations in the style image. Note that we set to keep the number of parameters in our model similar to that in FUNIT.
CSPPeleeNet is a convolutional neural network and object detection backbone where we apply the Cross Stage Partial Network (CSPNet) approach to PeleeNet. The CSPNet partitions the feature map of the base layer into two parts and then merges them through a cross-stage hierarchy. The use of a split and merge strategy allows for more gradient flow through the network.