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METHOD AND DEVICE FOR GENERATING FEATURE MAP BY USING FUN

机译:利用乐趣生成特征图的方法和装置

摘要

To provide a method for generating feature maps by using a device adopting CNN including up-sampling networks (FUN).SOLUTION: The method comprising steps of: allowing, if an input image is obtained, a down-sampling block to acquire a down-sampling image by applying a predetermined operation to the input image; allowing, if the down-sampling image is obtained, each of a (1-1)-th to a (1-K)-th filter blocks to acquire each of a (1-1)-th, a (1-2)-th, ..., a (1-K)-th feature maps by applying one or more convolution operations to the down-sampling image; and allowing each of up-sampling blocks to receive a feature map from its corresponding filter block, to receive a feature map from its previous up-sampling block, and then rescale one feature map to be identical with the other feature map in size, and to apply a certain operation to both feature maps, thereby generating a (2-k)-th to a (2-1)-th feature maps.SELECTED DRAWING: Figure 4
机译:提供一种通过使用采用包括上采样网络(FUN)的CNN的设备生成特征图的方法。解决方案:该方法包括以下步骤:如果获得输入图像,则允许下采样块获取下采样。通过对输入图像进行预定操作来采样图像;如果获得了下采样图像,则允许第(1-1)至(1-K)个滤波器块中的每一个获取第(1-1),(1-2)中的每个通过对下采样图像应用一个或多个卷积运算来获得第(... K)个特征图;并允许每个上采样块从其相应的滤波器块接收特征图,从其先前的上采样块接收特征图,然后重新缩放一个特征图的大小使其与另一个特征图的大小相同;以及将特定操作应用于两个特征图,从而生成第(2-k)至第(2-1)个特征图。选定的绘制:图4

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