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AN APPARATUS FOR DENOISING AN IMAGE, A METHOD FOR DENOSING AN IMAGE AND A COMPUTER READABLE STORAGE MEDIUM

机译:用于图像降噪的装置,用于图像降噪的方法以及计算机可读存储介质

摘要

An apparatus according to an embodiment includes a memory and processing circuitry. The processing circuitry receives an image, the image comprising voxels arrayed in three spatial dimensions, acquires from the memory a first network and a second network, denoises the received image using the first network and the second network to produce a denoised output image. Each of the first network and the second network comprises weighting coefficients of connections between neuronal nodes of respective layers of a plurality of layers between an input layer and an output layer of a neural network. The first network is adapted to receive first two-dimensional (2D) slices of an image provided at its input layer, the first 2D slices being perpendicular to a first direction. The second network is adapted to receive second two-dimensional (2D) slices of an image provided at its input layer, the second 2D slices being perpendicular to a second direction, which is a different direction than the first direction.
机译:根据实施例的设备包括存储器和处理电路。处理电路接收图像,该图像包括在三个空间维度上排列的体素,从存储器获取第一网络和第二网络,使用第一网络和第二网络对接收到的图像进行去噪以产生去噪的输出图像。第一网络和第二网络中的每一个包括在神经网络的输入层和输出层之间的多个层中的各个层的神经元节点之间的连接的加权系数。第一网络适于接收在其输入层处提供的图像的第一二维(2D)切片,第一2D切片垂直于第一方向。第二网络适于接收在其输入层处提供的图像的第二二维(2D)切片,第二2D切片垂直于第二方向,该第二方向是与第一方向不同的方向。

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