What is the translation of " CONVOLUTION " in Chinese?

• 卷积

Examples of using Convolution in English and their translations into Chinese

Example of 2D Convolution.
这个例子摘自Exampleof2DConvolution.

(Although, convolution with a 3x3 kernel is a more direct approach.).
不过，与3x3内核的卷积是一种更直接的方法。

These filters are often more effective at removing noise than smoothing(low pass) convolution kernels.
这些过滤器通常是更有效地去除噪声比平滑（低通）卷积核。

Convolution is probably the most important concept in deep learning right now.
卷积现在可能是深度学习中最重要的概念。

In the second step of 1 x 1 convolution, there are 128 1x1x3 kernels that moves 5×5 times.
在1x1卷积的第二步中，有128个1x1x3内核移动5x5次。

We can see that when the second element of the first column is output, the convolution window slides down three rows.
可以看到，输出第一列第二个元素时，卷积窗口向下滑动了三行。

In the first depthwise convolution step, there are 3 3x3x1 kernels that moves 5×5 times.
在第一个深度卷积步骤中，有3个3x3x1内核移动5×5次。

The first, most obvious, way is to increase the filter size, that is doing a[1x5] convolution instead of a[1x3].
第一个最明显的方法是增加Filter的大小，即进行[1x5]卷积而不是[1x3]。

A guide to convolution arithmetic for deep learning(Link).
这儿有一篇不错的文章（Aguidetoconvolutionarithmeticfordeeplearning，WEB.

This level includes the fully connected neural network(FCN) and the convolution network(CNN) and various combinations of them.
这个级别包括完全连接神经网络（FCN）和卷积神经网络（CNN）以及它们的各种组合。

In 3D convolution, a 3D filter can move in all 3-direction(height, width, channel of the image).
在3D卷积中，3D过滤器可以在所有三个方向（图像的高度、宽度、通道）上移动。

The third advantage comes in as after the 1 x 1 convolution, non-linear activation such as ReLU can be added.
第三个优势是指，在1x1卷积后，可以添加诸如ReLU等非线性激活。

In convolution, let us define C as our kernel, Large as the input image, Small as the output image from convolution.
在卷积中，让我们定义C作为我们的卷积核，Large是输入图像，Small是卷积输出图像。

Say if the original input has 200 channels, the 1 x 1 convolution will embed these channels(features) into a single channel.
假设原始输入有200个通道，1x1卷积会将这些通道（特征）嵌入到一个单通道中。

Convolution or‘impulse' reverbs use mathematical analyses of signals in real spaces that recreate the effect on an incoming signal.
卷积或“脉冲”混响使用了数学方式对真实空间的信号进行分析，并在输入信号上重制这种效果。

Applying 20 filters of 1x1 convolution would allow you to reduce the volume to 100x100x20.
增加20个1x1的卷积滤波器，会让你把输入的体积减小到100x100x20。

The network topology is based on the built-in example provided in Caffe, with three convolution layers and one fully-connected layer.
网络拓扑结构基于Caffe中提供的内置示例，具有三个卷积层和一个完全连接层。

He explained that 5x5 convolution can be done by stacking two 3x3 filters with less computation, and 7x7 is possible by stacking three.
他解释道，5x5卷积可以通过堆叠较少计算的两个3x3过滤器来完成，7x7可以通过堆叠三个来完成。

Additionally, the most important parts are being masked: the core parameters of operations(e.g. convolution kernel size), and tensor sizes.
此外，它掩盖了网络最重要的部分：操作中的核心参数（如卷积核的大小）以及张量的大小。

Thus, overall, the spatially separable convolution takes 45+ 27= 72 multiplications, which is less than convolution.
因此，总体而言，空间可分离的卷积需要45+27=72乘法，小于标准卷积。

The Fourier transform is an involved operation that takes more computer horsepower and memory than a convolution operation using a small mask.
傅立叶变换是一个复杂的操作，需要更多的计算机马力和卷积操作使用的内存比一个小面具。

PWA: PWA has discovered that different channels for deep convolution features correspond to responses from different regions on the target.
PWAPWA发现，深度卷积特征的不同通道对应于目标不同部位的响应。

The size of the Feature Map(Convolved Feature) is controlled by three parameters[4] that we need to decide before the convolution step is performed:.
特征映射（卷积特征）的大小由我们在执行卷积步骤之前需要决定的三个参数[4]控制：.

A real-world speech recognizer might not use convolution at all, instead opting for an LSTM, which is better suited to process time-series data.
现实世界中的语音识别器可能根本不使用卷积，而是选择更适合处理时间序列数据的LSTM。

Convolution neural networks are a category of Neural Networks that have proven to be very effective in areas such as image recognition and classification.
卷积神经网络（CNN）是一类神经网络，已被证明在图像识别和分类等领域非常有效。

Analog and digital LTI systems in the time, frequency and transform domains: convolution, impulse response, frequency response, transfer functions.
模拟和在时间，频率数字LTI系统和变换域：卷积脉冲响应，频率响应，传递函数。

The convolution layer, for example, adds a dimension and changes the value of length and width according to the characteristics of the convolution kernel(filter).
例如卷积层，会增加一个维度，并且根据卷积核（过滤器）的特征改变长宽的值。

The advantage of using a probit function is that its convolution with a Gaussian can be expressed analytically in terms of another probit function.
使用probit函数的一个优势是它与高斯的卷积可以用另一个probit函数解析地表示出来。

The library contains basic image processing functionality, including point operations, filtering with a set of built-in convolution kernels, and colour space conversions.
该库包含基本图像处理功能，包括点操作，使用一组内置卷积内核进行过滤以及颜色空间转换。

In SAGAN, the self-attention module works in conjunction with the convolution network and uses the key-value-query model(Vaswani, et al., 2017).
在SAGAN中，注意力模块与卷积神经网络协同工作，并且使用了key-value-query模型（Vaswani等，2017）。