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1 卷积神经网络（CNN）简介在使用PyTorch构建GAN生成对抗网络一文中，我们使用GAN构建了一个可以生成人脸图像的模型。但尽管是较为简单的模型，仍占用了1G左右的GPU内存，因此需要探索更加节约资源的方式。卷积神经网络（Convolutional Neural Network，简称CNN&a...

新型卷积 | 涨点神器！利用Involution可构建新一代神经网络！(文末获取论文与源码)（二）

5 Rednet网络搭建作者在ResNet的主干和主干的所有瓶颈位置上使用Involution替换掉了卷积，但保留了所有的卷积用于通道映射和融合。这些精心重新设计的实体联合起来，形成了一种新的高效Backbone网络，称为RedNet。pytorch实现如下：from torch.autograd ...

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新型卷积 | 涨点神器！利用Involution可构建新一代神经网络！(文末获取论文与源码)（一）

1 简介卷积一直是构建现代神经网络架构的核心组件，同时由于卷积的应用也引发了视觉深度学习的浪潮。而作者在这项工作中重新思考了视觉任务中标准卷积的内在原理，特别是与空间无关和特定于通道的方法。取而代之的是，本文通过反转前述的卷积设计原理（称为卷积）提出了一种用于深度神经网络的新颖原子操作。此外，本文还...

实战教程 | 使用Scratch中的NumPy构建卷积神经网络，开放源码

终于和大家见面了！见字如面，这中间遇到点始料未及的事情，但终究将该实践指导撰写完毕。按照常规，我本以为这是一个类似于之前做过的专栏、课程，需要先写一个专栏概述，介绍本专栏/课程具体包含的内容，给出大致课程的安排，最后带领大家一起学习交流。最后发现，咱们这边chat不是这样...

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