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提交 d0dd4725 编写于 作者: M Mu Li
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update resnet and cnn figures

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chapter04_convolutional-neural-networks/googlenet-gluon.md
浏览文件 @ d0dd4725
......@@ -8,7 +8,7 @@
可以看到其中有多个四个并行卷积层的块。这个块一般叫做Inception，其基于[Network in network](./nin-gluon.md)的思想做了很大的改进。我们先看下如何定义一个下图所示的Inception块。
![](../img/inception.jpg)
![](../img/inception.svg)
```{.python .input}
from mxnet.gluon import nn
......
chapter04_convolutional-neural-networks/nin-gluon.md
浏览文件 @ d0dd4725
......@@ -4,7 +4,7 @@ Alexnet之后一个重要的工作是[Network in Network（NiN）](https://arxiv
首先一点是注意到卷积神经网络一般分成两块，一块主要由卷积层构成，另一块主要是全连接层。在Alexnet里我们看到如何把卷积层块和全连接层分别加深加宽从而得到深度网络。另外一个自然的想法是，我们可以串联数个卷积层块和全连接层块来构建深度网络。
![](../img/nin.png)
![](../img/nin.svg)
不过这里的一个难题是，卷积的输入输出是4D矩阵，然而全连接是2D。同时在[卷积神经网络](./cnn-scratch.md)里我们提到如果把4D矩阵转成2D做全连接，这个会导致全连接层有过多的参数。NiN提出只对通道层做全连接并且像素之间共享权重来解决上述两个问题。就是说，我们使用kernel大小是$1 \times 1$的卷积。
......
chapter04_convolutional-neural-networks/resnet-gluon.md
浏览文件 @ d0dd4725
......@@ -14,4 +14,87 @@ ResNet通过增加跨层的连接来解决梯度逐层回传时变小的问题
![](../img/residual.svg)
最底下那层的输入不仅仅是输出给了中间层，而且其与中间层结果相加进入最上层。这样在梯度反传时，最上层梯度可以直接跳过中间层传到最下层，从而避免最下层梯度过小情况。
为什么叫做残差网络呢？我们可以将上面示意图里的结构拆成两个网络的和，一个一层，一个两层，最下面层是共享的。
![](../img/residual2.svg)
在训练过程中，左边的网络因为更简单所以更容易训练。这个小网络没有拟合到的部分，或者说残差，则被右边的网络抓取住。所以直观上来说，即使加深网络，跨层连接仍然可以使得底层网络可以充分的训练，从而不会让训练更难。
## Residual块
ResNet沿用了VGG的那种全用$3\times 3$卷积，但在卷积和池化层之间加入了批量归一层来加速训练。每次跨层连接跨过两层卷积。这里我们定义一个这样的残差块。
```{.python .input n=22}
from mxnet.gluon import nn
from mxnet import nd
class Residual(nn.Block):
def __init__(self, channels, same_shape=True, **kwargs):
super(Residual, self).__init__(**kwargs)
self.same_shape = same_shape
with self.name_scope():
self.conv1 = nn.Conv2D(channels, kernel_size=3, padding=1)
self.bn1 = nn.BatchNorm()
self.conv2 = nn.Conv2D(channels, kernel_size=3, padding=1)
self.bn2 = nn.BatchNorm()
if not same_shape:
self.conv3 = nn.Conv2D(channels, kernel_size=1)
def forward(self, x):
out = nd.relu(self.bn1(self.conv1(x)))
out = nd.relu(self.bn2(self.conv2(x)))
if not self.same_shape:
x = self.conv3(x)
return out + x
```
测试1
```{.python .input n=23}
blk = Residual(3)
blk.initialize()
x = nd.random.uniform(shape=(4, 3, 6, 6))
blk(x).shape
```
```{.json .output n=23}
[
{
"data": {
"text/plain": "(4, 3, 6, 6)"
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
]
```
测试2
```{.python .input n=24}
blk2 = Residual(8, same_shape=False)
blk2.initialize()
blk2(x).shape
```
```{.json .output n=24}
[
{
"data": {
"text/plain": "(4, 8, 6, 6)"
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
]
```
## 构建ResNet
未完成
img/inception.svg 0 → 100644
浏览文件 @ d0dd4725
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\ No newline at end of file
img/nin.svg 0 → 100644
浏览文件 @ d0dd4725
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浏览文件 @ d0dd4725
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img/rnn_2.svg 0 → 100644
浏览文件 @ d0dd4725
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