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ModelZoo
InceptionV3_pytorch
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5f07cbd7
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5f07cbd7
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Nov 02, 2024
by
dcuai
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README.md
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InceptionV3的整体结构由多个Inception模块组成,每个Inception模块由多个并行的卷积层和池化层组成。这些并行的卷积层和池化层的输出再被级联在一起,形成了一个高维度的特征向量,这个向量再被输入到下一个Inception模块中进行处理。
<div
align=
center
>
<img
src=
"images/
模型结构图
.png"
/>
<img
src=
"images/
structure
.png"
/>
</div>
## 算法原理
Inception-v3 架构的使用 factorized convolutions (分解卷积) ,使用两个3x3的卷积核代替5x5的卷积核可以减少 28% 的参数量,另外分解后多使用了一个激活函数,增加了非线性表达的能力,分解示意图如下所示:
<div
align=
center
>
<img
src=
"images/
算法原理
.png"
/>
<img
src=
"images/
pic
.png"
/>
</div>
## 环境配置
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