天天看点

[论文阅读]ResNetXt|Aggregated Residual Transformations for Deep Neural Networks

题目: Aggregated Residual Transformations for Deep Neural Networks

作者: Saining Xie; Ross Girshick ; Piotr Doll´ar;Zhuowen Tu; Kaiming He

看到Kaiming He就不陌生了吧

Motivation:

作者还是为了找到一种更优的方法或者卷积方式来做目标分类。于是乎提出ResNetXt。

Method:

作者想出这样一种方法:

[论文阅读]ResNetXt|Aggregated Residual Transformations for Deep Neural Networks

a)b)只是concatenate的方法不一样,c)是直接形成了group convlution。

ResNetXt 与ResNet的结构

[论文阅读]ResNetXt|Aggregated Residual Transformations for Deep Neural Networks

我觉得就是把resnet改为group convolutions,但不记得是不是除了alext net这篇论文第一次提出这样的group convolutions。

Experiment:

还是不多说直接上图

[论文阅读]ResNetXt|Aggregated Residual Transformations for Deep Neural Networks
[论文阅读]ResNetXt|Aggregated Residual Transformations for Deep Neural Networks
[论文阅读]ResNetXt|Aggregated Residual Transformations for Deep Neural Networks

【完结】

继续阅读