CNN卷积神经网络学习笔记

CNN基础
http://blog.csdn.net/u012162613/article/details/45397033
https://github.com/wepe/MachineLearning
http://blog.csdn.net/u012162613/article/details/43225445

卷积层原理
https://zhuanlan.zhihu.com/p/21675422

一维卷积原理 和 优化文章 
http://www.cnblogs.com/biglucky/p/4252075.html

卷积神经网络的卷积核大小、卷积层数、每层map个数都是如何确定下来的呢?
https://www.zhihu.com/question/38098038
什么是卷积神经网络?又为什么很重要?
https://zhuanlan.zhihu.com/p/25754846

DenseNet Densely Connected Convolutional Networks
https://github.com/liuzhuang13/DenseNet
DenseNet评测
http://www.sohu.com/a/161923204_651893
Inception module的演化 避免pooling层
http://blog.csdn.net/buyi_shizi/article/details/53409399
Resnet是输出相加,DenseNet是相互并联
http://www.sohu.com/a/159141197_473283

可分离卷积 反卷积
http://cj.sina.com.cn/article/detail/6105753431/338887?column=tech&ch=5
https://medium.com/towards-data-science/types-of-convolutions-in-deep-learning-717013397f4d
什么样的卷积核可分离
https://stackoverflow.com/questions/5886529/how-can-i-determine-if-my-convolution-is-separable

反卷积 transposed convolution convolutional sparse coding
https://www.zhihu.com/question/43609045?sort=created
http://deeplearning.net/software/theano_versions/dev/tutorial/conv_arithmetic.html#transposed-convolution-arithmetic

Inception Xception
http://www.07net01.com/2017/03/1830715.html
Inception V4
https://arxiv.org/pdf/1602.07261.pdf
Xception
https://arxiv.org/pdf/1610.02357.pdf
http://blog.csdn.net/xbinworld/article/details/61674836
https://www.zhihu.com/question/62478193

ShuffleNet
https://xueqiu.com/3426965578/88678286

各种卷积动态图
https://github.com/vdumoulin/conv_arithmetic

卷积神经网络中的优化算法比较
http://shuokay.com/2016/06/11/optimization/


发表于:2017-10-12 10:02:16

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