Spatial Dropout Regularization

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Video Contents:
00:00 Introduction
01:16 Dropout After Convolutional Layer
03:41 Spatial Dropout
05:17 Mini-Batch Gradient Descent with Spatial Dropout

* Illustration of Convolution process
* Correlated Image Pixels and Correlated Activations
* Disadvantage of Standard Dropout on Convolutional Layers
* Spatial Dropout Regularization

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Reference

Efficient Object Localization Using Convolutional Networks
Jonathan Tompson, Ross Goroshin, Arjun Jain, Yann LeCun, Christopher Bregler
https://arxiv.org/abs/1411.4280

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