A Gentle Introduction to 1x1 Convolutions to Manage Model Complexity - MachineLearningMastery.com

Pooling can be used to down sample the content of feature maps, reducing their width and height whilst maintaining their salient features. A problem with deep convolutional neural networks is that the number of feature maps often increases with the depth of the network. This problem can result in a dramatic increase in the number […]