Understanding Hinton’s Capsule Networks. Part I: Intuition.


19 bookmarks. First posted by kleinsound 15 days ago.


Understanding Hinton’s Capsule Networks. Part I: Intuition
from twitter
3 days ago by brandizzi
Last week, Geoffrey Hinton and his team published two papers that introduced a completely new type of neural network based on so-called capsules. In addition to that, the team published an algorithm…
capsnet  deep-learning  cnn 
7 days ago by pmigdal
A good explanation of Hinton's Capsule Networks.

Internal data representation of a convolutional neural network does not take into account important spacial hierarchies between simple and complex objects. CNNs use max pooling to address this. However, max pooling loses information. The pooling operation used in convolutional neural networks is a big mistake and the fact that it works so well is a disaster. One way to take the spatial relationships into account is to use an inverse graphics approach to create a model that does not depend on the view angle. A 4D (hierarchical) pose matrix does this.

See also: the succeeding articles providing more detail.
machinelearning  deeplearning  hinton  capsules  capsuletheory  capnet  cnn  cnns  convnet  posematrix 
7 days ago by drmeme
Understanding Hinton’s Capsule Networks. Part I: Intuition.
from twitter_favs
9 days ago by demon386
1. Introduction Last week, Geoffrey Hinton and his team published two papers that introduced a completely new type of neural network based on so-called capsules…
from instapaper
9 days ago by rogerhsueh
Last week, Geoffrey Hinton and his team published two papers that introduced a completely new type of neural network based on so-called capsules. In addition to that, the team published an algorithm…
machinelearning  deeplearning 
10 days ago by geetarista
Last week, Geoffrey Hinton and his team published two papers that introduced a completely new type of neural network based on so-called capsules. In addition to that, the team published an algorithm…
10 days ago by cwilkes
Capsule networks: an explainer
from twitter_favs
15 days ago by kleinsound