Are we at the dawn of a new era in convolutional networks?
Is it possible to combine CapsuleNet with CortexNet?
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News:
Technology Review
ML Review
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Notable papers:
2017
Dynamic Routing Between Capsules
Sara Sabour, Nicholas Frosst, Geoffrey Hinton
more
(Under review; submitted to ICLR 2018)
Matrix capsules with EM routing
more
2014
Optimizing Neural Networks that Generate Images
Tijmen Tieleman
See page 26
2011
Transforming Auto-encoders
Geoffrey Hinton, Alex Krizhevsky, Sida D. Wang
more
2006
To Recognize Shapes, First Learn to Generate Images
Geoffrey Hinton
See page 4, "fifth strategy"
1995
The wake-sleep algorithm for unsupervised neural networks
Geoffrey Hinton, Peter Dayan, Brendan Frey, Radford Neal
more
1981
Shape representation in parallel systems
Geoffrey Hinton
more
1979
Some demonstrations of the effects of structural descriptions in mental imagery
Geoffrey Hinton
more
1958
Oliver Selfridge
Pandemonium: A paradigm for learning
See also
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Video:
2017
Aurélien Géron
Capsule Networks (CapsNet) - Tutorial
more
How to implement CapsNets using TensorFlow
more
2014
Geoffrey Hinton
What is wrong with Convolutional Neural Networks?
more
2012
Geoffrey Hinton: "Does the Brain do Inverse Graphics?"
more
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Blogs:
Adrian Colyer
Dynamic routing between capsules
more
Max Pechyonkin
Understanding Hinton’s Capsule Networks. Part I: Intuition
more
Understanding Hinton’s Capsule Networks. Part II: How Capsules Work
more
Understanding Hinton’s Capsule Networks. Part III: Dynamic Routing Between Capsules
more
Jonathan Hui
Understanding Dynamic Routing between Capsules (Capsule Network)
more
Kendrick Tan
Capsule Networks Explained
more
Mike Ross
A Visual Representation of Capsule Network Computations
more
Debarko De
What is a CapsNet or Capsule Network?
more
Thibault Neveu
Understand and apply CapsNet on Traffic sign classification
more
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Discussion:
dynamic_routing_between_capsules
capsule_networks_explained
a_visual_representation_of_capsule_network
How to treat Hinton's thesis "Dynamic Routing Between Capsules"? (Chinese)
more
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Implementation:
CapsuleNet on TensorFlow on MNIST
CapsuleNet in Keras on MNIST
CapsuleNet in Keras on Cifar dataset
CapsuleNet in TensorFlow on German traffic sign dataset
CapsuleNet in TensorFlow on MNIST
CapsuleNet in Kaggle on MNIST
