Questions tagged [capsule-neural-network]
For questions related to the capsule neural network, which is a neural network that attempts to more closely mimic the biological neural organization.
13
questions
1
vote
0
answers
20
views
How significant is the decoder part of the capsule network?
Capsule Networks use an encoder-decoder structure, where the encoder part consists of the capsule layers (PrimiaryCaps and DigitCaps) and is also the part of the capsule network which performs the ...
- 11
1
vote
1
answer
64
views
What is the status of the capsule networks?
What is the status of the capsule networks?
I got an impression that capsule networks turned out not to be so useful in applications more complicated than the MNIST (at least according to this reddit ...
- 150
1
vote
0
answers
43
views
Is there a tutorial for beginners on capsule neural networks?
I am interested in capsule neural networks. I have already read the paper Dynamic Routing Between Capsules, but it is a little bit difficult to follow. Is there a tutorial for beginners on capsule ...
- 165
1
vote
0
answers
39
views
Is the number of neurons in each capsule in a capsule neural network hardcoded?
The capsule neural networks have been formally introduced in the paper Dynamic Routing Between Capsules.
Much ado has been made about how the capsules output a vector (magnitude = probability that an ...
- 11
1
vote
0
answers
29
views
Is anyone able to reproduce Hinton's matrix capsule networks?
I've been working on Hinton's matrix capsule networks for several months. I searched each corner of the internet. But I couldn't find anyone that can reproduce Hinton's matrix capsule network. Can ...
- 11
2
votes
0
answers
42
views
How exactly is equivariance achieved in capsule neural networks?
I have read quite a lot about capsule networks, but I cannot understand how the squashed vector would also rotate in response to rotation or translation of the image. A simple example would be helpful....
- 33
3
votes
1
answer
124
views
Why coupling coefficients in capsule neural networks can't be learned by back-propagation?
The paper Dynamic Routing Between Capsules uses the algorithm called "Dynamic Routing Between Capsules" to determine the coupling coefficients between capsules.
Why it can't be done by ...
- 123
1
vote
0
answers
85
views
Would it make sense to use together capsule neural neworks and "topic / narrative modeling"?
This is actually something I have been researching a bit on my own.
Most movie scripts can be structurally analysed by using writing theory such as Dramatica. Dramatica is based upon a hierarchy of ...
- 278
5
votes
2
answers
345
views
Is the word "pose" used correctly in the paper "Matrix Capsules with EM Routing"?
In traditional computer vision and computer graphics, the pose matrix is a $4 \times 4$ matrix of the form
$$
\begin{bmatrix}
r_{11} & r_{12} & r_{12} & t_{1} \\
r_{21} & r_{...
- 163
2
votes
1
answer
209
views
Why does the size reduce to $6 \times 6$ in the capsule networks?
I want to experiment with capsule networks on facial expression recognition (FER). For now, I am using fer2013 Kaggle dataset.
One thing that I didn't understand in capsule networks was in the first ...
- 121
8
votes
3
answers
3k
views
Have capsule neural networks been used to NLP problems?
The capsule neural network seems to be a good solution for problems that involve hierarchies. For example, a face is composed of eyes, a nose and ears; a hand is made of fingers, nails, and a palm; ...
- 278
9
votes
2
answers
4k
views
What is an activity vector in capsule neural networks?
I was reading the paper Dynamic Routing Between Capsules and didn't understand the term "activity vector" in the abstract.
A capsule is a group of neurons whose activity vector represents the ...
- 291
41
votes
6
answers
21k
views
How do capsule neural networks work?
Geoffrey Hinton has been researching something he calls "capsules theory" in neural networks. What is it? How do capsule neural networks work?
- 1,999