How to convert 2D layer to 1D and from 1D to 2D?

10 vues (au cours des 30 derniers jours)
Grzegorz Klosowski
Grzegorz Klosowski le 4 Sep 2022
Réponse apportée : Mandar le 13 Déc 2022
I want to create an autoencoder architecture with 2D input and output (matrix) but inside I need 1D (fullyConnectedLayer) as a latent layer. How to do it? In Layer Library of Deep Network Designer I cannot see the useful "bricks".

Réponses (2)

David Willingham
David Willingham le 6 Sep 2022
Can you describe a little more about your application? I.e. what is your input, is it a matrix of signals or an image?
  2 commentaires
Grzegorz Klosowski
Grzegorz Klosowski le 6 Sep 2022
Modifié(e) : Grzegorz Klosowski le 6 Sep 2022
And even this matrix. The same at the input and output. And in the middle it should be a 1D layer. I need to compress this image this way. Using the autoencoder precisely. In the latent layer, I want to have a vector consisting of, say, 256 neurons. How to change a dimension from 2D to 1D and from 1D to 2D inside a neural network (or an autoencoder)?

Connectez-vous pour commenter.

Mandar le 13 Déc 2022
I understand that you want make an autoencoder network with specific hidden layer (latent layer) size.
You may refer the following documentation which shows how to create an autoencoder networks with specific hidden layer size, learning latent features and further stacking the latent layers to make a stacked autoencoder network with multiple hidden layers to learn effective latent features.


En savoir plus sur Image Data Workflows dans Help Center et File Exchange




Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by