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Latent Space Growing of Generative Adversarial Networks
This project was conducted as a master thesis by Erik Sandström during the spring of 2019 at Lund University.
This README-file contains extra material for Section 7.2.1 and 7.2.2 not covered in the thesis report.
Below, the random walk interpolations are presented for each model when restricting the random walks for dimensions {1-8,9-16,17-32,33-64,65-128,129-256}, one at a time.
clgGAN
Restricted to dimensions: 1-8
Restricted to dimensions: 9-16
Restricted to dimensions: 17-32
Restricted to dimensions: 33-64
Restricted to dimensions: 65-128
Restricted to dimensions: 129-256
cgGAN
Restricted to dimensions: 1-8
Restricted to dimensions: 9-16
Restricted to dimensions: 17-32
Restricted to dimensions: 33-64
Restricted to dimensions: 65-128
Restricted to dimensions: 129-256
bgGAN
Restricted to dimensions: 1-8
Restricted to dimensions: 9-16
Restricted to dimensions: 17-32
Restricted to dimensions: 33-64
Restricted to dimensions: 65-128
Restricted to dimensions: 129-256
lgGAN
Restricted to dimensions: 1-8
Restricted to dimensions: 9-16
Restricted to dimensions: 17-32
Restricted to dimensions: 33-64
Restricted to dimensions: 65-128
Restricted to dimensions: 129-256
bGAN
Restricted to dimensions: 1-8
Restricted to dimensions: 9-16
Restricted to dimensions: 17-32
Restricted to dimensions: 33-64
Restricted to dimensions: 65-128
Restricted to dimensions: 129-256
Below, the random walk interpolations along the coordinate axis for the clgGAN are presented when restricting random walks along the coordinate axis dimensions {1,2,5,90,195,250}, one at a time.
Coordinate walk along dimension: 1
Coordinate walk along dimension: 2
Coordinate walk along dimension: 5
Coordinate walk along dimension: 90
Coordinate walk along dimension: 195
Coordinate walk along dimension: 250
Setup
Place a directory called "celebA_dataset" where the model directory, e.g., "clgGAN" is located. In the "celebA_dataset" directory, place another folder called "celebA" containing the images belonging to the dataset. Use the cropped and aligned version of CelebA
