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GANs for biological image synthesis

This repository contains implementations of vanilla GAN, Least Squares GAN, Wasserstein GAN with Gradient Penalty, Spectral Normalization GAN and cGAN with projection discriminator. Everything was done as a part of this project.

We validated all models on a dataset of 25 gaussians (samples from WGAN-GP):

wgan100k

LIN dataset

LIN dataset contains photographs of 41 proteins in fission yeast cells. To visualize similar proteins we used FID metric.

FID

cGAN with projection discriminator

(left - real photographs, right - generated).

LIN41

Quntatitative comparison of different models.

Multichannel GAN

Samples from multichannel GAN (all details can be found here)

multi