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SimpleGAN
A Tensorflow-based framework to ease the training of generative models
computer-vision generative-adversarial-networks tensorflow deep-learning
6 GAN Architectures You Really Should Know
Some of the most popular GAN architectures, particularly 6 architectures that you should know to have a diverse coverage on GANs.
generative-adversarial-networks survey tutorial
GANSpace: Discovering Interpretable GAN Controls
This paper describes a simple technique to analyze Generative Adversarial Networks (GANs) and create interpretable controls for image synthesis.
generative-adversarial-networks image-generation interpretability interpretable-gans
STEFANN: Scene Text Editor using Font Adaptive Neural Network
The ability to edit text directly on images has several advantages including error correction, text restoration and image reusability.
image-generation stefann colornet scene-generation
Cycle Text-To-Image GAN with BERT
Image generation from their respective captions, building on state-of-the-art GAN architectures.
generative-adversarial-networks bert transformers image-to-text
GANs in Computer Vision : An article review series
An article series where we review the most important research papers on GANs from 2015 to today. 6 articles, 20 papers, 20000 words
generative-adversarial-networks computer-vision generation unsupervised-learning
Semi-supervised image classification with GANs
Shows how to perform semi-supervised image classification with GANs. The cover image is from Chapter 7, GANs in Action.
generative-adversarial-networks semi-supervised-learning tensorflow keras
Adversarial Latent Autoencoders
Introducing the Adversarial Latent Autoencoder (ALAE), a general architecture that can leverage recent improvements on GAN training procedures.
autoencoders generative-adversarial-networks latent-space disentanglement
Cycle GAN in TensorFlow 2.0 with Custom Loops
Implementation of "Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks" by Jun-Yan Zhu et al.
generative-adversarial-networks computer-vision image-to-image-translation unpaired-images
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