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Self-Supervised Representation Learning
What if we can get labels for free for unlabelled data and train unsupervised dataset in a supervised manner?
self-supervised-learning representation-learning generative-modeling object-recognition
How to Detect Data-Copying in Generative Models
I propose some new definitions and test statistics for conceptualizing and measuring overfitting by generative models.
generative-modeling data-copying generative-adversarial-networks variational-autoencoders
GenForce Lib for Generative Modeling
GenForce: an efficient PyTorch library for deep generative modeling (StyleGANv1v2, PGGAN, etc).
generative-modeling pytorch genforce library
TailorGAN: Making User-Defined Fashion Designs
Generate a photo-realistic image which combines the texture from reference A and the new attribute from reference B.
image-generation fashion design generative-adversarial-networks
Generative Modeling with Sparse Transformers
Sparse Transformer, a deep neural network which sets new records at predicting what comes next in a sequence—whether text, images, or sound.
transformers sparse-transformers image-generation music-generation
“Reparameterization” trick in Variational Autoencoders
In this article, we are going to learn about the “reparameterization” trick that makes Variational Autoencoders (VAE) an eligible candidate for ...
generative-modeling autoencoders reparameterization tutorial
Generative Adversarial Networks with Python
Deep Learning Generative Models for Image Synthesis and Image Translation.
generative-adversarial-networks generative-modeling deep-learning tutorial
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