Texonom
Texonom
/
Engineering
Engineering
/Data Engineering/Artificial Intelligence/Machine Learning/Neural Network/Neural Network Structure/Encoder-Decoder Model/AutoEncoder/VAE/
VQ-VAE
Search

VQ-VAE

Creator
Creator
Seonglae Cho
Created
Created
2021 Nov 30 5:25
Editor
Editor
Seonglae Cho
Edited
Edited
2024 Oct 24 9:40
Refs
Refs

Vector Quantised-Variational AutoEncoder

Make latent space discrete by
Vector Quantization
 
 
 
 
 
 
 
 
Neural Discrete Representation Learning
Learning useful representations without supervision remains a key challenge in machine learning. In this paper, we propose a simple yet powerful generative model that learns such discrete...
Neural Discrete Representation Learning
https://arxiv.org/abs/1711.00937
Neural Discrete Representation Learning
Python, Machine & Deep Learning
Python, Machine Learning & Deep Learning
Python, Machine & Deep Learning
https://greeksharifa.github.io/discrete%20representation/2021/11/07/VQVAE
Python, Machine & Deep Learning

Finite Scalar Quantization

각 차원을 독립적으로 정해진 값으로 양자화
arxiv.org
https://arxiv.org/pdf/2309.15505
 
 

Recommendations

Texonom
Texonom
/
Engineering
Engineering
/Data Engineering/Artificial Intelligence/Machine Learning/Neural Network/Neural Network Structure/Encoder-Decoder Model/AutoEncoder/VAE/
VQ-VAE
Copyright Seonglae Cho