List: AutoEncoders and GANs | Curated by Israel Fernández Pina

Aug 8, 2024
21 stories
AutoEncoders and GANs
Sik-Ho Tsang
Review — ConvNeXt V2: Co-designing and Scaling ConvNets with Masked AutoencodersConvNeXt V2, Improved Architecture & Pretraining Process
Jul 14
Jul 14
Nessim Ben Abbes
MobileNetV2 Autoencoder: An Efficient Approach for Feature Extraction and Image ReconstructionIntroduction:
May 8, 2023
May 8, 2023
Eugenia Anello
in
DataSeries
Convolutional Autoencoder in Pytorch on MNIST datasetThe post is the seventh in a series of guides to build deep learning models with Pytorch. Below, there is the full series:
Jun 28, 2021
6
Jun 28, 2021
6
Mayur
Image Segmentation with CNNs- ArchitectureHere we can see CNN consists of a Encoder Decoder Architecture, where we pass a RGB image to the encoder which performs Hierarchical…
Sep 1, 2023
Sep 1, 2023
Aqeel Anwar
in
Towards Data Science
What is Transposed Convolutional Layer?Explained through animated gifs and python code.
Mar 6, 2020
9
Mar 6, 2020
9
Hayden LaBrie
in
GoPenAI
Understanding Autoencoders — Part IV: The Fully Connected Layer and FlatteningNow once we finish part IV we will be done with all the knowledge to understand the encoder part of the autoencoder; though, we will still…
Aug 4, 2023
Aug 4, 2023
Matthew Stewart, PhD
in
Towards Data Science
Comprehensive Introduction to Autoencoders
Apr 14, 2019
6
Apr 14, 2019
6
Matthew Stewart, PhD
in
Towards Data Science
Advanced Topics in GANsWant to turn horses into zebras? Make DIY anime characters or celebrities? Generative adversarial networks (GANs) are your new best friend.
May 8, 2019
2
May 8, 2019
2
Matthew Stewart, PhD
in
Towards Data Science
Introduction to Turing Learning and GANsWant to turn horses into zebras? Make DIY anime characters or celebrities? Generative adversarial networks (GANs) are your new best friend.
May 5, 2019
2
May 5, 2019
2
Matthew Stewart, PhD
in
Towards Data Science
GANs vs. Autoencoders: Comparison of Deep Generative ModelsWant to turn horses into zebras? Make DIY anime characters or celebrities? Generative adversarial networks (GANs) are your new best friend.
May 12, 2019
4
May 12, 2019
4
Abien Fred Agarap
in
PyTorch
Implementing an Autoencoder in PyTorchBuilding an autoencoder model for reconstruction
Jan 26, 2020
4
Jan 26, 2020
4
Chris Kuo/Dr. Dataman
in
Towards Data Science
Handbook of Anomaly Detection with Python Outlier Detection — (12) AutoencodersRevision: Oct. 1, 2021
Oct 26, 2019
10
Oct 26, 2019
10
Chris Kuo/Dr. Dataman
in
Towards Data Science
Convolutional Autoencoders for Image Noise ReductionIn “Anomaly Detection with Autoencoders Made Easy” I mentioned that the Autoencoders have been widely applied in dimension reduction and…
Nov 20, 2019
8
Nov 20, 2019
8
Arvin Singh Kushwaha
in
Towards Data Science
Making an AutoencoderUsing Keras and training on MNIST
Jul 2, 2019
2
Jul 2, 2019
2
Sayak Paul
in
Towards Data Science
“Reparameterization” trick in Variational AutoencodersThe “reparameterization” trick makes backpropagation possible in Variational Autoencoders.
Apr 6, 2020
2
Apr 6, 2020
2
William Falcon
in
Towards Data Science
Variational Autoencoder Demystified With PyTorch Implementation.This tutorial implements a variational autoencoder for non-black and white images using PyTorch.
Dec 5, 2020
12
Dec 5, 2020
12
Miguel Méndez
VAEs I ! Generating images with TensorflowGenerative models are one of the cooler branches of Deep Learning. During last weeks Generative Adversarial Networks (GANs) have been…
Jan 18, 2019
1
Jan 18, 2019
1
Andrea Castiglioni
in
Towards Data Science
Dimensionality reduction with Autoencoders versus PCACan a neural network perform dimensionality reduction like a classic principal component analysis?
Apr 11, 2021
2
Apr 11, 2021
2
Selvaratnam Lavinan
in
Towards Data Science
Autoencoder Neural Network for Anomaly Detection with Unlabeled DatasetIf you are trying to detect anomalies from an unlabeled dataset and you are worried about not having a labeled dataset, then here is an…
Dec 14, 2019
3
Dec 14, 2019
3
Abien Fred Agarap
in
Towards Data Science
Implementing an Autoencoder in TensorFlow 2.0
Mar 20, 2019
2
Mar 20, 2019
2