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
In
DataSeries
by
Eugenia Anello
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
In
Towards Data Science
by
Aqeel Anwar
What is Transposed Convolutional Layer?Explained through animated gifs and python code.
Mar 6, 2020
9
Mar 6, 2020
9
In
GoPenAI
by
Hayden LaBrie
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
In
Towards Data Science
by
Matthew Stewart, PhD
Comprehensive Introduction to Autoencoders
Apr 14, 2019
6
Apr 14, 2019
6
In
Towards Data Science
by
Matthew Stewart, PhD
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
In
Towards Data Science
by
Matthew Stewart, PhD
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
In
Towards Data Science
by
Matthew Stewart, PhD
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
In
PyTorch
by
Abien Fred Agarap
Implementing an Autoencoder in PyTorchBuilding an autoencoder model for reconstruction
Jan 26, 2020
4
Jan 26, 2020
4
In
Towards Data Science
by
Chris Kuo/Dr. Dataman
Handbook of Anomaly Detection with Python Outlier Detection — (12) AutoencodersRevision: Oct. 1, 2021
Oct 26, 2019
10
Oct 26, 2019
10
In
Towards Data Science
by
Chris Kuo/Dr. Dataman
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
In
Towards Data Science
by
Arvin Singh Kushwaha
Making an AutoencoderUsing Keras and training on MNIST
Jul 2, 2019
2
Jul 2, 2019
2
In
Towards Data Science
by
Sayak Paul
“Reparameterization” trick in Variational AutoencodersThe “reparameterization” trick makes backpropagation possible in Variational Autoencoders.
Apr 6, 2020
2
Apr 6, 2020
2
In
Towards Data Science
by
William Falcon
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
In
Towards Data Science
by
Andrea Castiglioni
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
In
Towards Data Science
by
Selvaratnam Lavinan
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
In
Towards Data Science
by
Abien Fred Agarap
Implementing an Autoencoder in TensorFlow 2.0
Mar 20, 2019
2
Mar 20, 2019
2