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Generative Adversarial Network

Generative adversarial networks (GAN) are a class of generative machine learning frameworks. A GAN consists of two competing neural networks, often termed the Discriminator network and the Generator network. GANs have been shown to be powerful generative models and are able to successfully generate new data given a large enough training dataset.

https://github.com/curegit/stylegan-web

Example configurations for deploying StyleGAN with web UI using Docker

docker docker-compose generative-adversarial-network github-container-registry image-synthesis stylegan2

Last synced: 18 Jan 2025

https://github.com/somjit101/dcgan-gradient-tape

A study of the use of the Tensorflow GradientTape class for differentiation and custom gradient generation along with its use to implement a Deep-Convolutional Generative Adversarial Network (GAN) to generate images of hand-written digits.

batch-normalization convolutional-layers dcgan-tensorflow deconvolution dropout-layers gan generative-adversarial-network gradient-tape keras-tensorflow mnist-dataset neural-network tensorflow transpose-convolution

Last synced: 16 Jan 2025

https://github.com/vigneshs10/conditional-generative-adversarial-network

Baseline CGAN trained to conditionally generate images from two different classes

cgan cv generative-adversarial-network pytorch

Last synced: 16 Jan 2025

https://github.com/m-torhan/progressivegan

Implementation of progressive training of GAN using tensorflow

deep-learning generative-adversarial-network tensorflow

Last synced: 31 Dec 2024

https://github.com/olegkhomenko/attngan-zsl

Combining "A Generative Adversarial Approach for Zero-Shot Learning from Noisy Texts" and "AttnGAN"

deep-learning generative-adversarial-network image-generation

Last synced: 09 Jan 2025

https://github.com/ka-sarthak/mm-generator

DL models for generating stress fields in microstructures

deep-neural-networks fourier-ne generative-adversarial-network surrogate-modelling

Last synced: 27 Jan 2025

https://github.com/imvision12/dcgan-tensorflow

A Tensorflow implementation of "Deep Convolutional Generative Adversarial Networks"

dcgan gan generative-adversarial-network image image-generation tensorflow

Last synced: 14 Jan 2025

https://github.com/asiff00/medical-image-generation-with-gans-tensorflow

The primary aim is to train the GAN to generate highly realistic synthetic X-ray images that closely resemble the real ones in the dataset. These synthetic images can then be utilized for future data augmentation.

deep-learning gan generative-adversarial-network generative-ai image-classification image-processing machine-learning medical-image-processing medical-imaging neural-network

Last synced: 16 Jan 2025

https://github.com/vanditg/paper-implementation-deep-learning

This repository contains the implementation of different papers relating to Computer Vision and Deep Learning fields.

computer-vision deep-learning generative-adversarial-network google-colaboratory jupyter-notebooks python pytorch pytorch-implementation

Last synced: 22 Dec 2024

https://github.com/anshchoudhary/gan-implementation

This repository was created as a comprehensive guide to GAN architectures and their implementations.

dcgan-pytorch gan generative-adversarial-network pytorch

Last synced: 22 Jan 2025

https://github.com/giovanni-gatti/dcgan-celeba

Notebook to train a DCGAN model on the CelebA dataset using PyTorch.

deep-learning generative-adversarial-network pytorch

Last synced: 02 Feb 2025

https://github.com/40uf411/genetic-adversarial-networks-gan-

This repository contains implementations I made and tutorials that I followed.

celebfaces dcgan gan gans generative-adversarial-network mnist

Last synced: 19 Jan 2025

https://github.com/nisace/gan-lib

Various GAN implementations

gan generative-adversarial-network tensorflow

Last synced: 02 Nov 2024

https://github.com/anyantudre/generative-adversarial-networks-gans

A very basic and simple example of how to use GANs to generate fake handwritten numbers.

cnn-pytorch deep-learning gan gans generative-adversarial-network pytorch

Last synced: 03 Feb 2025

https://github.com/monmog/tensorflow-gan

Python Project that uses Tensorflow and numpy to make a Generative Adversarial Network

generative-adversarial-network

Last synced: 13 Jan 2025

https://github.com/alinababer/finger-print-generation-and-discrimination-by-dcgan

This project focuses on the generation and authentication of fingerprints using Adaptive Deep Convolution Generative Adversarial Networks (ADCGAN).

dcgan deep-learning gan generative-adversarial-network generative-ai opencv python

Last synced: 16 Dec 2024

https://github.com/sk-g/imagecompression

Using TFGAN framework to play around with GAN architecture for image compression.

dnn generative-adversarial-network neural-networks tensorflow tensorflow-experiments tfgan

Last synced: 16 Dec 2024

https://github.com/sk-g/mnistgantemp

Experiments with GAN architectures on pytorch,keras,tensorflow and CNTK

cntk computer-vision gan generative-adversarial-network keras neural-network pytorch tensorflow

Last synced: 16 Dec 2024

https://github.com/si-ddhartha/anigan

A TensorFlow implementation of Generative Adversarial Network to generate anime faces.

deep-learning gan generative-adversarial-network tensorflow

Last synced: 21 Jan 2025

https://github.com/machinelearningzuu/everything-about-generative-deeplearning

This is a repository for everything about generative deep learning. I will update this repository continuously. If you have any questions, please contact me. My Plan is to implement Tons of Implementations for GANs, VAEs, DIFFUSION, LLMS and so on.

audio deep-learning diffusion generative-adversarial-network image large-language-models python pytorch

Last synced: 04 Feb 2025

https://github.com/chen0040/mxnet-gan

My collection of GAN implemented using MXNet

dcgan gan generative-adversarial-network pixel-to-pixel-gan

Last synced: 16 Dec 2024

https://github.com/laknath1996/gen-models

Course project for EN.553.741 Machine Learning II at JHU. Implements Wasserstein GAN, variational autoencoder and denoising diffusion probabilistic models.

diffusion-models generative-adversarial-network generative-model

Last synced: 08 Jan 2025

https://github.com/mxagar/face_generator_gan

This repository contains a Convolutional GAN which generates faces based on the CelebFaces dataset.

computer-vision deep-learning face-generation gan generative-adversarial-network image-generation

Last synced: 23 Dec 2024

https://github.com/nikk0001/image-to-image-translation---cgan---conditional---gan

Conditional Generative Adversarial Networks (CGANs) extend the capabilities of traditional GANs by conditioning both the generator and discriminator models on additional information, typically class labels or other forms of auxiliary information.

cgan cgan-mnist cgans generative-adversarial-network generative-ai generative-model imagetranslate

Last synced: 17 Dec 2024

https://github.com/nikk0001/text-generation-with-markov-chains

This repository contains an implementation of a simple text generation algorithm using Markov chains. The algorithm builds a statistical model that predicts the probability of a word or character based on the previous one(s). This model can then be used to generate new text that mimics the style and structure of the input text.

generative-adversarial-network gpt gpt-3 markovchain textgeneration

Last synced: 17 Dec 2024

https://github.com/saikat-roy/deep-convolutional-gan

DCGAN implemented as part of the Deep Learning for Computer Vision course at the University of Bonn (WS 2018/19)

dcgan deep-learning deep-neural-networks generative-adversarial-network

Last synced: 23 Dec 2024

https://github.com/efecaliskannn/generative-adverserial-networks--gan-

DCGAN was used for synthetic data generation, ACGAN for classification, and SRGAN for image enhancement.

artificial-intelligence auxiliary-classifier-gan cuda-toolkit cudnn deep-learning generative-adversarial-network python super-resolution-image

Last synced: 13 Jan 2025

https://github.com/matthias-wright/siamese_architecture

PyTorch implementation of the siamese architecture for style transfer I developed for my master's thesis.

autoencoder deep-learning generative-adversarial-network python pytorch style-transfer

Last synced: 14 Dec 2024

https://github.com/abhaskumarsinha/1d-gan

A simple well-documented tutorial on implementing a 1D GAN on Keras using a Python Jupyter Notebook

deep-learning deep-neural-networks gan generative-adversarial-network keras keras-tensorflow python3 tensorflow2 tutorial

Last synced: 21 Jan 2025

https://github.com/marekpokropinski/pastagan

Style transfer convolutional neural network trained on FFHQ dataset and pasta images.

deep-learning generative-adversarial-network neural-network

Last synced: 24 Dec 2024

https://github.com/adeelh/gan-image-inpainting

Image Inpainting using a GAN (class project for Intelligent Visual Computing, Spring 2019)

cifar10 deep-learning gan generative-adversarial-network inpainting machine-learning

Last synced: 30 Jan 2025

https://github.com/guntas-13/srip2024

Repo for all the SRIP 2024 work at CVIG Lab IITGN under Prof. Shanmuganathan Raman

ddpm diffusion-model diffusion-models gan gan-inversion generative-adversarial-network generative-model image-compression variational-autoencoder

Last synced: 30 Jan 2025

https://github.com/zpreisler/tensorflow_gan

Generative adversarial network

generative-adversarial-network tensorflow

Last synced: 11 Jan 2025

https://github.com/atharvapathak/style_transfer_gan_project

To ensure a better diagnosis of patients, doctors may need to look at multiple MRI scans. What if only one type of MRI needs to be done and others can be auto-generated? Generative Adversarial Networks (GANs) have been used for generating deepfakes, new fashion styles and high-resolution pictures from the low-resolution ones

cyclegan deep-learning gans generative-adversarial-network keras mri-images photo style-transfer tensorflow u-net

Last synced: 15 Jan 2025

https://github.com/fabriziomusacchio/wasserstein_gan

This repository contains some code for demonstrating the application of Wasserstein GANs (WGANs)

gan gans generative-adversarial-network wasserstein-distance wasserstein-gan wasserstein-gans wgan wgans

Last synced: 12 Jan 2025

https://github.com/inventwithdean/simplegan

Implementation of a simple GAN to generate digits.

deep-learning generative-adversarial-network generative-ai mnist

Last synced: 10 Jan 2025

https://github.com/gugarosa/gan_metrics_scoring

📄 Official implementation regarding the paper "Evaluating Artificial Images Through Score-based Classifications".

generative-adversarial-network implementation metric-learning paper scoring-algorithm

Last synced: 24 Jan 2025

https://github.com/athari22/face-generation

In this project, I defined and train a DCGAN on a dataset of faces. This project is part of the deep learning nanodegree program at udacity. Overview The project is broken down into a series of tasks from loading in data to defining and training adversarial networks. And visualize the results of trained Generator generated samples that look like fairly realistic faces with small amounts of noise.

dataset dcgan deep-learning face-recognition gan generative-adversarial-network jupyter-notebook python pytorch visualization

Last synced: 30 Dec 2024

https://github.com/hrolive/introduction-to-scalable-deep-learning

In this course, we will cover machine learning and deep learning and how to achieve scaling to high performance computing systems.

deep-learning generative-adversarial-network hpc machine-learning python

Last synced: 04 Jan 2025

https://github.com/ajithprakash8055/gan-generative-adversarial-network

This repo illustrates how GAN -Generative Adversarial Networks can be helpful in creating incredibly highly realistic images and its architecture

computer-vision deeplearning generative-adversarial-network machine-learning

Last synced: 04 Jan 2025

https://github.com/ajithvcoder/gan_unlocked

Generative AI - Contains pytorch implementation of GANs

cnn deep-learning gan generative-adversarial-network generative-ai pytorch

Last synced: 12 Jan 2025

https://github.com/byte7/gans

Keras Implementation of Generative Adverserial Networks

deep-learning gan generative-adversarial-network keras

Last synced: 31 Jan 2025

https://github.com/pthmhatre/stylescribe-using-generative-adversarial-network

A fashion AI-based model capable of generating images from textual descriptions. The model should take natural language text as input and generate images that visually represent the given text. This text-to-image generation system bridges the gap between textual descriptions and visual content.

deep-neural-networks flask-application generative-adversarial-network generative-ai googlecloudplatform hyperparameter-tuning keras-tensorflow neural-networks nlp os pillow rdp-connection scipy sklearn-metrics spacy-nlp texttoimage tfidf-vectorizer

Last synced: 01 Feb 2025

https://github.com/shaheennabi/computer-vision-practices-and-mini-projects

🎇 Computer Vision Experiments 🎆 A hands-on collection of computer vision experiments 📸, featuring models like YOLO, Mask R-CNN, and GANs. 🚀 Explore applications like object detection, image segmentation, and pose estimation 🌍. Continuously updated with cutting-edge models and techniques! 🔥

computer-vision convolutional-neural-networks generative-adversarial-network mask-rcnn object-detection object-segmentation pose-estimation ssd variational-autoencoder

Last synced: 31 Jan 2025

https://github.com/zeyadusf/dcgans-on-braille-images

Deep Convolutional Generative Adversarial Network

dcgan deep-learning generative-adversarial-network

Last synced: 07 Jan 2025

https://github.com/georgiosioannoucoder/realesrgan

Implementation of the paper "Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data." 🖼️

computer-vision data-science discriminator esrgan gan generative-adversarial-network generator image-processing machine-learning opencv-python real-esrgan super-resolution

Last synced: 02 Jan 2025

https://github.com/cptanalatriste/celebrity-generator

A deep convolutional generative adversarial network (DCGAN) for generating faces.

deep-learning generative-adversarial-network image-generation pytorch

Last synced: 12 Jan 2025

https://github.com/ggraffieti/papernotes

My personal notes and summaries of paper I read, mainly in, but not limited to, AI, ML, DL.

artificial-intelligence deep-learning generative-adversarial-network machine-learning notes paper-notes research

Last synced: 01 Feb 2025

https://github.com/gordon801/impress-gan

Trains a DCGAN model on Impressionist artworks to generate new, creative pieces. This repository includes a Flask web application that enables users to create Impressionist-style artwork images.

art-generator computer-vision dcgan deep-learning flask gan generative-adversarial-network generative-art image-generation jupyter-notebook

Last synced: 19 Dec 2024

https://github.com/szymon-budziak/fashion_mnist_gan

Generative Adversarial Network (GAN) built with CNNs for both the generator and discriminator, implemented in TensorFlow and trained on the Fashion MNIST dataset.

fashion-mnist gan generative-adversarial-network generative-ai python3 tensorflow

Last synced: 25 Jan 2025

Generative Adversarial Network Awesome Lists
gans-awesome-applications 78 awesome-gan-for-medical-imaging 180 Awesome-Text-to-Image 423 awesome-colab-notebooks 554 Awesome-GANs 94 Cool-Fashion-Papers 86 awesome-tensorlayer 51 awesome-artificial-intelligence-research 92 awesome-gan 36 awesome-data-synthesis 78 awesome-generative-models 81 awesome-ai 243 awesome-DGM-papers 249
Generative Adversarial Network Categories
<span id="head6"> *6. Other Related Works* </span> 450 <span id="head5"> *5. Paper With Code* </span> 325 Overview 287 Research 209 Tutorials 192 <span id="head5"> *Paper With Code* </span> 144 Papers & Codes 100 Applications using GANs 73 NeurIPS 2021 ([OpenReview](https://openreview.net/group?id=NeurIPS.cc/2021/Conference)) 65 Data-driven methods 53 Text 52 NeurIPS 2020 49 ICLR 2021 48 Audio and music generation/processing 47 Machine Learning (ML) and Data Mining (DM) 46 Applications 45 Papers 40 ICML 2020 34 ICML 2021 28 Business 26