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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/blacksujit/100x-engineers-genai-hackathon-submission

Dataviz AI is an AI powered web application that enables users to generate animated infographic videos based on input Data , text,files. This MVP leverages the Pexels API for video content and incorporates advanced natural language processing (NLP) techniques, including LangChain and stable diffusion techniques, to analyze and create visual impact

data-centric-ai genai genai-usecase generative-adversarial-network generative-ai hackathon-2024 hackathon-genai hackathon-project infographics infographics-ai moviepy openai-api personalised-video pexels-api retrival-augmented-generation stable-diffusion stable-diffusion-webui text-to-video-generation text-video-retrieval web

Last synced: 25 Dec 2024

https://github.com/shreyas-kowshik/generative-models-tensorflow

Implementation of generative models in tensorflow.

ai deep-learning generative-adversarial-network

Last synced: 21 Jan 2025

https://github.com/asirwad/invisicipher

Deep Learning-Based image Steganography implemented with custom CNNs using keras along with Chaotic Encryption🔒 using pycryptodome and Enhanced Super Resolution🎨 implemented with GANs using pyTorch

deep-learning generative-adversarial-network keras pyqt5-desktop-application pytorch tensorflow

Last synced: 21 Jan 2025

https://github.com/simoninithomas/gan_implementations

Some GAN (Generative Adversarial Networks) implementations to generate MNIST images

deep-learning generative-adversarial-network mnist

Last synced: 17 Jan 2025

https://github.com/blacksujit/100x-engineers-hackathon-submission

Our hackathon project is a Flask-based web application that enables users to generate animated infographic videos based on input text. This MVP leverages the Pexels API for video content and incorporates advanced natural language processing (NLP) techniques, including LangChain and stable diffusion techniques, to analyze and create visual impact

data-centric-ai genai generative-adversarial-network hackathon-2024 hackathon-genai hackathon-project infographics infographics-ai moviepy openai-api personalised-video pexels-api retrival-augmented-generation stable-diffusion stable-diffusion-webui text-to-video-generation text-video-retrieval

Last synced: 01 Dec 2024

https://github.com/johnvinyard/music-synthesis

Models, training and evaluation code for a two-stage music synthesis pipeline

audio deep-learning generative-adversarial-network machine-learning music-synthesis

Last synced: 06 Jan 2025

https://github.com/dvgodoy/gansnroses_odsc_europe2022

GANs N' Roses: Understanding Generative Models

deep-learning gan generative-adversarial-network pytorch tutorial

Last synced: 21 Nov 2024

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

Face Generation using Generative Adversarial Networks (GANs)

deep-learning deep-neural-networks gan generative-adversarial-network pytorch

Last synced: 13 Jan 2025

https://github.com/curegit/precure-stylegan-ada

Yet another StyleGAN 2.0 implementation using Chainer with Adaptive Discriminator Augmentationto to synthesize specific Precure (Cure Beauty) images

anime augmentation chainer deep-learning generative-adversarial-network image-synthesis precure stylegan2 stylegan2-ada

Last synced: 17 Nov 2024

https://github.com/ajimaulana123/build-basic-generative-adversarial-networks-gans-

Generative Adversarial Networks (GANs) itu kayak jurus keren di dunia machine learning yang bisa bikin gambar, video, atau suara jadi kelihatan asli banget. Gan ini kayak pertarungan dua model yang saling ngadu—makanya dasarnya pakai teori permainan.

generative-adversarial-network

Last synced: 28 Jan 2025

https://github.com/susmit-a/pencilstyletransfer

Remake images to look as if they were drawn by hand with a pencil, using CycleGAN

cyclegan generative-adversarial-network neural-style-transfer

Last synced: 15 Dec 2024

https://github.com/nishant2018/cgan-s-conditional-gan-gen.ai-

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 cgan-training generative-adversarial-network generative-ai generative-model

Last synced: 11 Nov 2024

https://github.com/mj10/gans

Notebooks for sample implementations of a variety of Generative Adversarial Networks

deep-learning generative-adversarial-network tensorflow

Last synced: 06 Jan 2025

https://github.com/nishant2018/text-generation-gpt-1-and-gpt-2

Generative Pre-trained Transformer 1 and Generative Pre-trained Transformer 2 models

generative generative-adversarial-network generative-ai gpt gpt-2 text text-generation transformers

Last synced: 11 Nov 2024

https://github.com/chen0040/mxnet-text-to-image

Text to Image translation using Generative Adversarial Network and MXNet

gan generative-adversarial-network glove mxnet text-to-image word-embedding

Last synced: 16 Dec 2024

https://github.com/ss2165/delphes-gans

Code from my Part III research project, originally housed at https://github.com/ss2165/pt3proj

delphes generative-adversarial-network jet-image

Last synced: 14 Dec 2024

https://github.com/ghubnerr/aura

A living art piece. Uses GANs to generate artistic video representations of emotions captured from a viewer in real time using WebRTC.

clip diffusion-models generative-adversarial-network pytorch rust stylegan webrtc

Last synced: 23 Dec 2024

https://github.com/rapsssito/cats-gan

Example of how to generate images of cat faces using a Deep Convolutional Generative Adversarial Network (DCGAN).

deep-learning gan generative-adversarial-network tensorflow

Last synced: 05 Feb 2025

https://github.com/dhruvsrikanth/conditionalgan

Simulate experiments with the Conditional GAN architecture and training algorithm in PyTorch using this package.

cgan conditional-gan deep-learning game-theory gan generative-adversarial-network generative-model mnist python pytorch

Last synced: 25 Dec 2024

https://github.com/nikk0001/image-generation-using-pre-trained-models

Welcome to the Image Generation with Pre-trained Models repository! This project demonstrates how to utilize pre-trained generative models like DALL-E-mini and Stable Diffusion to create images from text prompts. These models enable the generation of high-quality images by leveraging powerful deep learning architectures trained on extensive dataset

dall-e generative-adversarial-network generative-ai gpt gpt-3 imagegeneration pretrained-models stable-diffusion

Last synced: 04 Feb 2025

https://github.com/sksq96/gan-pytorch

Generative Adversarial Networks (GANs) in PyTorch

generative-adversarial-network pytorch

Last synced: 17 Jan 2025

https://github.com/sfikas/quaternion-gan

Code that implements the Quaternion Generative Adversarial Network.

deep-learning gan generative-adversarial-network pytorch quaternion

Last synced: 14 Jan 2025

https://github.com/jahez07/multimodal-fusion-strategy-to-classify-malware

This work focuses on proposing a novel approach towards classifying malware binaries by extracting visual features from malware executables.

deep-learning generative-adversarial-network multimodal-deep-learning python3 research-project

Last synced: 16 Jan 2025

https://github.com/hoangthangta/KAN-SGAN

Semi-supervised learning with Generative Adversarial Networks (GANs) using Kolmogorov-Arnold Network Layers (KANLs)

bsrbf-kan fashion-mnist generative-adversarial-network kolmogorov-arnold-networks mnist semi-supervised-learning

Last synced: 05 Dec 2024

https://github.com/blob42/face_generation_gan

Generative Adverserial Network for face generation using Tensorflow and DCGAN architecture

celeba dcgan deep-learning gan generative-adversarial-network jupyter-notebook mnist nd101 tensorflow

Last synced: 18 Dec 2024

https://github.com/yash-10/modified_gravity_emulation

Code for emulating f(R) modified gravity simulations from ΛCDM simulations using a BicycleGAN

emulation generative-adversarial-network modified-gravity

Last synced: 04 Feb 2025

https://github.com/jsflo/generative-adversarial-nets

Different GAN (Generative Adversarial Network) architectures in TensorFlow

digimon generative-adversarial-network pokemon tensorflow

Last synced: 08 Jan 2025

https://github.com/awrsha/persian-car-license-plate-recognition

The project is focused on the detection and registration of vehicle license plates, along with the identification of the vehicle's make, color, and direction, while tracking entry and exit times.

canvas cctv-cameras convolutional-neural-network flask-application generative-adversarial-network localization neural-network ocr opencv-python pyqt5 raspberry-pi recognition yolov8

Last synced: 12 Jan 2025

https://github.com/ravindramohith/satellitemapgan

This project implements the BiCycleGAN architecture for multimodal image-to-image translation from scratch using PyTorch

bicyclegan computer-vision generative-adversarial-network pytorch vae-gan

Last synced: 21 Dec 2024

https://github.com/machinelearningzuu/deep-noise-suppression-using-gans-pytorch

Noise Suppression of Audio files using Generative Adversarial Networks. The Framework used here for model Deep Learning is PyTorch because of it's processing capabilities

deep-learning generative-adversarial-network neural-networks python pytorch signal-processing

Last synced: 04 Feb 2025

https://github.com/sovit-123/pytorch-dcgan-framework

A small PyTorch framework to try out and train DCGAN on different datasets.

convolutional-neural-networks deep-learning generative-adversarial-network pytorch

Last synced: 03 Feb 2025

https://github.com/inventwithdean/wgan-gp

Implementation of Wassertein GAN with Gradient Penalty in PyTorch

generative-adversarial-network generative-ai wasserstein-gan wgan-gp

Last synced: 10 Jan 2025

https://github.com/machinelearningzuu/pytorch-notebooks

In this repository I'm implementing PyTorch based Deep Neural Networks from basic ANN to Advanced Graph Neural Networks. Please suggest if you have any ideas

computer-vision generative-adversarial-network graph-neural-networks nlp pytorch pytorch-cnn pytorch-geometric pytorch-implementation pytorch-rnn pytorch-tutorial recommendation-system stock-price-prediction

Last synced: 04 Feb 2025

https://github.com/asirwad/color-craft-gan

🌈Image colorization using Generative Adversarial Networks implemented in tensorflow 🌈

deep-learning generative-adversarial-network keras pyqt5-desktop-application tensorflow

Last synced: 21 Jan 2025

https://github.com/tugot17/simple-gan-in-keras

Introduction to Generative Adversarial Networks on a pet example, created with Keras package

gan generative-adversarial-network introduction intuition keras

Last synced: 21 Nov 2024

https://github.com/nishant2018/wgan-s-wasserstein-gen.ai-

Wasserstein GAN (WGAN) is a variant of the traditional Generative Adversarial Network (GAN) that aims to improve training stability and address issues like mode collapse.

generative-adversarial-network genrative-ai wasserstein-distance wasserstein-gan wgan

Last synced: 09 Jan 2025

https://github.com/sneha1012/multimodal-chest-x-ray-image-generation-using-conditional-gans

This repository presents a sophisticated Conditional Generative Adversarial Network (cGAN) designed to synthesize chest X-ray images, representative of six distinct medical conditions. The overarching ambition is to harness these synthetic images to augment authentic datasets.

deep-learning generative-adversarial-network keras medical-imaging tensorflow

Last synced: 29 Jan 2025

https://github.com/mashiat12/synthetic_brain_image_generation

Synthetic images generated using deeplearning model (GANs) allows researchers to create realistic, diverse MRI images that can supplement or expand existing datasets without needing additional patient scans.

artificial-intelligence deep-learning deep-neural-networks gan gans generative-adversarial-network generative-ai image-processing imagegeneration machine-learning

Last synced: 28 Jan 2025

https://github.com/gokulnpc/fashion-mnist-gan

This script outlines the implementation of a Generative Adversarial Network (GAN) designed to generate fashion images using the Fashion MNIST dataset. The GAN consists of a generator and a discriminator, which are trained simultaneously in an adversarial manner.

deep-learning deep-neural-networks fashion-mnist generative-adversarial-network

Last synced: 02 Feb 2025

https://github.com/gperdrizet/skylines

Custom designed, de novo trained, generative adversarial convolutional neural network. Creating mechanically imagined city skylines.

convolutional-neural-networks generative-adversarial-network generative-art machine-learning tensorflow

Last synced: 09 Jan 2025

https://github.com/connor-mccarthy/tf-ssgan

Implementing GANBERT model from recent deep learning research paper as an easy-to-use Tensorflow model.

bert deep-learning generative-adversarial-network semi-supervised-learning tensorflow

Last synced: 23 Jan 2025

https://github.com/annettaqi/images-generation-using-gan-and-vae

Generate handwritten digits images using generative adversarial network

generative-adversarial-network vae-pytorch variational-autoencoder

Last synced: 29 Jan 2025

https://github.com/paraglondhe098/image-colorization-gan

Developed a cGAN to learn color distributions in images conditioned on their grayscale representations (luminance).

computer-vision deep-learning generative-adversarial-network generative-ai image-processing pytorch u-net

Last synced: 21 Dec 2024

https://github.com/rajaguhan437/ai-generation_segmnt

Generation of faces, numbers and images...And Stable-Diffusion Inpainting through Segmentation through SAM and CLIP Model

clip-model deep-learning generative-adversarial-network generative-ai inpainting openai-clip prompting python3 segment-anything segmentation stable-diffusion

Last synced: 16 Jan 2025

https://github.com/richardd3ng/gan-project

A Comparative Analysis of WGAN, AC-GAN, and WAC-GAN for Conditional CIFAR-10 Image Generation

generative-adversarial-network google-colab pytorch

Last synced: 11 Jan 2025

https://github.com/paraglondhe098/image-colorization

Developed a cGAN to learn color distributions in images conditioned on their grayscale representations (luminance).

computer-vision deep-learning generative-adversarial-network generative-ai image-processing pytorch u-net

Last synced: 20 Jan 2025

https://github.com/loopglitch26/portfolio-optimization

Revolutionizing Portfolio Management in the age of Generative AI using DRL and GAN

deep-reinforcement-learning generative-adversarial-network portfolio-optimisation stock-analysis

Last synced: 20 Nov 2024

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

Yet another StyleGAN 1.0 implementation with Chainer to synthesize specific Precure (Cure Beauty) images

anime chainer deep-learning generative-adversarial-network image-synthesis precure stylegan

Last synced: 17 Nov 2024

https://github.com/arjunan-k/fashion_gan

Fashion Clothes Generation Using Generative Adversarial Networks - GAN.

deep-learning generative-adversarial-network tensorflow

Last synced: 09 Jan 2025

https://github.com/20040120lxs/dacin

Code for "DACIN: Deep Adversarial Clustering-driven Imputation Networks"

deep-subspace-clustering generative-adversarial-network tensorflow

Last synced: 11 Oct 2024

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

Simplified Web REST API of the StyleGAN using FastAPI

chainer fastapi generative-adversarial-network image-synthesis openapi stylegan2

Last synced: 18 Jan 2025

https://github.com/protyayofficial/imagecolorization

This project utilizes GANs for converting grayscale images to color, leveraging deep learning models to enhance colorization accuracy. It features customizable training pipelines, evaluation metrics, and supports further improvements with new models and techniques.

convolutional-neural-networks deep-learning deep-neural-networks generative-adversarial-network image-colorization image-generation pytorch

Last synced: 21 Dec 2024

https://github.com/protyayofficial/gan_implementations

Implementation of GAN architectures for generating images, featuring training scripts, pre-configured hyperparameters, and sample outputs. Ideal for anyone interested in exploring or enhancing generative adversarial networks in Computer Vision.

gan generative-adversarial-network image-generation pytorch

Last synced: 21 Dec 2024

https://github.com/jppgks/shenanigan

Toy notebooks as research preparation into generative adversarial networks

density-estimation gan generative-adversarial-network

Last synced: 06 Jan 2025

https://github.com/phrugsa-limbunlom/segan

The project leverages the integration with the sentiment analysis from FINBERT and GAN model to predict Microsoft stock prices. (Dissertation 2024)

finbert generative-adversarial-network sentiment-analysis stock-price-prediction

Last synced: 05 Feb 2025

https://github.com/aleedm/real-time-domain-adaptation-in-semantic-segmentation

This repository contains research on real-time domain adaptation in semantic segmentation, aiming at bridging the gap between synthetic and real-world imagery for urban scenes and autonomous driving, utilizing STDC models and advanced domain adaptation methods.

depthwise-separable-convolutions domain-adaptation generative-adversarial-network real-time-semantic-segmentation

Last synced: 24 Jan 2025

https://github.com/th-nuernberg/speech-conversion-demo

Demo Page for "Generative Models for Improved Naturalness, Intelligibility, and Voicing of Whispered Speech" (SLT22)

generative-adversarial-network speech-conversion speech-synthesis variational-autoencoder

Last synced: 22 Jan 2025

https://github.com/mnm-matin/lowdim-gan

Generative Adversarial Networks applied in Low Dimensions for Conceptual Learning

generative-adversarial-network

Last synced: 22 Jan 2025

https://github.com/stifler7/art-generation-using-gans

The aim of this project is to produce stunning and interesting artworks by means of Generative Adversarial Networks (GAN). The model is designed in the form of traditional GAN, where the generator network generates the images and the classifier network classifies them, both implemented in PyTorch.

generative-adversarial-network machine-learning tensorflow

Last synced: 22 Dec 2024

https://github.com/hayatiyrtgl/art_by_dcgan

This code sets up and trains a GAN to generate artwork images using Keras and TensorFlow, defining and compiling discriminator and generator networks, and saving results.

ai ann artificial-intelligence gan gans generative-adversarial-network generative-ai generative-art generative-model python python-tensorflow python3 tensorflow

Last synced: 22 Dec 2024

https://github.com/hayatiyrtgl/dcgan_mnsit

This code implements a DCGAN to generate realistic images of handwritten digits from the MNIST dataset, training the generator and discriminator alternatively for a set number of epochs.

gan gans generative-adversarial-network generator keras python tensorflow

Last synced: 22 Dec 2024

https://github.com/navid-kalaei/face-generator

Face generator from celebA via Tensorflow

deep-learning generative-adversarial-network tensorflow

Last synced: 23 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