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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.

Here are 2,912 public repositories matching this topic...

Catchxu / M2ASDA

Detecting and subtyping anomalous single cells with M2ASDA

bioinformatics generative-adversarial-network anomaly-detection subtyping batch-correction

Updated Jun 12, 2024
Python

ParamThakkar123 / Machine-Learning-Projects

This repository contains all the machine learning and deep learning model I have implemented using various frameworks like keras, tensorflow, scikit-learn, pytorch, etc.

machine-learning deep-neural-networks deep-learning scikit-learn machine-learning-algorithms regression pytorch generative-adversarial-network classification autoencoder keras-tensorflow physics-informed-neural-networks

Updated Jun 12, 2024
Jupyter Notebook

SDV

sdv-dev / SDV

Synthetic data generation for tabular data

machine-learning deep-learning time-series generative-adversarial-network gan generative-model data-generation gans synthetic-data sdv multi-table synthetic-data-generation relational-datasets generative-ai generativeai

Updated Jun 12, 2024
Python

forart / HyMPS

HyMPS will be a platform-indipendent software suite for advanced audio/video contents production.

Updated Jun 12, 2024

Catchxu / STANDS

Detecting and dissecting anomalous anatomic regions in spatial transcriptomics with STANDS

bioinformatics generative-adversarial-network anomaly-detection subtyping batch-correction

Updated Jun 12, 2024
Python

NREL / sup3r

The Super-Resolution for Renewable Resource Data (sup3r) software uses generative adversarial networks to create synthetic high-resolution wind and solar spatiotemporal data from coarse low-resolution inputs.

machine-learning deep-learning tensorflow generative-adversarial-network climate-data climate-change solar-energy renewable-energy wind-energy

Updated Jun 11, 2024
Python

alisonpeard / hazGAN

Extreme value theory and GANs to generate compound coastal hazards (wind speed + sea level pressure) from ERA5 reanalysis data over the Bay of Bengal.

climate hazard generative-adversarial-network era5 extreme-value-theory

Updated Jun 11, 2024
Jupyter Notebook

HasnainRaz / Fast-SRGAN

A Fast Deep Learning Model to Upsample Low Resolution Videos to High Resolution at 30fps

neural-network tensorflow cnn tf2 artificial-intelligence generative-adversarial-network tensorboard gans super-resolution srgan sisr upsample residual-blocks single-image-super-resolution tf-keras resolution-image fastsrgan realtime-super-resolution

Updated Jun 12, 2024
Python

AIRI-Institute / HairFastGAN

Official Implementation for "HairFastGAN: Realistic and Robust Hair Transfer with a Fast Encoder-Based Approach"

image-processing image-editing generative-adversarial-network face-editing stylegan2

Updated Jun 11, 2024
Python

HardikPrabhu / Energy-Time-Series-Anomaly-Detection

Code for our paper "Generative Adversarial Network with Soft-Dynamic Time Warping and Parallel Reconstruction for Energy Time Series Anomaly Detection" and its extension.

time-series pytorch generative-adversarial-network dcgan reconstruction wgan anomaly-detection

Updated Jun 11, 2024
Python

tranleanh / edn-gtm

EDN-GTM Scheme for Single Image Dehazing

deep-learning tensorflow generative-adversarial-network convolutional-neural-networks object-detection haze-removal u-net image-dehazing yolov4 edn-gtm

Updated Jun 11, 2024
Python

SDGym

sdv-dev / SDGym

Benchmarking synthetic data generation methods.

benchmark deep-learning tabular-data generative-adversarial-network synthetic-data generative-models synthetic-data-vault sdgym-synthesizers generative-ai

Updated Jun 10, 2024
Python

lionelblonde / ail-pytorch

PyTorch implementation (with up-to-date tooling) of the SAM / DAC algorithm

reinforcement-learning generative-adversarial-network imitation-learning sample-efficient-rl

Updated Jun 10, 2024
Python

DeepEcho

sdv-dev / DeepEcho

Synthetic Data Generation for mixed-type, multivariate time series.

deep-learning time-series generative-adversarial-network data-generation synthetic-data sdv synthetic-data-generation

Updated Jun 10, 2024
Python

AkiRusProd / numpy-nn-model

Сustom torch style machine learning framework with automatic differentiation implemented on numpy, allows build GANs, VAEs, etc.

machine-learning deep-learning neural-network automatic-differentiation autograd generative-adversarial-network gan mnist autoencoder vae convolutional-neural-network auto-differentiation variational-autoencoder autodiff numpy-neural-network auto-diff numpy-model

Updated Jun 10, 2024
Python

descriptinc / descript-audio-codec

State-of-the-art audio codec with 90x compression factor. Supports 44.1kHz, 24kHz, and 16kHz mono/stereo audio.

audio deep-learning pytorch generative-adversarial-network codec gans compression-algorithm audio-compression residual-vector-quantization

Updated Jun 12, 2024
Python

CTGAN

sdv-dev / CTGAN

Conditional GAN for generating synthetic tabular data.

tabular-data generative-adversarial-network data-generation synthetic-data synthetic-data-generation

Updated Jun 10, 2024
Python

Awesome-Text-to-Image

Yutong-Zhou-cv / Awesome-Text-to-Image

(ෆ`꒳´ෆ) A Survey on Text-to-Image Generation/Synthesis.

survey generative-adversarial-network image-manipulation image-generation text-to-image image-synthesis multimodal multimodal-deep-learning awseome-list text-to-face

Updated Jun 10, 2024

Rajaguhan437 / AI-Generation_SEGmnt

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

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

Updated Jun 10, 2024
Jupyter Notebook

lama

advimman / lama

🦙 LaMa Image Inpainting, Resolution-robust Large Mask Inpainting with Fourier Convolutions, WACV 2022

deep-neural-networks computer-vision deep-learning cnn pytorch generative-adversarial-network gan colab fourier high-resolution generative-adversarial-networks image-inpainting inpainting fourier-transform inpainting-methods colab-notebook inpainting-algorithm fourier-convolutions

Updated Jun 10, 2024
Jupyter Notebook

Released June 10, 2014

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