Projects | Open Source Science

Updated 9 months ago

https://github.com/sdv-dev/sdv • Rank 23.9 • Science 59%

Synthetic data generation for tabular data

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

Updated 9 months ago

dp-cgans • Rank 10.4 • Science 67%

A library to generate synthetic tabular or RDF data using Conditional Generative Adversary Networks (GANs) combined with Differential Privacy techniques.

differential-privacy gan synthesizer synthetic-data

Updated 9 months ago

musegan • Rank 10.1 • Science 64%

An AI for Music Generation

gan generative-adversarial-network machine-learning music music-generation tensorflow

Updated 9 months ago

dgmr • Rank 14.9 • Science 54%

Implementation of DeepMind's Deep Generative Model of Radar (DGMR) https://arxiv.org/abs/2104.00954

gan nowcasting nowcasting-models nowcasting-precipitation pytorch pytorch-implementation pytorch-lightning

Updated 9 months ago

https://github.com/ydataai/ydata-synthetic • Rank 18.9 • Science 49%

Synthetic data generators for tabular and time-series data

datageneration datagenerator deep-learning gan gan-architectures gans generative-adversarial-network machine-learning python3 pytorch synthetic-data tensorflow2 time-series timeseries training-data

Updated 9 months ago

gluoncv • Rank 28.3 • Science 36%

Gluon CV Toolkit

action-recognition computer-vision deep-learning gan gluon image-classification machine-learning mxnet neural-network object-detection person-reid pose-estimation semantic-segmentation

Updated 9 months ago

pidgan • Rank 8.0 • Science 54%

:package: GAN-based models to flash-simulate the LHCb PID detectors

deep-learning flash-simulation gan keras lhcb-experiment lhcb-lamarr machine-learning particle-identification pid tensorflow ultrafast-simulation

Updated 9 months ago

piq • Rank 21.1 • Science 36%

Measures and metrics for image2image tasks. PyTorch.

brisque fid gan generative-models image-metrics image-quality image-quality-assessment image-to-image iqa kid measures metrics ms-ssim mse psnr python3 pytorch ssim vif

Updated 9 months ago

ganscapegenerator • Rank 3.1 • Science 54%

Generating Landscapes Using DCGAN and StyleGAN3 🏞️

dcgan deep-learning gan image-generation nvidia nvidia-ngc python pytorch stylegan stylegan3

Updated 9 months ago

https://github.com/ai-forever/ghost-2.0 • Rank 6.0 • Science 36%

A new one shot head swapping approach

avatar computer-vision deep-head-swap deep-learning deepfake gan ghost head-swap headswap human pytorch

Updated 9 months ago

https://github.com/bchao1/fun-with-mnist • Rank 3.1 • Science 36%

Playing with MNIST. Machine Learning. Generative Models.

acgan autoencoders began conditonal-gan ebgan gan generative-adversarial-network infogan lsgan mnist pca tsne vae wgan wgan-gp

Updated 9 months ago

https://github.com/csinva/gan-vae-pretrained-pytorch • Rank 6.0 • Science 33%

Pretrained GANs + VAEs + classifiers for MNIST/CIFAR in pytorch.

ai cifar cnn convolutional-neural-networks dcgan deep-learning gan gans generative-adversarial-network generative-adversarial-networks machine-learning ml mnist neural-network pretrained pretrained-models python pytorch pytorch-implementation statistics

Updated 9 months ago

t81_558_deep_learning • Rank 12.5 • Science 26%

T81-558: Keras - Applications of Deep Neural Networks @Washington University in St. Louis

convolutional-neural-networks deeplearning gan keras machine-learning neural-network tensorflow

Updated 9 months ago

https://github.com/csinva/matching-with-gans • Rank 4.9 • Science 33%

Matching in GAN latent space for better bias benchmarking and semantic image editing. 👶🏻🧒🏾👩🏼‍🦰👱🏽‍♂️👴🏾

ai bias causal-inference computer-vision deep-learning disentanglement facial-recognition fairness gan ml neural-network python3 pytorch stylegan2

Updated 9 months ago

https://github.com/bchao1/conditional-gan-anime-generation • Rank 1.4 • Science 23%

Conditional anime generation using conditional GAN.

anime conditional-gan gan

Updated 9 months ago

https://github.com/blutjens/eie-earth-public • Rank 3.2 • Science 13%

Official repo for 'Generating Physically-Consistent Satellite Imagery for Climate Visualizations'

bicyclegan earth-observation gan generative-adversarial-network generative-ai image-to-image image-to-image-translation pytorch satellite-imagery segmentation vae

Updated 9 months ago

https://github.com/ai-forever/movqgan • Rank 5.5 • Science 10%

MoVQGAN - model for the image encoding and reconstruction

gan generative-adversarial-network image-compression image-encoding image-reconstruction

Updated 9 months ago

https://github.com/chenliu-1996/gan-evaluator • Rank 3.2 • Science 10%

A pip-installable evaluator for GANs (IS and FID). Accepts either dataloaders or individual batches. Supports on-the-fly evaluation during training. A working DCGAN SVHN demo script provided.

dcgan deep-learning evaluation-framework evaluation-metrics evaluator fid fid-score frechet-inception-distance gan gan-evaluation generation generative-adversarial-network generative-model inception-score metrics pytorch pytorch-gan pytorch-implmention svhn-dataset torchvision

Updated 9 months ago

evan • Rank 3.0 • Science 10%

:mag: python package to evaluate GANs for video generation

deep-learning deep-neural-networks gan gans generative-adversarial-network video video-generation videos

Updated 9 months ago

master-thesis-public • Science 41%

:book: My master thesis at the University of Firenze

deep-learning flash-simulation gan generative-adversarial-network lhcb-experiment machine-learning master-degree master-degree-thesis master-thesis particle-physics thesis ultrafast-simulation

Updated 9 months ago

https://github.com/cedrickchee/gandissect • Science 10%

PyTorch-based tools for visualizing and understanding the neurons of a GAN.

deep-learning gan generative-adversarial-network image-manipulation interactive-visualizations interpretable-ml pytorch-implementation

Updated 9 months ago

https://github.com/christophreich1996/semantic_pyramid_for_image_generation • Science 10%

PyTorch reimplementation of the paper: "Semantic Pyramid for Image Generation" [CVPR 2020].

adversarial-learning cnn convolutional-neural-networks deep-learning deep-neural-networks gan generative-adversarial-network image-generation machine-learning pytorch semantic-pyramid semantic-pyramid-image-generation

Updated 9 months ago

ganslate • Science 67%

Simple and extensible GAN image-to-image translation framework. Supports natural and medical images.

contrastive-unpaired-translation cut cyclegan domain-adaptation gan image-to-image-translation image-translation medical-images natural-images pix2pix revgan style-transfer

Updated 9 months ago

argan • Science 39%

[Open Source]. ARGAN - The improved version of AnimeGAN. Landscape photos/videos to anime

animation anime argan gan generative-adversarial-network resnet-101 resnet-18 resnet-34 resnet-50 style-transfer tensorflow tensorflow2 vgg19 vide-generation video

Updated 9 months ago

wsg-gan-color-edition • Science 67%

Weak Segmentation-Guided GAN for Realistic Color Edition presented at ICIAP 2023

color color-edition gan iciap iciap2023

Updated 9 months ago

mmgeneration • Science 44%

MMGeneration is a powerful toolkit for generative models, based on PyTorch and MMCV.

diffusion-models gan generative generative-adversarial-network mmcv openmmlab pytorch

Updated 9 months ago

https://github.com/andleb/ciwganfiwgan-pytorch • Science 10%

deep-learning gan generative-adversarial-network generative-model

Updated 9 months ago

https://github.com/bchao1/anime-generation • Science 13%

🎨 Anime generation with GANs.

acgan anime anime-generation computer-vision conditional-gan dataset dcgan gan generative-adversarial-network

Updated 9 months ago

re-qgan • Science 54%

gan machine-learning qiskit quantum-machine-learning

Updated 9 months ago

https://github.com/abdulmanaf12/pediatric-chest-pneumonia-classification • Science 26%

This project is all about interpreting Chest X-ray images, and the task is to classify whether X-ray image got infected by Pneumonia or not. we also used here GAN and various type of augmentation techniques.

chest-xray-images cnn-classification deep-learning gan machine-learning-algorithms pneumonia-classification

Updated 9 months ago

https://github.com/chychen/basketballgan • Science 10%

Basketball coaches often sketch plays on a whiteboard to help players get the ball through the net. A new AI model predicts how opponents would respond to these tactics.

acmmm2019 ai basketball deep-learning gan human-computer-interaction sport

Updated 9 months ago

uni-vision • Science 44%

Python library for handling most vision tasks .\

3d-reconstruction classification depth-estimation detection foundation-models gan instance-segmentation ocr pose-estimation segmentation superres tracking vision-rag vlm

Updated 9 months ago

gan-uncertainty • Science 44%

Hybrid workflow with two main steps: (a) creating a dataset of training images using GANs; (b) building geostatistical models using the synthetic TI and the existing conditional data.

gan geostatistics multiple-point-statistics

Updated 9 months ago

awesome-data-synthesis • Science 67%

A curated list of awesome resources for creating synthetic data

awesome-list cv deep-learning gan generative-adversarial-network machine-learning

Updated 9 months ago

diffgan-tts • Science 36%

PyTorch Implementation of DiffGAN-TTS: High-Fidelity and Efficient Text-to-Speech with Denoising Diffusion GANs

ddpm deep-neural-networks diffgan-tts diffspeech diffusion diffusion-models fastspeech gan generative-model hifi-gan multi-speaker-tts neural-tts non-ar non-autoregressive pytorch single-speaker-tts speech-synthesis text-to-speech tts

Updated 9 months ago

paganini • Science 57%

A generative adversarial network trained to compose virtuosic classical music with an SVM discriminator system (C-RNN-GAN).

gan machine-learning music music-composition neural-network

Updated 9 months ago

https://github.com/christophreich1996/multi-stylegan • Science 10%

Official and maintained implementation of the paper "Multi-StyleGAN: Towards Image-Based Simulation of Time-Lapse Live-Cell Microscopy" [MICCAI 2021].

deep-learning gan generative-adversarial-network miccai miccai-2021 multi-stylegan style-gan synthetic-biology time-lapse-fluorescence-microscopy

Updated 9 months ago

https://github.com/bchao1/dcgan-random-anime-generation • Science 13%

Anime generation using vanilla GAN, WGAN, and LSGAN.

anime gan lsgan

Updated 9 months ago

p3forecast • Science 41%

a Personalized Privacy Preserving cloud workload prediction framework based on Federated Generative Adversarial Networks (GANs), which allows cloud providers with Non-IID workload data to collaboratively train workload prediction models as preferred while protecting privacy.

data-augmentation federated-learning gan privacy-protection

Updated 9 months ago

https://github.com/cedrickchee/relativisticgan • Science 10%

Code for replication of the paper "The relativistic discriminator: a key element missing from standard GAN"

gan generative-adversarial-network pytorch-gan relativistic-discriminator

Updated 9 months ago

approaching-an-unknown-communication-system • Science 54%

Code/supplement for the paper "Approaching an unknown communication system by latent space exploration and causal inference"

animal-communication causal-inference deep-learning disentangled-representations gan latent-space unsupervised-learning

Updated 9 months ago

ganonymization • Science 67%

A GAN-based Face Anonymization Framework for Preserving Emotional Expressions

ai anonymization emotion faces gan privacy

Updated 9 months ago

multiscale-adversarial-attention-gates • Science 67%

Code for the paper: Valvano G. et al. (2021), Learning to Segment from Scribbles using Multi-scale Adversarial Attention Gates

attention cnn deep-learning gan generative-adversarial-network segmentation semantic-segmentation weakly-supervised-learning