joliGEN
style-aware-discriminator
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| joliGEN | style-aware-discriminator | |
|---|---|---|
| 4 | 3 | |
| 198 | 110 | |
| 6.1% | - | |
| 9.4 | 3.4 | |
| 2 days ago | 6 days ago | |
| Python | Python | |
| GNU General Public License v3.0 or later | MIT License |
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joliGEN
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[D] Question about using diffusion to denoise images
Absolutely, I do second this, Palette is what you are looking for. We have a modified version in JoliGAN, with PR for various conditioning, including masks and sketches, cf https://github.com/jolibrain/joliGAN/pull/339
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[D] Is the GAN architecture currently old-fashioned?
We use https://github.com/jolibrain/joliGAN which is a lib for image2image with additional "semantic" constraints. I.e. when there's a need to conserve labels, physics, anything between the two domains. This lib aggregates and improves on existing works.
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[P] Real-time AR for jewelry virtual try on that looks real, done with joliGAN, based on a few 2D videos and no 3D model
We thought we'd share some technical details since the underlying code, JoliGAN is Open Source, https://github.com/jolibrain/joliGAN
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[D] Augmentation in GAN
Look at DiffAug, deceive, and such. It's all implemented into Joligan, https://github.com/jolibrain/joliGAN We're able to train with small datasets, though not always optimally. With large datasets results are outstanding.
style-aware-discriminator
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[R] Fully unsupervised multi-domain image-to-image translation
Paper: https://arxiv.org/abs/2203.15375
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What are some alternatives?
hifigan-denoiser - HiFi-GAN: High Fidelity Denoising and Dereverberation Based on Speech Deep Features in Adversarial Networks
gangealing - Official PyTorch Implementation of "GAN-Supervised Dense Visual Alignment" (CVPR 2022 Oral, Best Paper Finalist)
PassGAN - A Deep Learning Approach for Password Guessing (https://arxiv.org/abs/1709.00440)
Stacked_DMSHN_bokeh - Official Repository for our CVPRW (MAI'21) paper.
cycle-gan-pytorch - This repository contains an implementation of the Cylce-GAN architecture for style transfer along with instructions to train on an own dataset.
dnn_from_scratch - A high level deep learning library for Convolutional Neural Networks,GANs and more, made from scratch(numpy/cupy implementation).
deepdetect - Deep Learning API and Server in C++14 support for Caffe, PyTorch,TensorRT, Dlib, NCNN, Tensorflow, XGBoost and TSNE
nni - An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
ALAE - [CVPR2020] Adversarial Latent Autoencoders
vision-aided-gan - Ensembling Off-the-shelf Models for GAN Training (CVPR 2022 Oral)