Generative Machine Learning GAN

GAN

The dataset was web-scraped for an original 20k samples, then a custom MRCNN model was trained for image segmentation and cropping before being fed into the 128 DCGAN, trained on local hardware, 1660

• Collections of GANs : Pytorch implementation of unsupervised GANs.

Generative Model Course

• CSE 599

• deepgenerativemodels

GAN Course

• Deep Learning Specialization - DeepLearning.AI

• Machine Learning for Musicians - Berklee

• MUSIC DATA MINING - a Music Information Retrieval (MIR) Online Course at Kadenze

• Arts and Entertainment Technology - Online Course - Kadenze

• Introduction to Generative Arts and Computational Creativity - an Online Course at Kadenze

• UAL - Apply Creative Machine Learning - Institute of CodingInstitute of Coding

• Machine Learning for Musicians and Artists - an Online Machine Art Course at Kadenze

• Artificial Images - YouTube

GAN Project/Paper

• NVlabs/stylegan3: Official PyTorch implementation of StyleGAN3
• AI Demos - NVIDIA Research GAN
• HyperStyle StyleGAN Inversion
• Pollinations.AI

Style GAN

• Making Anime Faces With StyleGAN · Gwern.net
• cedricoeldorf/ConditionalStyleGAN: Conditional implementation for NVIDIA's StyleGAN architecture
• NVlabs/stylegan: StyleGAN - Official TensorFlow Implementation

  • P StyleGAN on Oxford Visual Geometry Group Flowers 102 Dataset 💐🌻🌷🥀🌺🌹🌸🌼 : computervision
  • Visual Geometry Group - University of Oxford
• colinrsmall/ehm_faces
• StyleGAN versions
• t04glovern/stylegan-pokemon: Generating Pokemon cards using a mixture of StyleGAN and RNN to create beautiful & vibrant cards ready for battle!

Paper

• 2011.05552End-to-End Chinese Landscape Painting Creation Using Generative Adversarial Networks
• 1812.04948 A Style-Based Generator Architecture for Generative Adversarial Networks
• EditGAN

GAN Image Superresolution

• Cupscale
• Real-ESRGAN
• hi, generate with your photo

GAN

• Making Anime Faces With StyleGAN · Gwern.net

Style-GAN

• junyanz/CycleGAN: Software that can generate photos from paintings, turn horses into zebras, perform style transfer, and more.
• kaonashi-tyc/zi2zi: Learning Chinese Character style with conditional GAN
• rosinality/style-based-gan-pytorch: Implementation A Style-Based Generator Architecture for Generative Adversarial Networks in PyTorch
• taki0112/StyleGAN-Tensorflow: Simple & Intuitive Tensorflow implementation of StyleGAN (CVPR 2019 Oral)
• mtobeiyf/sketch-to-art: 🖼 Create artwork from your casual sketch with GAN and style transfer
• taki0112/UGATIT: Official Tensorflow implementation of U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation (ICLR 2020)
• zeka-io/selfie-to-anime
• boistud/StyleArtGan
• heavenstobetsy/ArtGenerationwithStyleGan: Fauvist art generation using StyleGAN
• zhenxuan00/triple-gan: See Triple-GAN-V2 in PyTorch: https://github.com/taufikxu/Triple-GAN
• Mawiszus/TOAD-GAN: Official repository for "TOAD-GAN: Coherent Style Level Generation from a Single Example" by Maren Awiszus, Frederik Schubert and Bodo Rosenhahn.
• schrum2/GameGAN: Interactive GAN evolution of Mario and Zelda levels.
• changebo/HCCG-CycleGAN: Handwritten Chinese Characters Generation

Research

• An enhanced 3D model and generative adversarial network for automated generation of horizontal building mask images and cloudless aerial photographs - ScienceDirect

Research

• Realless Generative webs with blinking eyes

GAN

• Gradio demo for GFP-GAN: Towards Real-World Blind Face Restoration with Generative Facial Prior

Stable Diffusion

• The Illustrated Stable Diffusion–Jay Alammar–Visualizing machine learning one concept at a time.