Training a GAN from your Own Images: StyleGAN2 ADA

Jeff Heaton
Jeff Heaton
75.2 هزار بار بازدید - 4 سال پیش - You've probably seen cool neural
You've probably seen cool neural network GAN images created of human faces and even cats. However, what if you want to create GANs of your own images? In this video I show how I created GANs from several different image sources, including fish, holiday photos, and even MineCraft. It does take considerable compute power, and a GPU; however, I provide the steps to train your own GAN images. Want to do this on CoLab?    • Training NVIDIA StyleGAN2 ADA under C...   Want to do this on Windows?    • Windows 10, Training a GAN on your Ow...   0:45 Using a Lenovo ThinkStation P920 with Dual NVIDIA RTX 8000 GPUs 2:25 Planning your GAN Training Project 2:34 A GAN to Generate 1970s SciFi Magazine Covers 3:45 NVIDIA FFHQ Faces GAN 4:25 How I collected images for FishGAN 5:17 How I created Minecraft GAN 6:30 How I created Christmas GAN 7:08 Setting up the Docker Image 7:48 Starting Docker 9:20 Convert to TFRecords 12:03 What can go wrong converting your images 14:30 Training the GAN 16:14 Understanding GAN Training Output 19:55 Conclusions Links: Minecraft GAN: github.com/jeffheaton/pretrained-gan-minecraft Fish GAN: github.com/jeffheaton/pretrained-gan-fish 70s sci-fi GAN: github.com/jeffheaton/pretrained-gan-70s-scifi Merry Christmas GAN: github.com/jeffheaton/pretrained-merry-gan-mas My Image Collecting Utility: github.com/jeffheaton/pyimgdata My GAN Training Docker Image: github.com/jeffheaton/docker-stylegan2-ada ~~~~~~~~~~~~~~~ BUY A GPU ~~~~~~~~~~~~~~~~~~~~ NVIDIA 3090 GPU: amzn.to/3x6Kpph NVIDIA 3080 GPU: amzn.to/3N6Z9tS NVIDIA 3070 GPU: amzn.to/3m4v1mY NVIDIA 3060 GPU: amzn.to/3x4allc ~~~~~~~~~~~~~~~ MY DEEP LEARNING COURSE ~~~~~~~~~~~~~~~ 📖 Textbook - www.heatonresearch.com/book/applications-deep-neur… 😸🐙 GitHub - github.com/jeffheaton/t81_558_deep_learning ▶️ Play List -    • 2023 Keras Version of Applications of...   🏫 WUSTL Course Site - sites.wustl.edu/jeffheaton/t81-558/ ~~~~~~~~~~~~~~~ CONNECT ~~~~~~~~~~~~~~~ 🖥️ Website: www.heatonresearch.com/ 🐦 Twitter - twitter.com/jeffheaton 😸🐙 GitHub - github.com/jeffheaton 📸 Instagram - www.instagram.com/jeffheatondotcom/ 🦾 Discord: discord.gg/3bjthYv ▶️ Subscribe: youtube.com/c/heatonresearch?sub_confirmation=1 ~~~~~~~~~~~~~~ SUPPORT ME 🙏~~~~~~~~~~~~~~ 🅿 Patreon - www.patreon.com/jeffheaton 🙏 Other Ways to Support (some free) - www.heatonresearch.com/support.html ~~~~~~~~~~~~~~~~~~~~~~~~~~~~ #Python #Tensorflow #Keras
4 سال پیش در تاریخ 1399/11/29 منتشر شده است.
75,202 بـار بازدید شده
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