style-transfer-pytorch
prism
style-transfer-pytorch | prism | |
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6 | 5 | |
468 | 101 | |
- | - | |
3.9 | 0.0 | |
about 1 year ago | almost 2 years ago | |
Python | Python | |
MIT License | MIT License |
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style-transfer-pytorch
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Windows 11 wallpaper style transfers
They're 2304p. I just used https://github.com/crowsonkb/style-transfer-pytorch locally, which takes about 10 minutes per image on my 1050ti. with 4gb of vram i can only get it to 568p, so i used https://github.com/n00mkrad/cupscale to upscale them
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Pinwheel
The GitHub repo for the code I made this with: https://github.com/crowsonkb/style-transfer-pytorch
- starry night drip
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Stylized Painting (made with my new high-res style transfer code)
The GitHub repo for the code I made this with: https://github.com/crowsonkb/style-transfer-pytorch
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Stylized Bird (made with my new high-res style transfer code)
It works on Colab, but you have to install the PyTorch version for CUDA 10.1. https://github.com/crowsonkb/style-transfer-pytorch/issues/1#issuecomment-769389269
prism
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Stable Diffusion might be the holy grail.
I'll point you towards Prism, then. As far as style transfer goes, it's the best I've found so far. Extremely simple to run in colab and offline, plus the results are quite good for what it's doing. I used it a ton before I started running Face Portrait v2 offline as a general "art" filter for things I'm working on. It does stylization and some facial morphing in one pass, which adds a lot more personality than style transfer alone. You can also use it on anything, not just faces.
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Best High Resolution Style Transfer
My best results are with https://github.com/moritztng/prism, but this only gets me to ~4MP max.
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How is it Possible To Create High Res Images With Low Res Network?
Naive question here. I notice a lot of style transfer libraries (e.g. https://github.com/moritztng/prism) can create high res images (2048x2048) or bigger.
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The Apple, Me, AI-Assisted Digital Collage, 2021
This is a mix of original photography, Prism, and some quick finalizations in Photoshop. The goal was to create something of an ironic still life.
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I built a shop based on style transfer where you can buy personal artworks as canvas prints
Code: https://github.com/moritztng/prism
What are some alternatives?
cupscale - Image Upscaling GUI based on ESRGAN
pytorch-AdaIN - Unofficial pytorch implementation of 'Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization' [Huang+, ICCV2017]
neural-style-pt - PyTorch implementation of neural style transfer algorithm
style-transfer-app - An asynchronous dual application (web + Telegram bot) for stylization images.
pytorch-neural-style-transfer - Reconstruction of the original paper on neural style transfer (Gatys et al.). I've additionally included reconstruction scripts which allow you to reconstruct only the content or the style of the image - for better understanding of how NST works.
animegan2-pytorch - PyTorch implementation of AnimeGANv2
flownet2-pytorch - Pytorch implementation of FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks
Neural-Tile - A better tiling script for Neural-Style