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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
A Deep Learning based project for creating line art portraits.
| Date | Stars |
|---|---|
| 2026-07-31 | 3627 |
| 2026-08-03 | 3627 |
| 2026-08-06 | 3627 |
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# ArtLine **You can sponsor me to support my open source work 💖 [sponsor](https://github.com/sponsors/vijishmadhavan?o=sd&sc=t)** The main aim of the project is to create amazing line art portraits. # Exciting update #### ControlNet + ArtLine for portraits, Try colab!! [<img src="https://colab.research.google.com/assets/colab-badge.svg" align="center">](https://colab.research.google.com/github/vijishmadhavan/ArtLine/blob/main/ControlNet_%2BArtLine_.ipynb) ## ControlNet + ArtLine The model is designed to take in a portrait image and a corresponding written instruction, and then use that instruction to adjust the style of the image.     ## Highlights - [Example Images](#Example-Images) - [Cartoonize](#Cartoonize) - [Movie Poster created using ArtLine](#Movie-Poster-created-using-ArtLine) - [Technical Details](#Technical-Details) ## Example Images bohemian rhapsody movie , Rami Malek American actor  Photo by Maxim from Pexels  Keanu Reeves, Canadian actor.  Photo by Anastasiya Gepp from Pexels  Interstellar  Pexels Portrait, Model  Beyoncé, American singer  **Model-(Smooth)** [<img src="https://colab.research.google.com/assets/colab-badge.svg" align="center">](https://colab.research.google.com/github/vijishmadhavan/Light-Up/blob/master/ArtLine.ipynb) **Model-(Quality)** [<img src="https://colab.research.google.com/assets/colab-badge.svg" align="center">](https://colab.research.google.com/github/vijishmadhavan/Light-Up/blob/master/ArtLine(AR).ipynb) [](https://open-app.runwayml.com/?model=akhaliq/ArtLine) **Click on the below image to know more about colab demo, credits to Bhavesh Bhatt for the amazing Youtube video.** [](https://www.youtube.com/watch?v=ULqlp6Btk2w&t=324s) ## Line Art The amazing results that the model has produced has a secret sauce to it. The initial model couldn't create the sort of output I was expecting, it mostly struggled with recognizing facial features. Even though (https://github.com/yiranran/APDrawingGAN) produced great results it had limitations like (frontal face photo similar to ID photo, preferably with clear face features, no glasses and no long fringe.) I wanted to break-in and produce results that could recognize any pose. Achieving proper lines around the face, eyes, lips and nose depends on the data you give the model. APDrawing dataset alone was not enough so I had to combine selected photos from Anime sketch colorization pair dataset. The combined dataset helped the model to learn the lines better. ## Movie Poster created using ArtLine. The movie poster was created using ArtLine in no time , it's not as good as it should be but I'm not an artist.   ## Technical Details * **Self-Attention** (https://arxiv.org/abs/1805.08318). Generator is pretrained UNET with spectral normalization and self-attention. Something that I got from Jason Antic's DeOldify(https://github.com/jantic/DeOldify), this made a huge difference, all of a sudden I started getting proper details around the facial features. * **Progressive Resizing** (https://arxiv.org/abs/1710.10196),(https://arxiv.org/pdf/1707.02921.pdf). Progressive resizing takes this idea of gradually increasing the image size, In this project the image size were gradually increased and learning rates were adjusted. Thanks to fast.ai for intrdoucing me to P
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Ahsen Khaliq · Huggingface
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Would you bet a product on this? Bounded 0–100 and slow moving.
matched fp:856a646985607479, topic:deep-learning
matched fp:856a646985607479, topic:generative-art