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| title: White-box Style Transfer Editing (WISE) | |
| emoji: 🎨 | |
| colorFrom: pink | |
| colorTo: red | |
| sdk: streamlit | |
| sdk_version: 1.10.0 | |
| app_file: Whitebox_style_transfer.py | |
| tags: | |
| - Style Transfer | |
| - Image Synthesis | |
| - Editing | |
| - Painting | |
| pinned: false | |
| license: mit | |
| duplicated_from: MaxReimann/Whitebox-Style-Transfer-Editing | |
| # White-box Style Transfer Editing (WISE) Demo | |
| This app demonstrates the editing capabilities of the [White-box Style Transfer Editing (WISE) framework](https://github.com/winfried-ripken/wise). | |
| It optimizes the parameters of classical image processing filters to match a given style image. | |
| After optimization, parameters can be tuned by hand to achieve a desired look. | |
| ### How does it work? | |
| We provide a small stylization effect that contains several filters such as bump mapping or edge enhancement that can be optimized. The optimization yields so-called parameter masks, which contain per-pixel parameter settings for each filter. | |
| ## 🚀 Try it out 🚀 | |
| **Our demo is now on huggingface: [huggingface/Whitebox-Style-Transfer-Editing](https://huggingface.co/spaces/MaxReimann/Whitebox-Style-Transfer-Editing)** | |
|  | |
| To run **locally**, clone the repo recursively and install the dependencies in requirements.txt. Set HUGGINGFACE to false in demo_config.py. | |
| Then run the streamlit app using `streamlit run Whitebox_style_transfer.py` | |
| ## Links & Paper | |
| [Project page](https://ivpg.hpi3d.de/wise/), | |
| [arxiv link](https://arxiv.org/abs/2207.14606), | |
| [framework code](https://github.com/winfried-ripken/wise) | |
| "WISE: Whitebox Image Stylization by Example-based Learning", by Winfried Lötzsch*, Max Reimann*, Martin Büßemeyer, Amir Semmo, Jürgen Döllner, Matthias Trapp, in ECCV 2022 | |
| ### Further notes | |
| Pull Requests and further improvements welcome. | |
| Please note that the shown effect is a minimal pipeline in terms of stylization capability, the much more feature-rich oilpaint and watercolor pipelines we show in our ECCV paper cannot be open-sourced due to IP reasons. | |