# DeepCreamPy
*Decensoring Hentai with Deep Neural Networks*
*Formerly named DeepMindBreak*

This project applies an implementation of [Image Inpainting for Irregular Holes Using Partial Convolutions](https://arxiv.org/abs/1804.07723) to the problem of hentai decensorship. Using a deep fully convolutional neural network, DeepCreamPy can replace censored artwork in hentai with plausible reconstructions. The user needs to only specify the censored regions.

![Censored, decensored](/readme_images/mermaid_collage.png)

# What's New?
- Decensoring images of ANY size
- Higher quality decensors
- Support for mosaic decensors (still a WIP)
- User interface (still a WIP and not very usable)

# Limitations

The decensorship is intended to ONLY work on color hentai images that have minor to moderate bar censorship of the penis or vagina.

It does NOT work with:
- Black and white images
- Monochrome images
- Hentai containing screentones (e.g. printed hentai)
- Real life porn
- Censorship of nipples
- Censorship of anus
- Animated gifs/videos

In particular, if a vagina or penis is completely censored out, decensoring will be ineffective.

# Dependencies

- Python 3
- TensorFlow 1.10
- Pillow
- argparse

No GPU required! Tested on Ubuntu 16.04 and Windows. (Tensorflow on Windows is compatible with Python 3 and not Python 2.)

Tensorflow, Pillow, and argparse can all be installed with pip.

# Model
Pretrained models can be downloaded from https://drive.google.com/open?id=1byrmn6wp0r27lSXcT9MC4j-RQ2R04P1Z.

Unzip the file into the /models/ folder.

# Usage

For each image you want to decensor, using image editing software like Photoshop or GIMP to paint the areas you want to decensor the green color (0,255,0), which is a very bright green color.

*BE SURE TO TURN OFF ANTI-ALIASING on the tool you are using.*

I personally use the wand selection tool with anti-aliasing turned off to select the censored regions. I then expand the selections slightly, pick the color (0,255,0), and use the paint bucket tool on the selection regions.

To expand selections in Photoshop, do Selection > Modify > Expand or Contract.
To expand selections in GIMP, do Select > Grow.

Save these images in the PNG format to the "decensor_input" folder. Decensor the images by running

```
$ python decensor.py
```

Decensored images will be saved to the "decensor_output" folder.

# To do
- Finish the user interface

Contributions are welcome! Special thanks to StartleStars for contributing code for mosaic decensorship and SoftArmpit for greatly simplifying decensoring!

# License
**This work (the code and the model) is under my exclusive copyright. The only right I grant to users is using this work for personal use to decensor hentai. Copying, distribution, and modification is prohibited. Commercial use is prohibited. (Modification of the 6 values of the arguments in config.py is allowed.)
I will likely change the license to be more permissive in the future, but I make no guarantees.**

Example image by Shurajo & AVALANCHE Game Studio under [CC BY 3.0 License](https://creativecommons.org/licenses/by/3.0/). The example image is modified from the original, which can be found [here](https://opengameart.org/content/mermaid).

Neural network code is modified from MathiasGruber's project [Partial Convolutions for Image Inpainting using Keras](https://github.com/MathiasGruber/PConv-Keras), which is an unofficial implementation of the paper [Image Inpainting for Irregular Holes Using Partial Convolutions](https://arxiv.org/abs/1804.07723).

User interface code is modified from Packt's project [Tkinter GUI Application Development Blueprints - Second Edition](https://github.com/PacktPublishing/Tkinter-GUI-Application-Development-Blueprints-Second-Edition).


```
# Copyright (c) 2018 MathiasGruber, Packt
#
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the Software is
# furnished to do so, subject to the following conditions:
#
# The above copyright notice and this permission notice shall be included in all
# copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
# SOFTWARE.
```