https://github.com/metepolat825/civic_builder_procedural_city_modeling
CivicBuilder is a Machine Learning and Computer Vision-powered city modeling tool that combines modelling, satellite imagery and GIS data to generate realistic urban environments. Utilizing open datasets, it creates customizable city layouts with varying densities and infrastructure types, aimed at simulations, games, and digital twin technologies.
https://github.com/metepolat825/civic_builder_procedural_city_modeling
3d-graphics 3d-models blender-addon blender-python blender-scripts blender3d computer-vision machine-learning machinelearning
Last synced: about 2 months ago
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CivicBuilder is a Machine Learning and Computer Vision-powered city modeling tool that combines modelling, satellite imagery and GIS data to generate realistic urban environments. Utilizing open datasets, it creates customizable city layouts with varying densities and infrastructure types, aimed at simulations, games, and digital twin technologies.
- Host: GitHub
- URL: https://github.com/metepolat825/civic_builder_procedural_city_modeling
- Owner: MetePolat825
- License: mit
- Created: 2024-09-24T14:26:12.000Z (7 months ago)
- Default Branch: main
- Last Pushed: 2025-02-22T23:07:55.000Z (2 months ago)
- Last Synced: 2025-02-23T00:22:47.072Z (2 months ago)
- Topics: 3d-graphics, 3d-models, blender-addon, blender-python, blender-scripts, blender3d, computer-vision, machine-learning, machinelearning
- Language: Jupyter Notebook
- Homepage:
- Size: 16.5 MB
- Stars: 2
- Watchers: 1
- Forks: 0
- Open Issues: 2
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
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[![Stargazers][stars-shield]][stars-url]
[![Issues][issues-shield]][issues-url]
[![MIT license][license-shield]][license-url]
[![LinkedIn][linkedin-shield]][linkedin-url]
Civic Builder: AI-Powered Urban 3D Modelling Solution
Civic Builder is a procedural city and terrain modeling tool that uses computer vision techniques to automatically extract features such as buildings, roads, forests, and rivers from satellite imagery and generate large amounts of 3D models. It is inteded for use in flight training simulation, but may also be used for games development and architectural visualization, as well as digital twin applications.
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Table of Contents
## About The Project
[![Product Name Screen Shot][product-screenshot]](https://example.com)
A common issue I've run accross during my placement year as a software developer was the very tedious manual process to create large amounts of 3D content that would never be seen from close up. Hours spent manually clicking on satellite imagery to create simplified polygons that any half-decent building detection algorithm could figure out. Such a task should have been first priority for automation, I thought. And Civic Builder is my attempt at presenting such a solution to the world.
Issues Identified with Existing Methods:
* Manual modelling of low-fidelity requiment models is a waste of resources and produces the same result as a building detection model in the best case scenario, and more often gets it wrong.
* Generalization to different geographic regions.
*
Solutions:
*
*
### Built With
* [![Python][Python.img]][Python-url]
* [![Pandas][Python.img]][Python-url]
* [![Numpy][Python.img]][Python-url]
* [![Pytorch][Python.img]][Python-url]
* [![Matplotlib][Python.img]][Python-url]
* [![Tkinter][Python.img]][Python-url]
* [![OpenCV][Python.img]][Python-url]
## Getting Started
This is an example of how you may give instructions on setting up your project locally.
To get a local copy up and running follow these simple example steps.
### Prerequisites
This is an example of how to list things you need to use the software and how to install them.
* npm
```sh
npm install npm@latest -g
```
### Installation
1. Get a free API Key at [https://example.com](https://example.com)
2. Clone the repo
```sh
git clone https://github.com/github_username/repo_name.git
```
3. Install NPM packages
```sh
npm install
```
4. Enter your API in `config.js`
```js
const API_KEY = 'ENTER YOUR API';
```
5. Change git remote url to avoid accidental pushes to base project
```sh
git remote set-url origin github_username/repo_name
git remote -v # confirm the changes
```
## Usage
Use this space to show useful examples of how a project can be used. Additional screenshots, code examples and demos work well in this space. You may also link to more resources.
_For more examples, please refer to the [Documentation](https://example.com)_
## Roadmap
- [ ] Feature 1
- [ ] Feature 2
- [ ] Feature 3
- [ ] Nested Feature
See the [open issues](https://github.com/github_username/repo_name/issues) for a full list of proposed features (and known issues).
## Contributing
Contributions are what make the open source community such an amazing place to learn, inspire, and create. Any contributions you make are **greatly appreciated**.
If you have a suggestion that would make this better, please fork the repo and create a pull request. You can also simply open an issue with the tag "enhancement".
Don't forget to give the project a star! Thanks again!
1. Fork the Project
2. Create your Feature Branch (`git checkout -b feature/AmazingFeature`)
3. Commit your Changes (`git commit -m 'Add some AmazingFeature'`)
4. Push to the Branch (`git push origin feature/AmazingFeature`)
5. Open a Pull Request
### Top contributors:
## License
Distributed under the project_license. See `LICENSE.txt` for more information.
## Contact
Your Name - [@twitter_handle](https://twitter.com/twitter_handle) - email@email_client.com
Project Link: [https://github.com/github_username/repo_name](https://github.com/github_username/repo_name)
## Acknowledgments
* []()
* []()
* []()
[contributors-shield]: https://img.shields.io/github/contributors/github_username/repo_name.svg?style=for-the-badge
[contributors-url]: https://github.com/MetePolat825/Civic_Builder_Procedural_City_Modeling/graphs/contributors
[forks-shield]: https://img.shields.io/github/forks/github_username/repo_name.svg?style=for-the-badge
[forks-url]: https://github.com/MetePolat825/Civic_Builder_Procedural_City_Modeling/network/members
[stars-shield]: https://img.shields.io/github/stars/github_username/repo_name.svg?style=for-the-badge
[stars-url]: https://github.com/MetePolat825/Civic_Builder_Procedural_City_Modeling/stargazers
[issues-shield]: https://img.shields.io/github/issues/github_username/repo_name.svg?style=for-the-badge
[issues-url]: https://github.com/MetePolat825/Civic_Builder_Procedural_City_Modeling/issues
[license-shield]: https://img.shields.io/github/license/github_username/repo_name.svg?style=for-the-badge
[license-url]: https://github.com/MetePolat825/Civic_Builder_Procedural_City_Modeling/blob/master/LICENSE.txt
[linkedin-shield]: https://img.shields.io/badge/-LinkedIn-black.svg?style=for-the-badge&logo=linkedin&colorB=555
[linkedin-url]: https://linkedin.com/in/linkedin_username
[product-screenshot]: images/screenshot.png
[Bootstrap.com]: https://img.shields.io/badge/Bootstrap-563D7C?style=for-the-badge&logo=bootstrap&logoColor=white
[Bootstrap-url]: https://getbootstrap.com
[JQuery.com]: https://img.shields.io/badge/jQuery-0769AD?style=for-the-badge&logo=jquery&logoColor=white
[JQuery-url]: https://jquery.com
[Python-url]: https://www.python.org/
[Python.img]: https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54
[Pandas]:
[Numpy]:
[OpenCV]:
[Scikitlearn]:
[Matplotlib]:
[PyTorch]:
[TensorFlow]:
[Tkinter]: