https://github.com/vitorcarvalho67/barium

Cutting-edge Python software utilizing neural networks and machine learning for precise hand movement tracking
https://github.com/vitorcarvalho67/barium

cnn-keras computer-vision cv2 deep-learning human-computer-interaction keras-neural-networks machine-learning mediapipe-hands open-source opencv scikit-learn virtual-mouse

Last synced: 9 months ago
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Cutting-edge Python software utilizing neural networks and machine learning for precise hand movement tracking

• Host: GitHub
• URL: https://github.com/vitorcarvalho67/barium
• Owner: VitorCarvalho67
• License: gpl-3.0
• Created: 2023-10-11T23:03:18.000Z (over 2 years ago)
• Default Branch: main
• Last Pushed: 2024-03-26T19:42:48.000Z (about 2 years ago)
• Last Synced: 2025-04-03T08:11:52.225Z (about 1 year ago)
• Topics: cnn-keras, computer-vision, cv2, deep-learning, human-computer-interaction, keras-neural-networks, machine-learning, mediapipe-hands, open-source, opencv, scikit-learn, virtual-mouse
• Language: Python
• Homepage: https://barium-ai.netlify.app
• Size: 195 MB
• Stars: 39
• Watchers: 2
• Forks: 6
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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# Barium (HMI)

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An innovative software that utilizes neural networks, machine learning, and deep learning for tracking body movements, such as hands, enabling advanced interactions with the operating system, including predefined actions and a virtual mouse. Additionally, the project employs 4D neural network training techniques, where time is one of the dimensions, opening up revolutionary possibilities in various technology fields

## How To Use

Prerequisites

- Python 3.11

Clone this repository

```bash

git clone https://github.com/VitorCarvalho67/Barium.git

```

Navigate to the project directory

```bash

cd Barium

```

Create a virtual environment (venv) for the project

```bash

python -m venv venv

```

Activate the virtual environment.

On Windows:

```bash

.\venv\Scripts\activate

```

On macOS and Linux:

```bash

source venv/bin/activate

```

Install the project's dependencies from requirements.txt.

```bash

pip install -r requirements.txt

```

## Running the Software

Make sure your webcam is connected and functional.

In your virtual environment, run the main software script.

```bash

cd src

python main.py

```

The software should now be active, and you can interact with your computer using hand gestures.

>[!WARNING]

> Remember that you need a camera to use this software.

## Develop

In the development process, we start with the creation of a data collection software to build our custom dataset. Next, we move on to developing a neural network, utilizing deep learning and convolutional neural networks (CNN). Finally, we create software that employs this network to recognize real-time movements and execute corresponding actions For more detailed information on developing Barium, please read the [Developer Guide][Dev]

## Dataset



  



## Technology



  



## Contribute

**[Alvaro Richard]** -

**[Daniel Alvarenga]** -

**[Vitor Carvalho]**

[Alvaro Richard]: https://github.com/alvarorichard

[Daniel Alvarenga]: https://github.com/Daniel-Alvarenga

[Vitor Carvalho]: https://github.com/VitorCarvalho67

[dev]:DEV.md