https://github.com/vargascardona/cascade-workbench

Graphical interface for visualizing Haar Cascade models.
https://github.com/vargascardona/cascade-workbench

algorithms computer-vision dearpygui good-first-issue graphical-user-interface models opencv python training

Last synced: 7 days ago
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Graphical interface for visualizing Haar Cascade models.

• Host: GitHub
• URL: https://github.com/vargascardona/cascade-workbench
• Owner: VargasCardona
• License: gpl-3.0
• Created: 2024-03-13T01:45:43.000Z (8 months ago)
• Default Branch: main
• Last Pushed: 2024-03-20T22:14:05.000Z (8 months ago)
• Last Synced: 2024-03-21T14:45:36.390Z (8 months ago)
• Topics: algorithms, computer-vision, dearpygui, good-first-issue, graphical-user-interface, models, opencv, python, training
• Language: Python
• Homepage:
• Size: 179 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        

![LogoWorkbench](https://github.com/VargasCardona/Computer-Vision-Workbench/assets/142677238/6e32dd0a-1428-49ad-a68a-918eeb6b5678)

# Cascade Workbench

Minimalistic graphical interface that enables the user to visualize and fine-tune Haar Cascade models for object detection tasks. 

## Features

- Visualization of Haar Cascade models.

- Media input supported.

- Webcam input supported.

## Preview

![Demo](https://github.com/VargasCardona/Computer-Vision-Workbench/assets/142677238/81309cb5-e418-4ff9-a6b8-4f04760441f1)

## Roadmap

- Integrate a Haar Cascade trainer

## Optimizations

Multithreading to avoid interrupting the graphical user interface while frames get processed.

## Directory Structure

```

├─ LICENSE

├─ README.md

├─ datasets

│  ├─ neg

│  │  └─ yoru.jpg

│  └─ pos

│     └─ yoru.jpg

├─ exceptions

│  ├─ __init__.py

│  ├─ __pycache__

│  │  ├─ __init__.cpython-311.pyc

│  │  └─ exceptions.cpython-311.pyc

│  └─ exceptions.py

├─ main.py

├─ media

│  └─ haar.png

├─ models

│  ├─ __init__.py

│  ├─ __pycache__

│  │  └─ __init__.cpython-310.pyc

│  ├─ eve.xml

│  └─ frontalface_default.xml

├─ src

│  ├─ __init__.py

│  ├─ __pycache__

│  │  ├─ __init__.cpython-310.pyc

│  │  ├─ __init__.cpython-311.pyc

│  │  ├─ gui.cpython-310.pyc

│  │  ├─ gui.cpython-311.pyc

│  │  ├─ vision.cpython-310.pyc

│  │  └─ vision.cpython-311.pyc

│  ├─ example.py

│  ├─ gui.py

│  ├─ quick_trainer.py

│  ├─ training.py

│  └─ vision.py

└─ workbench_run.bat

```

> [!NOTE]  

> The `models/` and `media/` directories contain some basic Haar Cascade models and media for quick testing.

## Tech Stack

**Languages:** Python

**Libraries:** OpenCV, DearPyGui.

## License

[GPL-3.0](https://www.gnu.org/licenses/)