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https://github.com/manumishra12/virtual-mouse
A Python-based Virtual Mouse using Mediapipe for real-time hand tracking and OpenCV for gesture recognition. Control your computer cursor with hand gestures like point, click, drag, and scroll—no physical mouse needed! 🚀
https://github.com/manumishra12/virtual-mouse
handtrackingmodule mediapipe pyautogui python
Last synced: about 1 month ago
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A Python-based Virtual Mouse using Mediapipe for real-time hand tracking and OpenCV for gesture recognition. Control your computer cursor with hand gestures like point, click, drag, and scroll—no physical mouse needed! 🚀
- Host: GitHub
- URL: https://github.com/manumishra12/virtual-mouse
- Owner: manumishra12
- Created: 2024-11-23T07:20:35.000Z (about 1 month ago)
- Default Branch: main
- Last Pushed: 2024-11-23T08:33:46.000Z (about 1 month ago)
- Last Synced: 2024-11-23T09:19:44.956Z (about 1 month ago)
- Topics: handtrackingmodule, mediapipe, pyautogui, python
- Language: PowerShell
- Homepage:
- Size: 1.14 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# Virtual Mouse Using Hand Tracking 🖱️
This project implements a **Virtual Mouse** that allows users to control their computer cursor using hand gestures. It leverages **Mediapipe** for real-time hand tracking and **OpenCV** for computer vision processing, providing an innovative and touch-free interface.
---
## 📖 Introduction
The **Virtual Mouse** enables cursor control through hand gestures, bypassing the need for traditional input devices. By detecting hand landmarks and interpreting gestures, it maps hand movements to cursor movements, making it a versatile tool for accessibility and innovation.
---
## ✨ Features
- **Real-time hand tracking** using Mediapipe.
- **Click, drag, and scroll** gestures.
- Easy-to-use and lightweight solution.
- Compatible with any webcam-enabled device.
---
## ⚙️ Requirements
- Python 3.7+
- OpenCV
- Mediapipe
- PyAutoGUI (for controlling mouse functions)
- HandTrackingModule
---
## 💻 Installation
1. Clone this repository:
```bash
git clone https://github.com/username/virtual-mouse.git
cd virtual-mouse
```
2. Install the required dependencies:
```bash
pip install -r requirements.txt
```
🚀 Usage
- Connect a webcam to your computer.
- Run the script
```bash
python virtual_mouse.py
```
## 🛠️ Technical Details
### **Hand Detection**
- **Mediapipe** detects 21 key landmarks on each hand.
- These landmarks are analyzed to determine gestures and control logic.
### **Gesture Recognition**
- Specific hand gestures are mapped to mouse functions:
- **Single Finger Up**: Cursor control.
- **Two Fingers Up**: Click.
- **Pinch Gesture**: Drag.
- **Closed Fist**: Scroll.
### **Cursor Movement**
- The screen resolution and hand detection region are mapped using **OpenCV** to accurately translate hand movements into cursor movements.
### **Mouse Interaction**
- **PyAutoGUI** handles the actual mouse events, such as:
- Moving the cursor.
- Simulating left and right clicks.
- Performing drag and drop.
- Implementing scrolling functionality.
---
## 🚀 Future Enhancements
- Add support for **multi-hand gesture control**.
- Implement additional gestures for **keyboard emulation**.
- Optimize performance for **low-spec devices**.
- Explore **3D gesture-based interactions** to enhance functionality.
---
## 🛠️ Steps to Run the Virtual Mouse in a Virtual Environment
### 1. **Create a Virtual Environment**
- Open a terminal and navigate to the project directory.
- Create a virtual environment using `venv`:
```bash
python -m venv venv
```
### 2. **Activate the Virtual Environment**
- **Windows**:
```bash
.\venv\Scripts\activate
```
- **Linux/macOS**:
```bash
source venv/bin/activate
```
### 3. **Install Required Dependencies**
- Install all the necessary packages from the `requirements.txt` file:
```bash
pip install -r requirements.txt
```
### 4. **Run the Virtual Mouse Script**
- Execute the Python script to start the Virtual Mouse:
```bash
python virtual_mouse.py
```
### 5. **Control the Mouse with Gestures**
- Ensure your webcam is connected and follow these gestures:
- **Index Finger Up**: Move the cursor.
- **Index and Middle Finger Up**: Left-click.
- **Pinch Gesture**: Drag.
- **Closed Fist**: Scroll.
---
## 🔄 Deactivating the Virtual Environment
- To deactivate the virtual environment after you're done:
```bash
deactivate
```
---
## 📋 Notes
- Make sure your Python version is 3.7 or above.
- Ensure the webcam is enabled and accessible by the script.
- For better performance, use a well-lit environment for hand tracking.
Enjoy controlling your mouse with gestures! 🖐️
Feel free to contribute, suggest improvements, or report issues to make this project even better! 🚀