Real-Time Object Detection System (YOLO + OpenCV)

A real-time object detection system using YOLOv8, webcam feed, and performance benchmarking (CPU vs GPU).

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Features

• Real-time object detection using webcam
• YOLOv8 model integration
• FPS calculation
• CPU vs GPU performance comparison
• Clean modular architecture
• Unit testing with pytest

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Tech Stack

• Python
• YOLOv8 (Ultralytics)
• OpenCV
• PyTorch
• NumPy

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Project Structure

app/ detector.py video.py utils.py notebooks/ experiments.ipynb tests/ test_detector.py main.py requirements.txt

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Installation

git clone https://github.com/your-username/Real-Time-Object-Detection-System.git
cd Real-Time-Object-Detection-System

python -m venv venv
venv\Scripts\activate

pip install -r requirements.txt