{"id":26120571,"url":"https://github.com/gunjangyl/object_detection_system","last_synced_at":"2026-05-08T14:09:07.204Z","repository":{"id":281529428,"uuid":"933180558","full_name":"gunjangyl/Object_Detection_System","owner":"gunjangyl","description":"A real-time object detection system that identifies and classifies objects in images or video streams using deep learning models like YOLO, Faster R-CNN, or SSD. 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The system is capable of detecting multiple objects in images and videos in real time, providing accurate bounding boxes around detected objects.\n\n## 🔥 Features\n- **Real-time object detection** from images, videos, and webcam streams\n- **Supports multiple models** (YOLOv8, Faster R-CNN, SSD)\n- **Custom dataset support** for training new models\n- **Performance evaluation** with mAP, precision, recall\n- **Easy-to-use API** for inference \u0026 training\n\n---\n\n---\n\n## 🛠 Installation\n1️⃣ Clone the repository:\n```bash\ngit clone https://github.com/gunjangyl/Object_Detection_System.git  \ncd Object_Detection_System  \n```\n\n2️⃣ Install dependencies:\n```bash\npip install -r requirements.txt  \n```\n\n\n\n## 🎯 Usage\n### **Run Object Detection on an Image**\n```bash\npython main2.py --image test.jpg --model yolov8.pt\n```\n\n### **Run Object Detection on a Video**\n```bash\npython main2.py --video input.mp4 --model yolov8.pt\n```\n\n### **Real-Time Detection Using Webcam**\n```bash\npython main2.py --video 0 --model yolov8.pt\n```\n\n---\n\n## 🏋️ Training a Custom Model\n\nDataset is structured in **COCO**.\n\n---\n\n## 📊 Results \u0026 Performance\n- Model: **YOLOv8n**\n- Dataset: **COCO 2017**\n- mAP@50: **78.6%**\n\n\n### 📸 Sample Detections\n\u003cbr\u003e\u003cbr\u003e\n**Image 1:**  \n\u003cbr\u003e\n![Image](https://github.com/user-attachments/assets/c094f968-df5b-497a-9174-0f6bbd06a977)\n\u003cbr\u003e\n**Image 2:** \n\u003cbr\u003e\n![Image](https://github.com/user-attachments/assets/00e5a44a-3886-4052-a3dc-b4f687f209c7)\n\u003cbr\u003e\n**Image 3:** \n\u003cbr\u003e\n![Image](https://github.com/user-attachments/assets/10446431-acd6-450d-a3a5-3d980619c5ba)\n\u003cbr\u003e\n**Image 4:** \n\u003cbr\u003e\n![Image](https://github.com/user-attachments/assets/ac73a6c9-9fe1-4046-b3c7-1e38b1697102)\n\n\n\n\n---\n\n\n\n\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgunjangyl%2Fobject_detection_system","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgunjangyl%2Fobject_detection_system","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgunjangyl%2Fobject_detection_system/lists"}