نظام ذكي متعدد المهام لاكتشاف الكائنات والتجزئة وتقدير وضعية الجسم
Multi-functional Object Detection, Segmentation, and Pose Estimation System
An advanced computer vision system for real-time object detection, semantic segmentation, and human pose estimation. The system supports multiple object categories and allows users to switch between detection modes, customize confidence thresholds, and process images, videos, or live camera feeds.
Project Overview
This multi-purpose AI vision system combines state-of-the-art deep learning techniques to analyze visual data in real time. It can detect a wide range of objects, generate precise segmentation masks, and estimate human body poses from images, videos, and live camera streams. The system is highly configurable, making it suitable for various industrial, commercial, and research applications.
Key Features
Comprehensive Object Detection
- 📦 Detects people, animals, vehicles, food items, and household objects.
- 📊 Displays bounding boxes with confidence scores.
Advanced Semantic Segmentation
- 🎯 Pixel-level object classification.
- 🧩 Accurate object contours for high-precision applications.
Human Pose Estimation
- 🧍 Detects key body joints such as elbows, knees, shoulders, and wrists.
- 🔁 Tracks human poses in real time across video streams.
Customizable System Settings
- ⚙️ Adjustable confidence thresholds and frame intervals.
- 🧠 Multiple model options for speed vs accuracy trade-offs.
Technology Stack
- 🐍 Programming Language: Python
- 🎥 Computer Vision: OpenCV
- 🧠 Object Detection: YOLO
- 🧩 Segmentation: Mask R-CNN
- 🧍 Pose Estimation: OpenPose
- ⚙️ Frameworks: TensorFlow, PyTorch
Use Cases
- 🛡️ Security & Surveillance – Real-time monitoring and behavior analysis.
- 🚗 Autonomous Vehicles – Detect pedestrians, vehicles, and obstacles.
- 🏬 Retail – Product detection and inventory tracking.
- 🏃 Sports Analysis – Player movement and pose tracking.
- 🧠 Human-Computer Interaction – Gesture-based control systems.
- 🏥 Healthcare – Pose analysis for fitness and physical therapy.
Conclusion
The Multi-functional Object Detection, Segmentation, and Pose Estimation System delivers a powerful and flexible AI solution for visual data analysis. By combining detection, segmentation, and pose estimation with real-time performance and customizable settings, it serves as a versatile tool for applications across security, healthcare, retail, sports, and autonomous systems.