🚁 Professional Drone Detection System

Advanced Drone Detection and Tracking Pipeline

This system uses state-of-the-art YOLO object detection combined with CSRT tracking for robust drone detection in video footage.

Features:

  • Real-time drone detection with confidence scoring
  • Seamless tracking when detections are lost
  • Professional-grade output for research and analysis

📂 Or try these test videos (Not a part of training process):

Technical Details

  • Detection Model: Custom trained YOLO model optimized for drone detection
  • Tracking Algorithm: CSRT (Channel and Spatial Reliability Tracker)
  • Output Format: MP4 video with annotated detections and tracking

Usage Instructions

  1. Upload your video file (supported formats: MP4, AVI, MOV)
  2. Adjust confidence threshold if needed (0.1-0.9)
  3. Click "Process Video" and wait for completion
  4. Download the processed video with drone annotations

Note: Processing time depends on video length and resolution.

📋 System Requirements & Setup
  • Input video formats: MP4, AVI, MOV, MKV
  • Maximum file size: 200MB
  • Recommended resolution: Up to 1920x1080
  • Processing time: ~1-2 minutes per minute of video

📝 Setup Instructions:

  1. Upload your custom trained best.pt model to this space for optimal drone detection
  2. If no custom model is found, the system will use YOLOv8n as fallback
  3. For best results, use the custom drone detection model trained specifically for your use case

🔧 Model Upload: Go to "Files and versions" tab → Upload your best.pt file → Restart space

Current Model Status: 🟢 Custom Model