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๐Ÿ‘‘ Queen Detection

Automatically detect queen bees in your frame photos using AI to help identify queenless colonies early and prevent colony loss.

๐ŸŽฏ Purpose

Automatically detect queen bees in your frame photos using AI to help identify queenless colonies early and prevent colony loss.

๐ŸŽญ User Story

  • As a beekeeper monitoring colony health
  • I want AI to detect queens in my frame photos
  • So that I can quickly identify queenless colonies and take corrective action before it's too late

๐Ÿš€ Key Benefits

  • Early Detection: Identify queenless colonies before they become laying workers
  • Time Saving: No need to spot the queen manually in every photo
  • Historical Tracking: Review past photos to see when queen was last detected
  • Peace of Mind: Automated alerts when queen hasn't been seen in recent inspections

๐Ÿ’ก Use Cases

Queenless Colony Alert
After splitting a hive, upload frame photos to verify the new colony has a queen or is raising one. Get immediate feedback if no queen is detected.

Post-Winter Check
In spring, quickly verify all colonies have surviving queens by uploading frame photos from each hive.

After Swarm
When a colony swarms, confirm the remaining queen or verify new queen cells are present.

๐ŸŽ“ How to Use

  1. Upload frame photo - Take and upload photos during inspection
  2. Wait for analysis - AI detection runs automatically (10-30 seconds)
  3. Review results - Check detection overlay showing queen location
  4. Verify manually - Confirm AI detection is accurate
  5. Track over time - Use queen management to record queen presence

โš ๏ธ Current Limitations

  • Detection accuracy is around 60% (model still in training)
  • Works best with clear, well-lit photos
  • May produce false positives
  • Always verify AI detections visually

Last Updated: December 5, 2025

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