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Building Custom AI Models for DJI Matrice Series
May 22, 2026

Building Custom AI Models for DJI Matrice Series


We just released a new video walking through exactly how to create your own custom AI models for the DJI Matrice 4 Series (and other Matrice models).

If you’re running enterprise drone operations in Australia — whether it’s surveying, agriculture, infrastructure inspection, mining, or safety monitoring — custom AI models can take your Matrice from a great drone to a highly specialised tool that detects exactly what you need.

Why build custom AI models?

The Matrice series already has strong built-in detection (people, vehicles, boats, etc.), but real-world Australian use cases often need something more specific:

  • Detecting power poles or missing insulators on transmission lines
  • Counting livestock or identifying specific crop issues from the air
  • Spotting hard hats and PPE on construction sites
  • Detecting invasive species, erosion, or safety hazards in remote areas

Onboard processing means the model runs directly on the drone — no internet required and real-time results.

How we do it (and how you can too)

In the video I walk through the full process using the DJI Developer Platform and a Google Colab notebook we’ve prepared:

  1. Sign up at the DJI Developer Platform → “Algorithms on Aircraft”
  2. Grab the model source code (based on YOLO for fast, efficient detection)
  3. Train your model using your own dataset (we recommend RoboFlow Universe for high-quality aerial datasets)
  4. Use our Colab notebook to handle the training with the DJI-specific patches
  5. Export the model and upload it to the DJI platform
  6. Deploy it to your specific Matrice serial numbers

Free Colab Notebook (ready to use): → Open the Colab Notebook

The notebook handles Miniconda setup, MMYOLO training with the DJI patch, and exports a model ready for the Matrice.

Want help building a model for your specific use case?

We’re already helping Australian clients build models for everything from cattle detection in broadacre farming to asset inspection in mining.

If you have a specific object or scenario you want the Matrice to detect reliably, get in touch — we can guide you through the process or build the model for you.

📧 info@mirrormapper.com.au 📱 +61 414 149 686

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Featured in this article

Custom AI Models for Matrice Series
DJI Matrice 4D