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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

Talk to a specialist

Not sure which kit fits your workflow?

Tell us what you're trying to capture and we'll spec the right setup — aircraft, handheld scanners, payloads and software.

Australian-based support · No obligation

Get a quote

Tell us the job and we will come back with pricing, lead time and what is in the kit. Usually one business day.

Prefer to reach us directly? email info@mirrormapper.com.au.

Featured in this article

Custom AI Models for Matrice
DJI Matrice 4D