The Perception Layer

Writing on aerial defense, autonomy, and the systems we are building.

Computer Vision

3 articles
drones flying in different weather conditions over various landscapes
Latest

Better Synthetic Data Is Not Always More Synthetic Data

More synthetic data does not always mean better AI. New research shows why dataset curation, targeted generation, and real-world validation matter more than volume.

  • Computer Vision
  • Visual Simulation
  • Synthetic Data
Yuriy Koshkin
Yuriy Koshkin
Drone distinguishing bird from another drone

Training Drone Detection Models to Distinguish Birds From Drones

Umbrella Aerospace combines diverse synthetic environments, object tracking, and informed decision-making to help distinguish drones from birds and other airborne objects.

  • Computer Vision
  • Visual Simulation
  • Drone Detection
Yuriy Koshkin
Yuriy Koshkin
Close up of a drone sensor and camera

When a Sensor Becomes a Supply-Chain Risk

A proposed U.S. restriction on some LiDAR-equipped foreign drones illustrates a larger shift in autonomous technology: governments are beginning to evaluate not only where platforms are manufactured, but which components and capabilities can be trusted inside them.

  • Computer Vision
  • LiDAR
  • Drone Supply Chain
Umbrella Aerospace logo
Umbrella Aerospace

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