The Perception Layer

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

Synthetic Data

2 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.

  • Synthetic Data
  • Visual Simulation
  • Computer Vision
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.

  • Synthetic Data
  • Visual Simulation
  • Drone Detection
Yuriy Koshkin
Yuriy Koshkin

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