The Perception Layer

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

Visual Simulation

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.

  • Visual Simulation
  • Synthetic Data
  • 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.

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

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