Agriculture3 min read

Computer vision on poultry and livestock farms: early warnings without entering the barn

How cameras count birds, flag heat stress and mortality, estimate weight, detect lameness in cattle and improve farm biosecurity.

Eagle Vision TeamComputer vision engineers and solution architects
LIVEIllustration

Why farms need eyes all day

On a poultry farm, problems grow by the hour. A ventilation fault on a hot afternoon, a blocked drinker line or a sick bird left in the flock can turn into real losses before the next round. At the same time, every person who enters a house is a biosecurity risk.

Cameras mounted in the house watch the flock continuously and send the farm manager numbers and alerts, so fewer entries are needed and problems are caught earlier.

In the poultry house

  • Bird counting without disturbing the flock.
  • Flock distribution: huddling, crowding at walls or empty zones point to temperature and ventilation problems.
  • Birds that stop moving, so dead or sick birds are removed quickly.
  • Average weight estimated from images and tracked against the growth curve.
  • Empty feeders, blocked drinker lines and crowding around them.
  • Egg counting on the belt, with cracked and dirty eggs flagged.

Cattle, sheep and dairy

For cattle and dairy farms, cameras at alleys and milking exits score how each cow walks to flag early lameness, detect the restlessness that comes before calving, count animals moving between pens and trucks, and measure feed left in the bunk.

Crops, packhouses and farm security

  • Greenhouses and fields: plant disease and pests, growth tracking, fruit counting and yield forecasts, ripeness and irrigation problems.
  • Packhouses: grading by size and color, bruise and rot detection, crate counting.
  • Security: intruders at night, predators near pens, and vehicles skipping disinfection at the gate.

Practical notes for farm deployments

  • Dust and humidity are normal; use sealed cameras and plan regular lens cleaning.
  • Top-down views work best for counting and flock distribution.
  • Remote farms may need edge processing with 4G for alerts only.
  • Models must be tuned on your breeds and housing system.

Questions we often hear

Does it replace the vet or the farm team?

No. It tells the team where to look and when. Diagnosis and treatment stay with the vet and farm staff.

Can it work in low light?

Yes, with infrared-capable cameras. Many houses run dim lighting programmes, so the setup is tested under your real light schedule.

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