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Great Barracuda: A Spotty Guide to Better Fish Counts

Monday, June 22, 2026

Scientists often rely on the MaxN metric— the highest number of a species seen at one time—to estimate fish populations.
However, MaxN can undercount because it ignores repeated sightings of the same individual.

The Great Barracuda Advantage

The Great Barracuda has a distinctive spot pattern that lets researchers identify individual fish on video.
Using over 2,000 clips from 43 locations across twelve countries, the team matched each fish by its spots.

Comparing MaxN and IND

Metric Description
MaxN Highest number seen at one time (ignores repeats)
IND Count of unique individuals
  • The two methods correlated strongly (r = 0.93).
  • On average, IND counts were 1.4 × higher than MaxN.
  • The discrepancy grew larger when MaxN exceeded four.

Cross‑Camera Repeats

  • Only five sites had a fish appear on more than one camera.
  • Less than 4 % of all videos showed repeats across cameras.
  • Only once did a fish appear on two cameras more than 500 m apart during the same deployment.

These findings suggest that placing cameras ≥ 500 m apart is usually sufficient to treat samples as independent for barracuda.

Takeaway

Identifying individuals requires effort but yields more accurate abundance estimates.
Researchers recommend individual identification when precise numbers are needed, especially for species with recognizable markings.

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