MaST Center Aquarium Marine Review

Human-reviewed examples from the marine review fusion run. The page shows the confirmed animal evidence first, then the false positives that explain how to read the model queue.

645source clips in scope
9,061fused detection rows
3human-reviewed public findings
1280featured clip width target

These are evidence cards, not a raw confidence ranking. YOLO-Fish and YOLO-World disagree in interesting ways here. The reviewed seal and ocean sunfish are biologically useful; the rock and turbidity examples are equally useful for understanding precision.

The open-vocabulary marine mammal labels are prompts for review, not confirmed species labels.

human reviewed marine_mammal

Harbour seal, reviewed

Hind flippers are visible in the reviewed frame; this is the confirmed marine mammal example from the run.

mast_center_aquarium_20260826T164722.ts at t=32s

yolo-world marine mammal 0.78, yolo-world fish 0.05, yolo-world fish 0.04

human reviewed fish

Ocean sunfish, Mola sp.

A real and unusual animal in Puget Sound. YOLO-Fish called fish with high confidence; the open-vocabulary pass called harbor seal.

mast_center_aquarium_20260826T190938.ts at t=17s

yolo-world harbor seal 0.50, yolo-world marine mammal 0.43, yolo-fish fish 0.87, yolo-fish fish 0.47

human reviewed fish

Large fish, reviewed false marine-mammal label

A visible fish with dorsal fin was labeled harbor seal by the open-vocabulary pass.

mast_center_aquarium_20260827T093632.ts at t=42s

yolo-fish fish 0.99, yolo-fish fish 0.26, yolo-world fish 0.48, yolo-world fish 0.06

below floor / context only source_quality

Turbidity blur, model-quality context

Suspended sediment produced a marine-mammal-like label and is shown as a precision warning.

mast_center_aquarium_20260827T075243.ts at t=46s

yolo-fish fish 0.76, yolo-fish fish 0.54, yolo-world fish 0.53, yolo-world fish 0.03

below floor / context only source_quality

Barnacled rock, model-quality context

A stationary seabed object produced a harbor-seal label and is kept as an instructive false positive.

mast_center_aquarium_20260827T125544.ts at t=0s

yolo-world harbor seal 0.53, yolo-world marine mammal 0.06, yolo-fish fish 0.94, yolo-world fish 0.24

These pages, the code that produced them and this prose are written with AI coding agents under human direction, and reviewed before publication. How these reports are produced.