Trail Camera Animal Census

We fine-tuned a detector that finds animals. Here it is working on 30 trail-camera clips — day, dusk and infrared night footage. The detector flags anything animal-shaped, a tracker gives each animal one identity across frames, and a vision-language model looks at every confirmed track and writes down what it sees in one sentence, rejecting false triggers before they reach the census. It runs the same way on your own camera stream.

What this page shows

Every confirmed sighting, counted and broken down by animal group.
Filters for an animal group, or for a specific detail the model wrote down.
Free-text search over every description, to find a clip that carries no tag.
Any clip opened in the full review layout: the model's readout at the playhead, the source video with detection boxes, and the per-track timeline underneath.
The CLI commands to run the same pipeline on your own camera.

Animal groups in this census

Wild canine · other mammal · wild cat · bear · deer or elk · wild boar · bird · bison · unidentified animal.

All examples · open this case in the app