Research

Detection you can trust
under real-world drift.

NatureNet is built as an operationally grounded reliability program for invasive-species detection — not a leaderboard. One paper tells the whole story; focused studies go deep on each thread, in conversation with the field.

Open collaboration

We rebuilt a north Idaho stand from drone video. Aerial lidar is the next instrument.

Little Boulder Creek is live in the browser — forty-five acres, eighteen hundred trees, no lidar and no ground control. That is as far as photogrammetry takes a cruise. A university partnership that brings real aerial lidar, and the plots that would check it, is how this becomes something a forester can defend. We are looking for that lab.

How we work

Decisions tied to declared gates, not post-hoc interpretation.

Promotion and retirement decisions are pinned to pre-registered OOD criteria. Run-to-run comparability is protected with hashed exports and lineage artifacts, and method conclusions are separated from data-construction effects through paired attribution controls. The negative results here are evidence, not gaps.

Get in touch Program overview (PDF)