Racing Models, Not Opinions: How We Ran Wildfire ML R&D for Pyronear
How a literature survey, self-contained experiments, and a shared leaderboard turned 28 research papers into a production smoke verifier with 4x fewer false alarms.
Building open source AI tools that help conservation scientists monitor wildlife, detect threats, and protect ecosystems.
Democratize open and low-tech solutions for fighting wildfires, for the benefit of the ecosystems and the citizens.
The project monitors wild salmon migration to ensure the number passing through meets state regulations, addressing threats from human activities like fisheries and dams.
Conservation efforts struggle to monitor forest elephants in dense rainforests, with acoustic monitoring providing a promising solution via accurate, user-friendly detection systems that aid in population monitoring and anti-poaching efforts while mitigating human-elephant conflicts.
An innovative use of sonar imagery to monitor and analyze the migration patterns of smolt salmon as they journey from freshwater to the ocean
Automated seal population monitoring system using AI to count, classify, and identify individual seals from aerial imagery in the Wadden Sea.
A free, open-source desktop application for visualizing camera trap data to support conservation efforts.
Non-invasive snow leopard monitoring using computer vision analysis of camera trap photos to identify individual animals.
Utilize drones for precise monitoring of breeding seabird colonies by detection of live and dead adults and chicks to determine survival and reproduction and asses the impact of avian influenza.
Transforming bat population monitoring in Cambodia through advanced bio-acoustic analysis driven by Machine Learning algorithms.
How a literature survey, self-contained experiments, and a shared leaderboard turned 28 research papers into a production smoke verifier with 4x fewer false alarms.
How the temporal smoke verifier works, step by step โ detection boxes become tubes, stabilized crops make motion legible, and a vision transformer plus a tiny temporal head learn that smoke grows and drifts.
Our experiences at various Wildlife Rescue Centers