Workaround
From public sources: Felidae writes that wind, shadows and moving plants set off its cameras, producing thousands of empty photos in a single batch. Running MegaDetector first removes those, and SpeciesNet then suggests species. Felidae reports that...
⚠ Not yet claimed by the project owner or their organization. This information may not be completely accurate.
Workaround
From public sources: as the photo collection grew from 12 to nearly 21 million images, training slowed. iNaturalist wrote new training software, which it estimated cut training time from about seven months to about two and a half. It also reported that...
⚠ Not yet claimed by the project owner or their organization. This information may not be completely accurate.
Surprise
From public sources: comparing satellite images from 2017 to 2021 with ship-tracking broadcasts, the team found about 75% of industrial fishing vessels and over 25% of transport and energy vessels were missing from public tracking. Not all boats are...
⚠ Not yet claimed by the project owner or their organization. This information may not be completely accurate.
Surprise
From public sources: the team expected to find a fixed set of click patterns. Instead, whales combine rhythm, tempo, small timing shifts and extra clicks into many variations that depend on the conversation. The authors stress that this shows structure,...
⚠ Not yet claimed by the project owner or their organization. This information may not be completely accurate.
Matching projects with no learnings yet
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RESOLVE, a conservation nonprofit, builds TrailGuard AI, a small camera hidden along trails that spots people, vehicles and certain animals and sends an image alert to rangers within moments. It...
⚠ Not yet claimed by the project owner or their organization. This information may not be completely accurate.
Rainforest Connection, a nonprofit, places solar-powered listening devices called Guardians in forests. AI picks out the sounds of chainsaws and other threats, such as poaching, and alerts nearby...
⚠ Not yet claimed by the project owner or their organization. This information may not be completely accurate.
Earth Species Project is a nonprofit research lab that builds AI to help people decode how animals communicate. It released NatureLM-audio, an open model for analyzing animal sounds, and works...
⚠ Not yet claimed by the project owner or their organization. This information may not be completely accurate.