A €700 camera powered by a solar panel recorded visiting insects
Five cameras recorded insects in German meadows. A computer classified hoverflies well, but beetles and true bugs less well.

The key idea
Automating observation makes recording easier, but interpreting the counts remains part of the work.
The study, in plain language
Each camera faced a flower-shaped platform. A model detected insects and tracked their movement on the device itself, which saved image crops with timestamps and identifiers. A local computer classified the photos afterward. The setup could run on a solar panel and batteries, and the reported cost was about €700.
Five cameras ran in orchards in southwestern Germany for four months in 2023. The images made it possible to identify hoverflies, a group of flower-visiting flies, more accurately. Beetles and true bugs were harder to classify. If an insect left the frame and returned, it could receive a new identifier: the record counted activity and visits that still needed interpretation.
What they found
- The camera detected and tracked insects on its own, and a local computer classified the saved images.
- Hoverflies were identified more accurately than varied categories such as beetles and true bugs.
- The same insect could receive a new identifier when it re-entered the frame: visits are not unique individuals.
How they studied it
The system detected and tracked insects on the camera, saved image crops with their data, classified them on a computer, and compared the results with a manual review. It was tested at five locations over four months.
What the study cannot show
- This was a proof of concept at five sites, with varying schedules and platforms. Detection can miss insects or count visits twice, and photos cannot distinguish every species.
Something to think about
When automating an observation, saving the images and context for each record makes it possible to review errors as tools improve. Counting is not the same as interpreting.
The original study
Insect detect: An open-source DIY camera trap for automated insect monitoring
Source under CC BY 4.0. English adaptation and explanation by PaperFlow, with AI assistance. The text has been reorganized for a general audience; it is not the complete paper and does not imply endorsement by its authors.
One study alone does not represent a field's consensus. Educational content does not replace professional advice. Report a possible error.


