Autonomous camera traps for insects provide a tool for long-term remote monitoring of insects. These systems bring together cameras, computer vision, and autonomous infrastructure such as solar panels, mini computers, and data telemetry to collect images of insects.
With increasing recognition of the importance of insects as the dominant component of almost all ecosystems, there are growing concerns that insect biodiversity has declined globally, with serious consequences for the ecosystem services on which we all depend.
Automated camera traps for insects offer one of the best practical and cost-effective solutions for more standardised monitoring of insects across the globe. However, to realise this we need interdisciplinary teams who can work together to develop the hardware systems, AI components, metadata standards, data analysis, and much more.
This WILDLABS group has been set up by people from around the world who have individually been tackling parts of this challenge and who believe we can do more by working together.
We hope you will become part of this group where we share our knowledge and expertise to advance this technology.
Check out Tom's Variety Hour talk for an introduction to this group.
Learn about Autonomous Camera Traps for Insects by checking out recordings of our webinar series:
- Hardware design of camera traps for moth monitoring
- Assessing the effectiveness of these autonomous systems in real-world settings, and comparing results with traditional monitoring methods
- Designing machine learning tools to process camera trap data automatically
- Developing automated camera systems for monitoring pollinators
- India-focused projects on insect monitoring
Meet the rest of the group and introduce yourself on our welcome thread - https://wildlabs.net/discussion/welcome-autonomous-camera-traps-insects-group
Group curators
- @tom_august
- | he/him
Computational ecologist with interests in computer vision, citizen science, open science, drones, acoustics, data viz, software engineering, public engagement
- 9 Resources
- 57 Discussions
- 5 Groups
- 9 Resources
- 2 Discussions
- 9 Groups
No showcases have been added to this group yet.
- @HenriBe
- | He
Engineer/applied mathematician passionnate about sustainability
- 0 Resources
- 12 Discussions
- 6 Groups
WILDLABS & Wildlife Conservation Society (WCS)
I'm the Bioacoustics Research Analyst at WILDLABS. I'm a marine biologist with particular interest in the acoustics behavior of cetaceans. I'm also a backend web developer, hoping to use technology to improve wildlife conservation efforts.
- 54 Resources
- 42 Discussions
- 34 Groups
DIY electronics for behavioral field biology
- 8 Resources
- 98 Discussions
- 4 Groups
- @BarbaraFrancik
- | she/her
I am an early career researcher, particularly interested in animal behaviour and ecology. My previous experience is mostly in bioacoustics, and much of my work has focused on seabirds.
- 0 Resources
- 7 Discussions
- 5 Groups
I support humanitarian drone operations in the Global South, as well as ecology and conservation efforts utilising drones. I specialise in drone: Safety, Operations, Regulations, and Airspace Management
- 1 Resources
- 23 Discussions
- 22 Groups
First-generation college student from a low-income family with origins in Gypsy Swiss Refugees and Indigenous peoples of South America. Survived a month lost in the Amazon, completed the longest hiking trail in the Andes, and encountered pygmy elephants in the forests of Borneo.
- 0 Resources
- 11 Discussions
- 3 Groups
- @Riley
- | she/they
I'm a Data Scientist at Western EcoSystems Technology. I am interested in AI processing and statistical modeling of acoustic data and camera trap and drone imagery.
- 3 Resources
- 5 Discussions
- 6 Groups
- @SenecaParkZooSociety
- | He, Him
Director of Conservation Advancement
- 0 Resources
- 0 Discussions
- 11 Groups
Worked as a mechanical engineer for a defence co, then software engineer, then for a research lab specialising in underwater robotics.
- 1 Resources
- 147 Discussions
- 16 Groups
- @StephODonnell
- | She / Her
Tech, Sustainable Finance at World Bank & CFA (prev. Founder WILDLABS)
- 197 Resources
- 670 Discussions
- 31 Groups
- @Cris
- | he / him
Octophin Digital
Senior Developer at Octophin Digital and constant maker.
- 0 Resources
- 5 Discussions
- 5 Groups
- @tom_august
- | he/him
Computational ecologist with interests in computer vision, citizen science, open science, drones, acoustics, data viz, software engineering, public engagement
- 9 Resources
- 57 Discussions
- 5 Groups
Article
Improving the computer vision detection model for the Mothbox, an automatic insect monitoring tool from Dinalab
30 May 2026
🌍 Conservation technology is transforming how we protect wildlife, but are we thinking carefully enough about the risks? Drones, camera traps, GPS trackers, acoustic sensors, AI, and remote sensing have become...
22 May 2026
A 3-year, fully-funded PhD studentship at the interface of ecological theory, AI and global biodiversity mapping
28 April 2026
Invitation to submit articles for a Special Issue of the journal "Sensors"
28 April 2026
For the 10th year in a row, we’re inviting the community to share photos and videos of how they’re engaging with technology for wildlife conservation. Participate to connect with the community, vote for your favorites,...
20 January 2026
A 6-month experience to work on image management produced worldwide by NewtCAMs.
4 November 2025
New opportunity to work with moths, camera light traps and citizen science in Germany.
5 August 2025
Proud of sharing our paper introducing our underwater camera trap, a solution for automating the production of underwater images and videos of amphibians, reptiles, invertebrates, mammals...
2 July 2025
Sticky Pis are scalable, smart sticky traps using a high frequency Raspberry Pi camera to automatically score when, which and where insects were captured. Author: Quentin Geissmann, 2023
29 April 2025
Sharing this website that provides instructions on DIY hardware assembly, software setup, model training and deployment of the Insect Detect camera trap that can be used for automated insect monitoring. Authors:...
29 April 2025
Applications are open until April 15th
14 March 2025
Up to 6 months internship position to work on DiMON project which aims to develop a non-lethal, compact device that, when coupled with traditional entomological traps, captures high-resolution, multi-view insect images...
25 February 2025
July 2026
March 2026
event
| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| Thanks Henri,This sounds quite promising. So no Pi Zero at all, instead, I use Pico or ESP32. I am thinking about using the Seeed Studio XIAO ESP32S3 Sense with FOMO any thoughts... |
|
Autonomous Camera Traps for Insects | 1 day 16 hours ago | |
| Yes, there are quite a few SBCs that use SoCs with integrated NN acceleration. Except I think you are massively downplaying the advantages of the Raspberry Pi"plenty of... |
+23
|
AI for Conservation, Autonomous Camera Traps for Insects, Camera Traps, Edge Computing | 3 days 18 hours ago | |
| Update: I am retraining with new Yolo26 and a bigger dataset we made. I made some improved scripts for Collecting training data into one vetted folder for youandrunning the... |
+8
|
Autonomous Camera Traps for Insects | 4 days 2 hours ago | |
| THanks for this!!! |
|
Autonomous Camera Traps for Insects | 6 days 5 hours ago | |
| Thanks for this! I've shared this post with the WildTrax (https://wildtrax.ca/) team and CanAvian (https://canavian.ca/) to investigate. We're exploring data standards as... |
|
Acoustics, Autonomous Camera Traps for Insects, Camera Traps, Data Management & Mobilisation, Open Source Solutions, Software Development | 3 weeks 6 days ago | |
| Important Mothbox Unique Name Change with latest firmware!Firmware release 5.2.1! (and version 4.18.1 for DIY with same... |
|
Autonomous Camera Traps for Insects | 2 months 3 weeks ago | |
| oh and one other fun update, we finally got https://www.mothbox.org! It just redirects to the same documentation site as before, but it's much easier to type! |
|
Autonomous Camera Traps for Insects | 3 months 3 weeks ago | |
| Greetings, I'm based in Gibsonia, PA and looking to help anyway I can part time either local or remote.My skillsets are the following:.NET... |
|
Acoustics, AI for Conservation, Animal Movement, Autonomous Camera Traps for Insects, Build Your Own Data Logger Community, Camera Traps, Citizen Science, Climate Change, Community Base, Connectivity, Conservation Dogs, Conservation Tech Training and Education, Data Management & Mobilisation, Drones, Earth Observation 101 Community, East Africa Community, Edge Computing, eDNA & Genomics, Emerging Tech, Ethics of Conservation Tech, Funding and Finance, Geospatial, Human-Wildlife Coexistence, Latin America Community, Marine Conservation, Protected Area Management Tools, Sensors, Sustainable Fisheries | 3 months 3 weeks ago | |
| There aren’t that many close-focus trail cameras. The only current model I’m aware of is the GardePro E8PCF. It is fixed focus at 200mm (no zoom). I have not... |
|
Autonomous Camera Traps for Insects, Camera Traps, Latin America Community | 4 months ago | |
| We just got back from ICTC in Peru! It was an amazing conference put together by the team at Wildlabs that was really engaging despite... |
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Autonomous Camera Traps for Insects | 4 months 1 week ago | |
| Thanks to feedback from our workshop mixing with our buddy Bernat's cool brain at ICTC, we now rapidly implemented a version of the... |
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Autonomous Camera Traps for Insects | 4 months 1 week ago | |
| I have been cranking during the limbo period between years to get you a lot of cool new improvements and refinements for the Mothbox! I am... |
|
Autonomous Camera Traps for Insects | 5 months 4 weeks ago |
DIY Noir Insect Camera Trap, solving the MIB paradox, looking for some advice.
9 June 2026 6:45pm
15 June 2026 9:57am
Depends a bit on how much activity you expect and how long insects stay around on average, but similar to what has been suggested before, I'd consider not using a motion trigger, but instead taking pictures in regular interval.
17 June 2026 1:06pm
Hello! The "MIB Paradox" is absolutely real, and PIR sensors are a dead end for insect detection due to their lack of thermal mass. However, falling back on a regular-interval time-lapse is a trap that will likely kill your battery and cost you the most interesting data.
Writing to an SD card is highly energy-intensive (causing current spikes often over 100mA). Doing this blindly every few minutes to save static pictures wastes a massive amount of power on empty frames. Worse, if a bug does show up, you only capture a single frozen moment and miss the entire temporal dynamic of its behavior.
Instead of a blind time-lapse, you can use your camera and a lightweight microcontroller (like an ESP32) as an Intelligent Optical Trigger. Here is how you can bypass the paradox:
This architecture gives you the best of both worlds. You get the energy efficiency of a motion trigger by treating disposable low-res frames as a "virtual PIR," and you only pay the heavy energy cost of lighting and SD card writing when there is guaranteed action to record.
12 July 2026 6:50am
Thanks Henri,
This sounds quite promising. So no Pi Zero at all, instead, I use Pico or ESP32. I am thinking about using the Seeed Studio XIAO ESP32S3 Sense with FOMO any thoughts on that?
Also, would it be an incredibly silly idea to just use one h264 webcam? Logitech?
I will follow your suggestion and let you know how it goes,Thanks a lot, bst
Mini AI Wildlife Monitor
25 June 2025 12:27pm
5 July 2026 5:19pm
Wow, what a great project.
8 July 2026 8:36pm
This is a great project! Some comments:
RaspberryPI though accessible is not the best fit for video pipelines and AI workloads or off grid deployments:
- it lacks onboard ISP which means either software implemented ISP, distorted data or on camera non energy optimized ISP.
- it lacks any power management techniques, low power modes, etc.
- it runs from SDCard using the same one for OS, swap and data, any corruption can lead to full loss.
- it runs any AI/ML workload on CPU which is extremely non efficient and any addon accelerators such as Hailo8 add a lot to power consumption and heat dissipation representing more challenges.
The advantages are of course plenty of documentation, community and all kind of makers addons, hats, etc.
For something more realistic, real life suitable I would suggest using something based on SoC with integrated NPU such as Hailo 15, Renesas RZ/V, Synaptics SL1680, MediaTek Genio or even the I.MX8M Plus for very light AI/ML workload. All of these have variety of SBCs, kits or even standalone smart camera oriented designs available from different vendors.
10 July 2026 1:32am
Yes, there are quite a few SBCs that use SoCs with integrated NN acceleration.
Except I think you are massively downplaying the advantages of the Raspberry Pi
"plenty of documentation, community and all kind of makers addons, hats, etc."
That is quite literally everything that makes the Raspberry Pi.
I've played with plenty of SBCs that are cheaper and have better specs than the Raspi, but they are almost useless because of the lack of "documentation, community and all kind of makers addons, hats, etc."
For a purpose built product by a team of engineers (with a lot of time and money behind them) then these SoCs with inbuilt NN are likely the future of this for of edge Ai deployment. But unless someone develops a well supported and well documented, general purpose device that uses one of these SoCs, then the default will still be the RasPi.
From Scratch Tutorial on AI Object Detection
10 July 2024 2:32pm
22 October 2025 5:25pm
We started getting frustrated with fiftyone, and are working with a friend to build really nice user friendly data labeler. We will share here when it is ready! Maybe that can help you out?
I got frustrated with 51 because there were some weird bugs in terms of the user interaction that really started holding us back
28 October 2025 9:17am
Hi Andrew,
thanks for your reply, good to know that fiftyone is not the perfect solution. Excited to see your data labeller when its finished :D
9 July 2026 8:56pm
Update: I am retraining with new Yolo26 and a bigger dataset we made. I made some improved scripts for
and
that are both available here: https://github.com/Digital-Naturalism-Laboratories/Mothbox/tree/main/AI/training_scripts
they have features like generating thumbnails to double check all your work before you train on it and disabling or tweaking features depending on your memory configurations and such! enjoy!
Mothbox - Upcoming Features
7 March 2025 8:03pm
10 March 2025 3:45pm
@hikinghack that's a complete update!
A lot of compassion regarding the budget situation, especially knowing how great @briannaljohns is.
It’s great to see a clear plan for the hardware development! I hope you'll have nice outcomes from it!
29 June 2026 8:53pm
On the microcontroller approach for power gating the Pi — this is a well-proven pattern and worth doing even if the idle power is already low, because it also gives you a hardware watchdog for free.
The typical architecture is a small ultra-low-power MCU (STM32L0, SAMD21, or even an ATtiny) that stays awake in stop mode drawing a few microamps, handles the RTC wake-up schedule, and drives a P-channel MOSFET or load switch to cut power to the Pi entirely. When the Pi is done with its task, it signals the MCU via a GPIO line and the MCU cuts power and goes back to sleep. The key advantage over software sleep is that even a hung Pi gets cut off at the next scheduled cycle — no manual intervention needed in the field.
For the Mothbox use case where the Pi might sit idle for weeks, even 10mA idle current adds up to about 168mAh per week — enough to matter for a solar-charged system during a cloudy period. A properly gated system can get standby down to under 1mA including the MCU and RTC.
One practical note on the integrated PCB direction — if you're planning to integrate the MCU on the same board as the Pi interface, make sure to include a dedicated programming header (SWD for STM32, UPDI for modern ATtiny) so the MCU firmware can be updated in the field without disassembly. It's a small thing that saves a lot of frustration during deployment.
Happy to share more detail on the power switching circuit if useful.
7 July 2026 6:16pm
THanks for this!!!
Safe and Sound project report: Is Camtrap DP a suitable standard for (bio)acoustic data?
18 March 2026 4:17pm
12 April 2026 6:19pm
Your report on extending Camtrap DP to bioacoustics resonated with something we are just beginning to explore in Mindoro Island, Philippines.
We have ongoing camera trap deployments in interior forest habitats and are beginning to examine the acoustic layer embedded in those recordings, particularly for nocturnal species such as the Mindoro Boobook. The discussion around terminology and how datasets are structured feels especially relevant, though I am still trying to understand how frameworks like Camtrap DP would apply in practice to this kind of data.
It is encouraging to see this direction being shaped at the community level. I will be following this closely as we continue to learn and figure out how our own datasets might eventually align.
15 June 2026 11:54pm
Thanks for this! I've shared this post with the WildTrax (https://wildtrax.ca/) team and CanAvian (https://canavian.ca/) to investigate. We're exploring data standards as part of a recent initiative so this will be very helpful! @jeffcullis
Boring Fund Report for Creating Global Open-Access Ground-Truth Datasets for Insect Monitoring
30 May 2026 8:01pm
Help shape best-practice guidance on conservation technology - input to survey
22 May 2026 10:20am
NYC - Free Mothbox workshop at AMNH
30 April 2026 8:37am
Open PhD project: Decoding and mapping Earth's species interactions with ecological AI
28 April 2026 4:51pm
"Sensor Systems for Biodiversity and Ecosystem Monitoring" - Special Issue Invitation
28 April 2026 12:10pm
Mothbox New firmware! Updated Post Processing! World Tour Phase 2
21 April 2026 11:06pm
Mothbox firmware 5.2.0 update! + Call for user info!
21 March 2026 7:21pm
21 March 2026 7:25pm
oh and one other fun update, we finally got https://www.mothbox.org! It just redirects to the same documentation site as before, but it's much easier to type!
Looking To Utilize My Skillsets To Help
19 March 2026 10:26pm
Camera trap or fixed-camera setups for insect guild monitoring at dung/carrion stations (Brazil)
24 January 2026 8:51pm
3 March 2026 2:14pm
@Hubertszcz maybe you have advice: "Minimum resolution or lens characteristics that are sufficient for guild-level classification"
i don't really know what guild-level means.
@domvonmatter - do you have a photo or drawing example of what a carrion station would look like on the forest floor? like will the camera be on the ground? Will it be above the ground but looking down?
how big of an area does it need to image?
what data do you need to get out? Like behavior that might need full motion video but maybe lower visual resolution? or just identification that might need lower temporal resolution, but higher visual resolution
6 March 2026 1:36pm
6 March 2026 11:28pm
There aren’t that many close-focus trail cameras. The only current model I’m aware of is the GardePro E8PCF. It is fixed focus at 200mm (no zoom). I have not used this camera, but know others who have. It has a timelapse feature. One thing to check before buying is that the timelapse feature works at night. The GP website has a picture that suggests this true, but I know (for example) that in Browning camera timelapse does not work at night.
[There are other options. You can attach lenses from reading glasses to a standard focus trail camera to convert it to close focus. I have developed firmware hacks for older Browning SpecOps and ReconForce cameras that allows the timelapse to work around the clock. Alas, these hacks don’t work on the latest HP5-Ultra models, and retrofitting optics on a pile of cameras is probably not how you want to spend your time. I'd try the GP]
When Wildlife Becomes Data: Ethical AI in Biodiversity Monitoring- Join the GEO Indigenous Alliance Summit 2026 March 16-19
5 March 2026 3:53pm
Mothbox March Updates
3 March 2026 2:34pm
Mothbox's MothBOT Software Update
3 March 2026 2:03pm
Join the 2026 #Tech4Wildlife Challenge! (Feb. 2-6)
20 January 2026 6:21pm
20 January 2026 10:22pm
Best time of the year!
2 February 2026 9:45am
This year am In for the @tech4Wildlife challenge
25 February 2026 9:47am
Edge AI for Conservation Workshop
14 January 2026 9:04pm
23 February 2026 8:38am
Hi All, thanks so much to everyone who participated in the workshop and made it a success! We've uploaded the slides here:
Thanks!
Jenna
23 February 2026 8:38am
Hi All, thanks so much to everyone who participated in the workshop and made it a success! We've uploaded the slides here:
Thanks!
Jenna
Usability Improvements! Firmware 4.16.5 released!
14 January 2026 2:55pm
Insect AI 2026 - Abstract submission open
10 January 2026 10:09am
Mothbox Open Hours - Thursday 1pm UTC-5 (+ More updates)
16 December 2025 3:46pm
24 December 2025 4:56am
Gearing up for May Moth Madness.
@hikinghack Couldn't join the open hours as I am across the planet. Is there a recording somewhere ?
25 December 2025 7:35pm
sorry, nope!
Testing Raspberry Pi cameras: Results
5 May 2023 5:11pm
10 January 2024 11:47pm
Hey @kimhendrikse , thanks for all these details. I just caught up. I like your approach of supporting multiple object detectors and using the python websockets wrapper! Is your code available somewhere?
11 January 2024 6:02am
Yep, here:
Currently it only installs on older Jetsons as in the coming weeks I’ll finish the install code for current jetsons.
Technically speaking, if you were an IT specialist you could even make it work in wsl2 Ubuntu on windows, but I haven’t published instructions for that. If you were even more of a specialist you wouldn’t need wsl2 either. One day I’ll publish instructions for that once I’ve done it. Though it would be slow unless the windows machine had an NVidia GPU and you PyTorch work with it.
1 December 2025 3:39am
Have your findings/recommendations changed since 2023 on possible RPi cameras?
Has there been experience trying to use the different cameras (particularly the Hawkeye) in hot climates? The Pi Camera 3 lasts only a few months here before the lens cover/filter becomes all milky.
And is it correct that the IMX519 and Hawkeye work for our purposes without additional lenses?
Insect cameras in The Inventory
1 May 2024 9:26pm
16 May 2024 3:16pm
Hey there @JakeBurton , sorry, I did not see your message!
Why don't you shoot me an email with some tentative availability to luca.pegoraro (at) wsl.ch, and we take it from there?
Again sorry for the delay!
26 November 2025 9:55am
Hi @JakeBurton , sorry it has been ages (!), but we are finally prototyping the first version of our hardware database!
Now would be an excellent time to briefly chat and make sure we are aligning efforts 👍
Would you mind sending me a few options to meet in the next two weeks perhaps? If you prefer, feel free to get in touch via email: [email protected].
We (@LucaPego, @qgeissmann, @Graham_Smith) are based in Europe, FYI.
Looking forward to meet!
All the best,
Luca.
26 November 2025 5:11pm
Hi @LucaPego! Hope all is good with you. I'll take a look who in my team is free and what times could line up and drop you an email later this week with some options. Interested to learn more about your database.
Internship - Unveiling Freshwater Communities with Underwater Camera Systems
4 November 2025 9:02am
EntoCam Beam, new multiple wavelenghts Insect-Attracting LED
3 November 2025 8:24pm
Manufacturable Mothbox October Update
26 October 2025 2:34am
Call For Papers: AAAI-26 AI and Wildlife Conservation Bridge
20 October 2025 11:20pm
AI TECH FOR CONSERVATION,
27 August 2025 7:09pm
9 September 2025 2:17pm
Hi! Could you provide more information about the project so folks in the community can read more and give their input, views, and comments like you requested? Perhaps there is a webpage to learn more that you can share.
1 October 2025 7:05pm
Yes sure
Here is a webpage
Mothbox Documentary [Wildlabs Award 2024)
5 August 2025 8:10pm
6 August 2025 11:59am
Hi there... we are looking at projects involving camera trapping for pollinators in a Critically Endangered ecosystem (renosterveld - near the southern tip of Africa). I cannot access these videos... I get an error message saying the site cannot be reached...?
7 August 2025 4:53pm
how odd, yeah it works for me! maybe try this?