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://www.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



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- 54 Discussions
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- 9 Resources
- 2 Discussions
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No showcases have been added to this group yet.
- @ahmedjunaid
- | He/His
Zoologist, Ecologist, Herpetologist, Conservation Biologist





- 74 Resources
- 7 Discussions
- 25 Groups
- @Dauson_M
- | Mr
Dauson Msumange is a social enterpreneur, founder and director of Tanzania Eco-Tech And Conservation Hub (TEACH).

- 0 Resources
- 1 Discussions
- 23 Groups
Soil science, droughts effect of poverty, human rights advocate, wage equality in Europe, Drones in Digital Education




- 4 Resources
- 11 Discussions
- 18 Groups
NatureHelm empowers businesses to proactively manage nature-related risks and opportunities across their operations and value chains. We provide a cutting-edge platform that transforms complex, fragmented biodiversity data into clear, site-specific insights.

- 0 Resources
- 1 Discussions
- 4 Groups
Worked as a mechanical engineer for a defence co, then software engineer, then for a research lab specialising in underwater robotics.



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- 16 Groups
Aarhus University
Biologist and Research Technician working with ecosystem monitoring and research at Zackenberg Research Station in Greenland





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- 272 Discussions
- 7 Groups
Field Assistant for Nature-Mates Nature Club working on Butterfly Conservation Projects in India
- 0 Resources
- 0 Discussions
- 4 Groups
- @thebart
- | He/Him
University of Granada
Computer Scientist. Postdoc in Machine learning and Multimodal data processing.

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- 1 Discussions
- 3 Groups
Octophin Digital
- 0 Resources
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- 1 Groups
- @Arjun_Viswa
- | S
- 0 Resources
- 0 Discussions
- 26 Groups
- @bcknr
- | He/Him
- 0 Resources
- 0 Discussions
- 6 Groups
- @Ednavarro
- | He/Him
- 0 Resources
- 0 Discussions
- 4 Groups
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
Article
NewtCAM is an underwater camera trap. Devices are getting deployed worldwide in the frame of the CAMPHIBIAN project and thanks to the support of our kind early users. Here an outcome from the UK.
24 February 2025
Osa Conservation is launching our inaugural cohort of the ‘Susan Wojcicki Research Fellowship’ for 2025, worth up to $15,000 per awardee (award value dependent on project length and number of awards given each year)....
10 February 2025
Catch up on the highlights from our two-day Mothbox v4.5 workshop at Georgia Tech, where participants gained hands-on experience building and testing the Mothbox.
13 November 2024
Paper by Natalie Klug et al
6 October 2024
The AMI team in montreal is looking for a paid intern to do machine vision stuff!
3 July 2024
October 2024
event
September 2024
event
Description | Activity | Replies | Groups | Updated |
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Aloha Luke,This is an amazing tool that you have created. Are your cameras availble for purchase? We use a lot of camera traps in the Hono O Na Pali Natural Area Reserve on Kauai... |
+4
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AI for Conservation, Autonomous Camera Traps for Insects, Camera Traps | 13 hours 45 minutes ago | |
how odd, yeah it works for me! maybe try this? |
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Autonomous Camera Traps for Insects | 6 days 21 hours ago | |
Hi everyone,I’m currently developing a multilingual, offline-friendly training program called ConTech Curriculum, designed... |
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Autonomous Camera Traps for Insects, Camera Traps, Conservation Tech Training and Education, Protected Area Management Tools | 1 week 4 days ago | |
Question! A key issue faced in my research area is that it is important to know the number of pest adult moths flying around a crop or... |
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Autonomous Camera Traps for Insects | 2 months 2 weeks ago | |
We have spent the past 9 months taking the lessons learnt from the AMI system to build an automated moth monitoring system... |
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Autonomous Camera Traps for Insects, Camera Traps | 2 months 3 weeks ago | |
The mothbox can currently be attached to a solar panel super easy (just plug in a barrel jack up to 20v 80 watts) and it charges the talentcell battery. We also monitor the power... |
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Autonomous Camera Traps for Insects | 3 months 1 week ago | |
Otherwise Australian Entomology Supplies has a few options available such as UV lights and black lights, such as a this portable UV lamp. They can ship internationally. |
+5
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Autonomous Camera Traps for Insects | 3 months 2 weeks ago | |
I'm excited to announce that Outreach Robotics has finalized the development of our new insect camera traps, now officially named ... |
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Autonomous Camera Traps for Insects | 3 months 2 weeks ago | |
Hey Amber, that makes a lot of sense! And this effort by Insect Detect is amazing, thanks for sharing! |
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AI for Conservation, Autonomous Camera Traps for Insects | 3 months 3 weeks ago | |
Hi all, I'm Vainqueur BULAMBO. I'm looking for a fully funded PhD opportunity in ecological data science or conservation... |
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Acoustics, AI for Conservation, Autonomous Camera Traps for Insects | 4 months 1 week ago | |
@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... |
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Autonomous Camera Traps for Insects | 5 months ago | |
Thanks! Yes, we added electronics to power an external UV light only during periods when the camera is set to take pictures. |
+23
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Autonomous Camera Traps for Insects, Camera Traps | 5 months 2 weeks ago |
From Scratch Tutorial on AI Object Detection
10 July 2024 2:32pm
7 November 2024 1:20pm
oh maybe through some kind of plugin, but fiftyone itself kinda prides itself in not being able to change data, but rather just visualize and sort it kinda
8 November 2024 11:21am
I believe you can indeed export detections as json files - but I have yet to try it out myself! I have more than 500k events with images from our data collection and test of the polar bear camera alarm in the zoo, so I need some automated tools to assist with going throug and prepare the data for training.
Mothbox Updates v4.12
11 September 2024 5:27pm
15 September 2024 6:51am
Super effort. Nice reporting!
Mothbox Public Release
11 September 2024 4:56pm
Free Mothbox Making Workshop - Atlanta, GA
4 September 2024 3:34pm
AI and Ecology Research Infosession
1 August 2024 3:58pm
23 August 2024 9:44pm
Looking for interview participants for research on AI Conservation & the CBD
23 July 2024 1:45pm
Paid internship making software to ID moths
3 July 2024 3:34pm
Auto-Wake a Pi5 without a Pijuice! (Mothbox)
25 April 2024 5:44pm
5 June 2024 9:56pm
That’s not a lot of power, which is great!
6 June 2024 9:45am
Hi Andrew,
this is great!
Did you consider the Witty Pi 4 L3V7 Real Time Clock (RTC) und Power Management Modul für Raspberry Pi?
(This one has no included battery) or the one with the capacitor?
Greetings from Austria,
Robin
28 June 2024 3:39pm
A fantastic solution @hikinghack ! Those Pijuice boards are more expensive than the pis themselves!
It already sounds as if you've gotten the power use in sleep down a long way, but I thought I'd mention the Adafruit TPL5110 timer boards. They get draw down to around 20uA. They are limited to a 2-hour max interval so won't be useful for applications that only wake up once or twice a day etc., unless you write a script with something like a counter to count off multiples of wake up times. They are also controlled by resistors, so the timing won't always be perfect. When it's finished, our TimeLord board will allow a lot more sophisticated scheduling, be precise and I am pretty confident it won't cost anything like the juice! If you'd like to take some for a spin when they are ready just let me know (and same for anybody else).
I really like that pis and some Arduino's are including RTCs now (although the Arduino R4 internal RTC is crystal-less so might not be super accurate, not sure about the Giga)...makes things that little bit easier and less expensive.
Well done on the great solve!
Cheers,
Rob
Fully funded PhD in AI biodiversity monitoring
11 June 2024 1:07pm
€4,000 travel grants for insect monitoring an AI
6 June 2024 4:49pm
Testing, Deployment, Solar, Conferences - Mothbox update v3.21
24 May 2024 8:46pm
3 June 2024 10:35am
Thank you for the detailed post. This is amazing!
Have you experimented with ways of reducing power consumption? How much of the power is used by the LEDs vs the RPi? You could try having the LEDs on for less time, or less bright.
Julian
4 June 2024 7:54pm
The LEDs use most of the energy, the UV leds are about 12-15 watts. the pi hangs out around 3 watts. and the white flashing LEDs use about 10 watts each, but we reduced their time to like .8 seconds for a flash photo, so they aren't as much of a big deal.
you basically need a lot of power to make a really bright thing to attract the bugs, but we are testing out some more efficient UV leds
5 June 2024 10:23pm
I was thinking that you might be able to reduce the amount of time the lights were on by blinking them, but this paper seems to show that flickering mostly reduces the number of specimens attracted, though it affects some orders more than others, and, rarely, it increases the number attracted. On the other hand, the numbers of insects captures only seemed to go down by around 50% even with quite extreme flickering (10% duty cycle I.e. light only on 10% of the time) and if that had a big effect on how long the battery lasted it might be worth it, as you could run more capturing sessions between charges.
New WILDLABS Funding & Finance group
5 June 2024 3:24pm
5 June 2024 4:14pm
6 June 2024 1:38am
6 June 2024 4:16am
Computational Entomology Webinar III: Processing liquid samples
22 May 2024 12:40am
Share Your Work in a Conservation Technology Video
17 May 2024 9:06pm
Insect cameras in The Inventory
1 May 2024 9:26pm
2 May 2024 2:02pm
Hey @JakeBurton , nice work with The Inventory!
This is very aligned with some internal efforts going on in our community to map out devices, but also data and models eventually. It would be great if we find a way to make this two interoperable. We are still in the (very) alpha development phases, so it is quite open, but it would be super helpful to have some insight about the under-the-hood data structure that The Inventory is relying on, so we can figure out good ways to reliably map or info onto them.
Happy to chat further or set up a meeting!
@qgeissmann👀
3 May 2024 2:13pm
Thanks very much @LucaPego! Just to clarify, 'Products' does cover hardware, but it also includes software and databases as well. Basically anything that you can take and use in your work. Sounds like we should also be including models in that as well!
It would be great to see more databases and software listed and reviewed on there. We would also be interested to learn more about your internal efforts in your community and what overlap there is for sure. Could we set up a meeting?
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!
Travel grants for insect monitoring an AI
3 May 2024 5:20pm
The Inventory User Guide
1 May 2024 12:46pm
Introducing The Inventory!
1 May 2024 12:46pm
22 July 2024 10:55am
23 July 2024 2:05pm
23 July 2024 2:53pm
Postdoc: Biologging & Camera Trap Data Integration
22 April 2024 10:10pm
WILDLABS AWARDS 2024 – MothBox
15 April 2024 5:06am
18 April 2024 10:39am
Already an update from @hikinghack:
19 April 2024 12:00pm
Yeah we got it about as bare bones as possible for this level of photo resolution and duration in the field. The main costs right now are:
Pi- $80
Pijuice -$75
Battery - $85
64mp Camera - $60
which lands us at $300 already. But we might be able to eliminate that pijuice and have fewer moving parts, and cut 1/4 of our costs! Compared to something like just a single logitech brio camera that sells for $200 and only gets us like 16mp, we are able to make this thing as cheap as we could figure out! :)

19 April 2024 12:54pm
Gotcha, well I look forward to seeing future iterations and following along with your progress!!
Mothbox v3.2 Updates - Solar, HDR, Wifi Hotspots, and More!
18 April 2024 4:58am
Useful Script to easily program the Pijuice and Schedule Raspberry Pi happenings
17 March 2024 3:10am
Useful Pi Script for Backing Up
1 March 2024 6:34pm
Mothbox + Mothbeam Update: 4
31 January 2024 7:09pm
15 February 2024 4:49pm
We did some more testing with the Mothbeam in the forest. It's the height of dry season right now, so not many moths came out, but the mothbeam shined super bright and attracted a whole bunch of really tiny things that swarmed a lot


and some nocturnal bees

you could also see the mothbeam's aura from far away in the forest! so that was impressive!

I also tested out attaching a 12V USB booster cable to the Mothbeam, and it works
nice! So you can attach regular USB 5V battery packs to the mothbeam as well!
Computer Vision for Ecology Workshop 2025 Call for Applications
12 February 2024 9:29pm
Post-doc possition - Field spanning movement ecology, ecology of fear, bio-logging science, behavioral ecology, and ecological statistics
10 February 2024 7:20am
Underwater camera trap - call for early users
13 December 2023 11:44pm
23 January 2024 1:21pm
Many thanks for your contribution to the survey! We are now summarizing the list of early users and making our best to propose a newtcam to all in due time.
All the best!
Xavier
30 January 2024 10:20pm
Is there still time to apply?
31 January 2024 12:12pm
Hi Danilo, yes just in time ;-)
6 November 2024 6:34am
Hmm that is odd! I had the understanding that the plugin like the one covered in the YouTube clip could do exactly that ! I must say that I have not used Fiftyone myself yet, though.