Camera traps have been a key part of the conservation toolkit for decades. Remotely triggered video or still cameras allow researchers and managers to monitor cryptic species, survey populations, and support enforcement responses by documenting illegal activities. Increasingly, machine learning is being implemented to automate the processing of data generated by camera traps.
A recent study published showed that, despite being well-established and widely used tools in conservation, progress in the development of camera traps has plateaued since the emergence of the modern model in the mid-2000s, leaving users struggling with many of the same issues they faced a decade ago. That manufacturer ratings have not improved over time, despite technological advancements, demonstrates the need for a new generation of innovative conservation camera traps. Join this group and explore existing efforts, established needs, and what next-generation camera traps might look like - including the integration of AI for data processing through initiatives like Wildlife Insights and Wild Me.
Group Highlights:
Our past Tech Tutors seasons featured multiple episodes for experienced and new camera trappers. How Do I Repair My Camera Traps? featured WILDLABS members Laure Joanny, Alistair Stewart, and Rob Appleby and featured many troubleshooting and DIY resources for common issues.
For camera trap users looking to incorporate machine learning into the data analysis process, Sara Beery's How do I get started using machine learning for my camera traps? is an incredible resource discussing the user-friendly tool MegaDetector.
And for those who are new to camera trapping, Marcella Kelly's How do I choose the right camera trap(s) based on interests, goals, and species? will help you make important decisions based on factors like species, environment, power, durability, and more.
Finally, for an in-depth conversation on camera trap hardware and software, check out the Camera Traps Virtual Meetup featuring Sara Beery, Roland Kays, and Sam Seccombe.
And while you're here, be sure to stop by the camera trap community's collaborative troubleshooting data bank, where we're compiling common problems with the goal of creating a consistent place to exchange tips and tricks!
Header photo: Stephanie O'Donnell
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Wildlife monitoring harmonizable at International level, Enetwild, European observatory of wildlife EOW, faunet, camera traps

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Read about the advice provided by AI specialists in AI Conservation Office Hours 2025 earlier this year and reflect on how this helped projects so far.
6 August 2025
If you're a Post-Doctoral Fellow, a PhD student, or a member of the research staff interested in applying your computational skills to support active research publications, please read on to learn about the Cross-...
5 August 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
I put together some initial experiences deploying the new SpeciesNet classifier on 37,000 images from a Namibian camera trap dataset and hope that sharing initial impressions might be helpful to others.
23 April 2025
A nice resource that addresses the data interoperability challenge from the GBIF.
4 April 2025
Conservation International is proud to announce the launch of the Nature Tech for Biodiversity Sector Map, developed in partnership with the Nature Tech Collective!
1 April 2025
The FLIR ONE thermal camera is a compact and portable thermal imaging device capable of detecting heat signatures in diverse environments. This report explores its application in locating wild animals across large areas...
27 March 2025
WWF's Arctic Community Wildlife Grants program supports conservation, stewardship, and research initiatives that focus on coastal Arctic ecology, community sustainability, and priority Arctic wildlife, including polar...
7 March 2025
The Smithsonian’s National Zoo and Conservation Biology Institute (SNZCBI) is seeking an intern to assist with multiple projects related to conservation technology for wildlife monitoring. SNZCBI scientists collect data...
3 March 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
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A cheaper alternative to Pelis is MAX cases. They are just as strong: https://www.trifibre.co.uk/product-category/products-by-type/waterproof-cases/max-cases/?utm_source=google... |
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Camera Traps | 6 years 1 month ago | |
Hello Sam, We've had good luck with these: https://www.covertscoutingcameras.com/shop/covert-accessories/booster-antenna-for-wireless-cameras/ In high baboon areas we... |
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Camera Traps | 6 years 1 month ago | |
Adding my 2 cents here... and I'm being generous with the value of my comment, maybe just 1 cent... AI should be able to help a lot with the recognition tasks. Edge... |
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Camera Traps | 6 years 1 month ago | |
Hi camera trappers, I just wanted to signpost to the Camera Trap C.V. Web Conference hosted by Rutgers Ecological Data... |
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Camera Traps | 6 years 2 months ago | |
Thanks for sharing. This is going to be very helpful with my on-going design project! |
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Camera Traps | 6 years 2 months ago | |
Hi Greg, Indeed, the German solution you identified might be a better solution than what I had found on Amazon, which were mostly Doppler solutions, and thinking more about it... |
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Camera Traps | 6 years 2 months ago | |
My friend Charbax of ARMDevices.net posted a video about STM's 60GHz Short Range RF system. This module was announced... |
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Camera Traps | 6 years 3 months ago | |
Thanks Andy, I didn't realize the potenial of such solution in aversion measures. |
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Camera Traps | 6 years 3 months ago | |
Hi Andy, yep you've got that exactly right. False positives. Glad you found it interesting. Thanks, Ollie |
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Camera Traps | 6 years 3 months ago | |
Hi Peter, Ok cool, I'll ask him. I know Lucy is heading back over in a couple of months for sure though, so happy to give it to her for you. Cheers, Rob |
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Camera Traps | 6 years 6 months ago | |
Hi Marisa, It sounds like the Iris on the lens may be stuck open or its been drifting into an open position (hence why you could see images for a while, but now the... |
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Camera Traps | 6 years 8 months ago | |
Hi Sibusiso, Are you looking for huge data sets or would vacation pictures (mostly Uganda) of elephants be of any help to you? Cheers, Nigel |
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Camera Traps | 6 years 9 months ago |
Resource: Wildlife Speed Cameras: Measuring animal travel speed and day range using camera traps
28 April 2016 2:39pm
7 August 2016 11:15pm
Hi Steph - just to follow up on your post: @MarcusRowcliffe , James Durrant and I have been working on a bit of software to implement the "computer vision" techniques that are mentioned in that paragraph. You can see a demonstration of it in action here. It requires camera-trappers to "calibrate" their camera traps during setup (or take-down), by taking pictures of a standard object (for example, we use a 1m pole held vertically) at different distances. The calibration takes ~10 mins per location. From this, you can reconstruct the paths that animals take infront of cameras, the total distance they travelled, and therefore their speed.
[ARCHIVED EVENT]: Approaches to Analysing Camera Trap Data
18 April 2016 3:45pm
5 August 2016 9:54pm
Hi Steph,
Only just discovered this site, so I'm a bit late to the game.
I'd love to hear what your main take-aways were from this meeting!
Best,
Louise
5 August 2016 10:35pm
Hi Louise,
Welcome! Unfortunately, an uncomfortably busy calendar meant I ended up missing this gathering. However, I'm sure that @SteffenOppel @Tomswinfield or @ali+johnston (I think you were all involved?) might be kind enough to jump in here and share some of their key take aways from this discussion?
Steph
How can technology help us monitor those small cold-blooded critters that live in caves?
25 July 2016 12:00am
Discussion: 360° Camera for Arboreal Camera Trapping
19 July 2016 2:38pm
Camera traps reveal mysteries of nature
18 July 2016 12:00am
Discussion: Self-powered camera trap
24 November 2015 7:36pm
1 December 2015 6:27pm
I was initially thinking of dozens or maybe even hundreds of nodes coming back to a central wired connection point. I wonder if something like Google's project Loon could work in place of an on-the-ground network.
But stepping back from the tech for a moment, really the problem we're trying to solve here is being able to have remote monitoring cameras that don't need anyone to go out to change batteries or memory cards. After salaries, vehicles/transportation is the top expense at pretty much all of the conservation partners we have. Anything we can do to reduce the travel (and the time of the people as well) is huge.
1 December 2015 6:37pm
So, in terms of power, does the "classic" solution with a set of solar panel cells on top of the box have some major flaws? I'm pretty sure I've seen self-powered meteo stations looking like this positioned along motorways/higways (don't remember what country or even a continent was it :-) Not being an expert in photo-voltaics, I would risk saying that a purposely-designed cell pointing up, directly at the sun, will have better efficiency than a re-purposed CMOS censor :-)
And indeed, talking to something overhead (either the baloons or Facebook's drones - forgot the name - or maybe even satellites?) would be probably much simpler than ground-based communication. If we had big enough energy budget, the communication channel would be "relatively easy" to implement...
4 July 2016 11:51am
Some camera trap manufacturers offer solar power as an add-on or option off the shelf. I agree that using the image seems like a solution looking for a problem.
The Highs and Lows of Camera Traps for Rapid Inventories in the Rainforest Canopy
4 July 2016 12:00am
Wildlife Crime Tech Challenge Accelerator Bootcamp
24 June 2016 12:00am
Project Feedback Wanted: Building Low Cost Cameras
2 March 2016 9:59am
11 May 2016 6:27pm
thanks for this very interesting post! i was also trying to develop an inexpensive camera trap but with not good results. i think the use of a PIR sensor can give more battery life than motion detection via software. Can you give more details about the components you used please?
Thanks
Paolo
20 May 2016 11:07pm
Hi Sorry been away, I'll list more about parts etc.. In the mean time the Pi Zero has just had an upgrade..
http://petapixel.com/2016/05/19/5-raspberry-pi-zero-now-camera-compatible/

TEAM Network and Wildlife Insights
28 April 2016 12:00am
Is Google’s Cloud Vision useful for identifying animals from camera-trap photos?
20 April 2016 12:00am
Disruptive Technology: Embracing the Transformative Impacts of Software on Society
10 March 2016 12:00am
[ARCHIVED]: Smithsonian Course: Camera Trapping Study Design and Data Analysis for Occupancy and Density Estimation
3 February 2016 2:25pm
Wildlife Crime Tech Challenge: Winners Announced!
22 January 2016 12:00am
The Social Lives of Conservation Technologies and Why They Matter
2 November 2015 12:00am
13 June 2016 4:59pm
Here's a set of tools that could be applicable to this idea
https://github.com/pfr/VideoSpeedTracker