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
No showcases have been added to this group yet.
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Swedish soon-to-be graduate engineer in AI/ML and robotics. Writing my master thesis in using decision trees for anti-poaching in Limpopo, South Africa. Am passionate about conservation, AI and travelling. Help me find a way to help you!
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I'm a dynamic environmental conservationist driving change through research and innovation. I merge farming experience with agroforestry skills and drone technology, fueled by a passion for sustainable agriculture, championing a greener future for a sustainable food system.
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I am Pablo Palencia, a postdoctoral researcher at Biodiversity Research Institute (IMIB). I am interested on develop and fine-tuning cutting-edge tools for wildlife management and conservation, wit a special mention of camera trapping ;)
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Lisanne Petracca is hiring TWO technicians within the SPEC Lab Ocelot Research Program to start January 17, 2024.
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A secure platform designed for those working to monitor & protect natural resources. Insight facilitates sharing experience, knowledge & tools to increase efficiency & effectiveness in conservation. By...
7 November 2023
Researchers in Nepal are using vertical cameras and AI technology to track and profile individual spotted deer (Axis axis), similar to the methods used for tigers.
30 October 2023
With the rising threats to biodiversity such as wildlife crime, climate change and human-wildlife conflict today, wildlife monitoring technologies have become vital to study movement ecology, behaviour patterns, changes...
25 October 2023
Do you or someone you love study nocturnal animals? Do you want to film behavior in infrared, but NOT spend $1k on a camera (that will die in the field anyways)? Is short battery life a constant battle? Here, this...
20 October 2023
When considering MPA groundfish monitoring methods: the more, the merrier! New paper out in Journal of Applied Ecology compared three MPA monitoring techniques commonly utilised to survey groundfish populations. They...
20 October 2023
Have you ever wanted to continuously film underwater species and their behaviours for up to 2 days at a low cost? Well now you can with this new open-source design guide published in @MethodsEcolEvol! https://...
5 September 2023
An interesting new paper from a camera trap surveying species' responses and resilience to megafires in the western United States. A great example of how conservation tech can help us understand regional climate change...
24 August 2023
WCS is seeking a Conservation Technology Specialist to join their work in the Okapi Wildlife Reserve.
11 August 2023
Please join us in celebrating this year’s top #Tech4Wildlife Photo Challenge Honorees as chosen by our panel of leading conservation organization judges, and enjoy the story contained within these entries about how our...
4 August 2023
Join us as we count down the WILDLABS community's honorees in the first-ever #Tech4Wildlife Community Choice Awards!
3 August 2023
Exciting opportunity for an experienced biodiversity monitoring expert in ZSL's conservation department
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Description | Activity | Replies | Groups | Updated |
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Hi Lucie @luciegallegos ,Great to see ecoSecrets and happy to collaborate in any way I can! All EcoAssist's models are open-source, and the inference code too. With regards to... |
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Software Development, AI for Conservation, Camera Traps | 6 months ago | |
Another question. Right now pretty much all camera traps trigger on either PIR sensors or small AI models. Small AI models would tend to have a limitation that they would... |
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AI for Conservation, Camera Traps, Data management and processing tools, Open Source Solutions, Software Development | 6 months ago | |
Thanks so much!! |
+10
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Camera Traps, Latin America Community | 6 months ago | |
Some thoughts as I have experience working with some of the tech mentioned... Corrodible pin@htarold Did a great job explaining how that works. This pin is used in the pop-up... |
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Camera Traps | 6 months ago | |
Hi, I'm collecting screenshots (and explanation if needed) of visualisations that you found useful. It could be charts, maps, tables... |
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Data management and processing tools, Animal Movement, Camera Traps | 6 months ago | |
I’ll reply with further commercial details direct to you. I think you are not supposed to discuss to that level in these discussions. This is managed product at this stage, not... |
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Camera Traps | 6 months 1 week ago | |
Hello, I am new to camera trapping and I have been researching trail cameras for a project to photograph the city. I need a trail cam... |
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Camera Traps | 6 months 1 week ago | |
Do the short videos happen mostly at night? If so, this is likely a problem with low batteries. The higher power required to power the IR flash can cause the camera to... |
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Camera Traps | 6 months 2 weeks ago | |
Hi, I am using these for my current project: They seem to be of good quality and support offline SD card storage. These run on 5V/1A. You should be able to run them for... |
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Camera Traps, Animal Movement | 6 months 3 weeks ago | |
Hi Simon,We (Reneco International Wildlife Consultants) have an ongoing collaboration with a local University (Abu Dhabi, UAE) for developing AI tools (cameratrap/drone... |
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Acoustics, AI for Conservation, Animal Movement, Camera Traps, Citizen Science, Connectivity, Drones, Early Career, eDNA & Genomics, Marine Conservation, Protected Area Management Tools, Sensors | 6 months 4 weeks ago | |
@HeinrichS there’s still time for you or anyone else to make a funding submission to the wildlabs 2025 grants ❤️❤️❤️I haven't applied for wildlabs funding, but I would love for... |
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Human-Wildlife Coexistence, AI for Conservation, Camera Traps, Emerging Tech | 7 months ago | |
A video speak a thousand words. I thought I’d share some fun observing the local wildlife in the back yard in thermal. |
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Camera Traps | 7 months ago |
WWF: Using Technology to Detect and Protect the Endangered Black-Footed Ferret
19 January 2021 12:00am
Tech Tutors: How do I build a community-owned conservation tech research project?
6 January 2021 4:57pm
Making the Most of Tech Tutors Season 2!

30 November 2020 12:00am
Learning Resources: Exploring Species Interactions with Snapshot Serengeti
25 November 2020 12:00am
WILDLABS: Building a Better World with ‘Bad’ Data
17 November 2020 12:00am
Tech Tutors: How do I repair my camera traps?
22 July 2020 8:20pm
6 October 2020 5:55pm
Hi all,
This camera trap repair video about sulfated batteries was shared with us on Twitter and I thought it might be interesting and helpful for this Tech Tutors group! Check it out here and let us know if you find this useful!
-Ellie
3 November 2020 7:03pm
Hi all,
Just saw this on Twitter - a database of all kinds of camera trap user manuals across brands and models. Thought it might be a helpful resource if you're struggling with an old or used camera that you don't have the manual for.
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Did you buy your #cameratrap years ago and you have lost the user manual?
— cameratraps (@cameratraps1) November 3, 2020
that's my case, but I've the solution!
find here thousand of #cameratrap user manual. Different brands, models...https://t.co/c9FchfINzR
Camera trap repairs
5 August 2020 4:47pm
19 October 2020 5:53pm
Apologies for the super late reply and thank you for all your comments and help. WE had wifi problems at the research station. I managed to fix a few by removing the rust from connectors, leaving them in a sealed container with silica gel. I am not back at home so will look at the different documents and order some equipment before I go back out to be ready for more repairing. Is there a list of other suggested items I should invest in to help with repairs?
25 October 2020 11:28pm
That is great to hear, Mark. I'm interested as to which repair related to each of the symptoms you intially listed, but for now, knowing that more of your cameras work is excellent. I think your use of silica gel to properly dry out the cameras is underrated - this might have to top suggestion for malfunctioning cameras in the future.
A list of basic tools is a good idea. Maybe we should start a separate thread for this, but I'll throw a few in here to start.
Screwdriver set - small electronics screwdrivers, Phillips and flat head. Some cameras are using "torx" heads, so check your equipment and what you may need.
Multimeter - most problems can be checked using a volt meter only, but checking resistance of leads and continuity is very useful.
Pliers and snips - small needle nosed pliers are great for hard to reach pieces, side cutters help a lot for accurately trimming wires. If you start rewiring and soldering then wire strippers are very useful, but the job can be done carefully with a sharp knife if needed.
Soldering iron, solder and flux - if parts are coming loose, cables are getting torn off by animals or you just need to secure old wires better, then soldering is usually needed. A cheap soldering iron will do the job on wires for batteries and general hookup, but fine temperature control and a small tip is better for circuitboards. Do you have mains power - 240V/110V? A battery powered or 12V iron might be needed for a remote field/station. Fine electronics solder is most useful. Flux help clean surfaces for soldering but should be rinsed off to avoid corrosion - I have a "flux pen" that is small, portable. Practice is the key to soldering. There are lots of tutorials online about soldering but give it a go on something sacrificial first to get a feel for temperatures and how molten solder works.
Spare wire - size the wire accoring to the amperage that is needed. Passing too many amps through a fine wire may cause a fire (trust me). Multiple colours are avaialble so you can colour code your +/- and data lines.
Insulation - this should be higher up the list! Electrical tape wrapped around wires and terminals will get the job done, but heat shrink tube in various sizes is more robust (just remember to put it over the wire before you connect it). Kapton tape is good for covering flat, internal electronics like circuitboards.
I hope that helps. Any other suggestions?
Cheers, Al
1 November 2020 3:11am
I also just found this similar summary of equipment on youtube - https://youtu.be/pNBkfE8UPDI. The breadboard and components are a good addition for building and testing circuits.
Snapshot USA Symposium for Student Research
27 October 2020 12:00am
Tech Tutors: How do I train my first machine learning model?
18 June 2020 1:19pm
8 October 2020 9:45pm
Hi Wildlabbers,
Just popping in to share this very cool primer for beginners to embedded machine learning from our tutor Daniel Situnayake! If you're interested in learning more about the basics of TinyML, this is a great resource.
-Ellie
Training Opportunity: HarvardX TinyML Course

30 September 2020 12:00am
COVID Cameratrap Comparison Collaboration: Call for Data
25 September 2020 5:35pm
Model Question: Bushnell Trophy Cam HD Low-Glow 119719CW
27 August 2020 5:18am
31 August 2020 12:43am
Hi
I don´t know about that specific model number, but all "modern" Bushnell's I've seen had that option. But have in mind that after the picture the camera needs some time to start the video, sometimes up to 9 seconds, which for many animals might be excesive. In my case working with carnivores in the high Andes, we missed most of the videos.
Maybe they improve on this, the experience I'm mentioning was with a model bought two years ago named Bushnell Trophy Cam Aggressor (Low-Glow), 36 LEDs 14MP (I don't know the model number).
I hope it helps.
Bests
2 September 2020 3:17am
Hi Juan,
Thank you for your reply. Finger cross that the model we are buying can operate in hybrid mode. We currently use Trophy Cam Agressor 119776 and 119774, and both can shoot in hybrid mode. I can actually find a manual for these two models to confirm this functionality.
And good to know about the delay. We've been quite lucky thus far with the two models above. Typically, I notice the lag hovers around 1 sec only.
Have a nice day!
Best wishes,
22 September 2020 12:06pm
Just in case anyone out there who's wondering the same as I did. I finally have this specific model in hand, and no it doesn't record in hybrid mode.
Webinar: Advances in Fisheries Electronic Monitoring

21 September 2020 12:00am
Meet the Scientists of Black Mammalogists Week!
10 September 2020 12:00am
Tech Tutors: Review Session

3 September 2020 12:00am
Stereoscopic Camera Project
24 August 2020 1:02pm
24 August 2020 1:21pm
Should have posted this up first, but here's an earlier case prototype that I quickly put together to test its durability outside in the elements. It worked quite well, even when raining. Always save your old compost bags, very useful for waterproofing things (unless they have those tiny holes in!)



28 August 2020 3:43pm
This is awesome, Tom! I think it would definitely be really helpful for individual identification of animals, as the 3D would give you a better perspective on distinctive markings, coloration, size, etc.
29 August 2020 12:25am
Thanks Carly! I was thinking similar things, you can identify shape a lot better when you see an object with depth rather than without.
The two cameras can be configured to be a long distance apart or closer together too which means animals right up close or really far away can be identified easier. It also means that you can have the vision of a mouse or an elephant .. or a lemur!
Designing a Camera Mount with FLIR and WWF
24 August 2020 12:00am
Laure Joanny Reviews: Tech Tutors' How Do I Repair My Camera Traps?
20 August 2020 12:00am
7 October 2022 6:13pm
Metal Detecting Sensors for Anti-Poaching
10 August 2020 12:00am
Model Question: CT Detection angle and Field of View
24 June 2020 3:50pm
31 July 2020 10:49am
Hi Hana,
https://www.trailcampro.com/pages/trail-camera-detection-field-of-view-angle
https://www.trailcampro.com/pages/how-why-we-test-trail-cameras
Trailcamerpro.com have the above details. They measure field of view with a ruler at a set distance and some maths. Detection angle is harder and one way is to do a slow walk test, a foot every 20 seconds, across the cameras view and work out where the camera first captures images and then map this back to the field of view.
Hope this helps,
Sam
31 July 2020 5:17pm
Hi Hana, I know for Bushnell the manual has the FOV, it should be 50 degrees for yours. All the manuals are online so you just have to find your model. https://www.bushnell.com/bu-manuals.html
As for the detection radius I agree with looking at trailcampro, to see if they've tested your model.
4 August 2020 9:55am
Fig 2 here; https://onlinelibrary.wiley.com/doi/full/10.1111/aje.12573 might help for the Bushnell. I haven't tested Stealthcams.
There is more here; https://www.researchgate.net/project/A-realistic-reproducible-and-rigorous-test-for-wildlife-camera-trap-performance
Event: StreamingScience's #Tech4Wildlife Thursdays

3 August 2020 12:00am
Tracking Wild Reptiles, Amphibians, And Their Temperatures
31 July 2020 12:00am
15 September 2023 11:02pm
16 October 2023 4:07pm
Automated Fish Identification and Abundance Using Artificial Intelligence
28 July 2020 12:00am
BearID To Go
21 July 2020 12:00am
How do I build bespoke conservation technology?
20 July 2020 12:00am
How do I repair my camera traps?

13 July 2020 12:00am
Tech Tutors: How do I get started using ML for my camera traps? Building Accurate Project-Specific Models
25 June 2020 12:02am
25 June 2020 6:01pm
26 June 2020 2:32pm
Hi everyone!
We've now posted Sara's session to our youtube channel, and I've also popped it up the top of this thread.
The collaborative notes worked really well! I've now updated them to capture what happened in the chat - it should be a helpful companion to go alongside the recording. The notes have links, projects, and key discussions we saw in the chat, and summarise the questions Sara coverd in the discussion as well as the Qs we weren't able to get to (40mins overtime was our limit!). If your question was one of the outstanding ones and you'd like to have it answered, please drop it in the discussion below.
The notes now also have the participant check ins (such an awesome range of places, projects and interests!) - I'm sharing these as seeing what other people are doing might help you connect with each other. If you see someone you want to connect with, try and find them using our member direcyour people tab. If you can't, email Ellie and she will see if that person is happy to hear from you before connecting you.
Reminder, registration is open for Carlos' tutorial next week: How do I perform automated recordings of bird assemblages? Register here.
Thanks everyone!
Steph
2 July 2020 8:58pm
Great talk! I thoroughly enjoyed it. Some high schoolers have done small AI projects(s) and have interest in the wildlife.
What resources would you all suggest to further develop high schooler’s interest in AI?
Era of the Condor: A Species' Future in Recovery (Part 3)
2 July 2020 12:00am
Era of the Condor: A Species' Future in Recovery (Part 2)
25 June 2020 12:00am
Seeking feedback: draft principles for responsible use of conservation surveillance technology
9 June 2020 6:22pm
10 September 2020 4:25pm
Hi all,
I know we mentioned this in the episode and collaborative doc for this episode, but I just wanted to make sure everyone knows about the camera trap troubleshooting spreadsheet our presenters created! The goal is to build up a bank of common problems so we can help each other and have an ongoing resource to use.
Please consider adding your problems into the spreadsheet as well as here in the forum!
-Ellie