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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World Wide Fund for Nature/ World Wildlife Fund (WWF)
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- @ldbraunholtz
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(Tropical) forest ecologist w interest: biodiversity, camera traps, community led conservation & more. Passionate about inclusive nature for all.
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- @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.
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- @Gathoni
- | Her/she
PhD Candidate at Nottingham Trent University, UK. Ecologist with a passion for wildlife conservation and conservation technology with foundational training in BSc and MSc Rangeland Management (Ecology option). Current project: Use of acoustics to monitor ecosystem restoration.

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- @parlaynu
- | he/him
software engineer
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- @moorerp
- | he/him
Oregon State University
Avian/Conservation ecologist at Oregon State University and Wildlife Corridors (in Patagonia, Arizona, USA)

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World Wide Fund for Nature/ World Wildlife Fund (WWF)
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- @AlexBats
- | she/her
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Wildlife Protection Solutions (WPS)
Director of Technology at Wildlife Protection Solutions. Primarily focuses on leveraging machine learning and advanced data analytics to combat poaching, monitor biodiversity, and predict environmental threats.
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- 5 Groups
Arribada Initiative
Director at Arribada, a UK-based conservation technology research & development organisation



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Forbes feature comparing five trail cameras.
26 April 2023
Quick feature of Virgina Tech project using camera traps and biologgers to track bobcats, collecting data to inform human-wildlife coexistance efforts
26 April 2023
New paper in Methods in Ecology and Evolution
24 March 2023
💙 Exciting news from Appsilon! Our flagship project, Mbaza AI, is expanding its impact on nature and biodiversity conservation. We’ve teamed up with the 🦏 Ol Pejeta Conservancy to build a model for classifying images of...
16 March 2023
The Innovation in Practice edition of Methods in Ecology and Evolution is still seeking proposals about conservation technology
6 March 2023
Interesting article that links to research on how technology has made studying moose populations easier, with particularly good explanation of what makes moose populations difficult to track.
22 February 2023
Are you looking to use camera traps in your conservation project? Check out this starter tutorial from Ol Pejeta's Kennedy Muriithi - he'll walk you through everything you need to know about getting started with camera...
22 February 2023
New technology enabling the automated monitoring of moths has been put to rigorous testing in tropical conditions in Panama by an international team of researchers
22 February 2023
Technology to End the Sixth Mass Extinction. Salary: $104k-144K; Location: Washington DC or Seattle WA, potential hybrid; 5+ years of Full stack development experience; Deadline March 15th - view post for full job...
10 February 2023
Are you excited by the potential for new technologies to help monitor the natural world? Do you enjoy communicating your passion for technology and nature with diverse audiences? We are seeking an enthusiastic...
2 February 2023
Consultancy opportunity at ZSL for an experienced monitoring specialist to support species monitoring in rewilding landscapes across Europe
31 January 2023
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Description | Activity | Replies | Groups | Updated |
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Hi Ștefan! In my current case, I am trying to detect and count Arctic fox pups. Unfortunately, Arctic fox does not seem to be included in the training data of SpeciesNet but... |
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AI for Conservation, Camera Traps | 3 months 1 week ago | |
Interesting. Thanks for the explanation. Nice to hear your passion showing through. |
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AI for Conservation, Camera Traps, Data management and processing tools, Open Source Solutions, Software Development | 3 months 2 weeks ago | |
Weeks with continuous inference would require a pretty big battery. I expect you would need some kind of customisation and maybe quite a bit of compromise to last weeks and on a... |
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Camera Traps | 3 months 2 weeks ago | |
📸 Do you use camera traps in your work? Take part in our survey!Hi everyone! I’m currently a final-year engineering... |
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Camera Traps, AI for Conservation, Data management and processing tools, Open Source Solutions, Software Development | 3 months 2 weeks ago | |
That's great! |
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Camera Traps | 3 months 3 weeks ago | |
Yes, I know about this big limitation,As far as I know they are working to increase the coverage available for this solution.For trusted developers, there are more regions... |
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Connectivity, Camera Traps | 3 months 4 weeks ago | |
Hi, just wanted to let whoever is interested that v.1.3 of DeepFaune is out! Deepfaune is a software that runs on any standard... |
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Camera Traps, AI for Conservation, Open Source Solutions | 3 months 4 weeks ago | |
Hi there I am looking into the feasibility of a remote camera program in the Yukon Territory, Canada outside of cellular coverage with the... |
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Camera Traps | 4 months ago | |
[Full disclosure: this question was also posted to the AI for Conservation Slack, and I'm copying and pasting my answer from there to here.]The first thing I would recommend is... |
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Camera Traps | 4 months ago | |
Using some cheap WiFi router (brand Comfast) which has a USB port where I connected a USB SSD drive 1GB. I have flashed it with OpenWRT, rebuilt ffmpeg (as ffmpeg-custom) to... |
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Camera Traps | 4 months 2 weeks ago | |
Hi @rcz133 thanks for the update it looks promissing! An external motion PIR as @EDsteve develloped could help reduce the power consumption related to the video pipeline, but so... |
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Camera Traps | 4 months 2 weeks ago | |
Training remains somewhat more of a hassle than inference, but thanks to a WILDLABS grant, our friendly neighborhood machine learning folks at DrivenData are working to narrow... |
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Camera Traps | 4 months 2 weeks ago |