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
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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
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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
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software engineer
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- @moorerp
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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
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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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Arribada Initiative
Director at Arribada, a UK-based conservation technology research & development organisation



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The Inventory is your one-stop shop for conservation technology tools, organisations, and R&D projects. Start contributing to it now!
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Combining camera traps and online surveys provided a more comprehensive understanding of mammal communities in anthropogenic landscapes, increasing both spatial coverage and the number of species sightings.
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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. |
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Camera Traps | 4 years 10 months ago | |
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... |
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Camera Traps | 4 years 11 months ago | |
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... |
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Camera Traps | 5 years ago | |
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... |
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AI for Conservation, Camera Traps | 5 years 1 month ago | |
Hi all, There is a conversation underway in the "Ethics of conservation tech" group on best practices for responsible ue of... |
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Camera Traps | 5 years 2 months ago | |
Hi everyone, I am resurrecting this thread as WILDLABS is currently planning an online tutorial on camera trap repairs in the field on 23rd July at 11 AM ET on which I... |
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Camera Traps | 5 years 2 months ago | |
Is this offer still open |
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Camera Traps, Marine Conservation | 5 years 2 months ago | |
Hi Naomi, I'm not aware of any guidelines published, but we've got the smooth coated otter in our camera traps before, and I suggest you follow a stratified sampling... |
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Camera Traps | 5 years 3 months ago | |
Hi Tim, Your diagramme shows a USB connection between the camera and the RPi. What kind of camera is it? Also, does this mean the RPi lives with the camera in the... |
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Camera Traps | 5 years 4 months ago | |
Hi everyone! We are happy to announce our third annual iWildCam camera trap challenge, focused on helping to automate species... |
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Camera Traps | 5 years 5 months ago | |
I'm working on developing an average speed camera system using a Raspberry Pi and an Arduino that will be used in Zimbabwe on a road... |
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Camera Traps | 5 years 5 months ago | |
Hi Gregory, That is quite shocking to hear that a road could be so detrimental to wildlife. If you were able to place a speed hump or rumble strip where you place the camera... |
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Camera Traps | 5 years 7 months ago |