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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National Geographic Society
Experience utilizing technology to inspire, educate, and create solutions to some of our biggest challenges. Currently, head of the National Geographic Society Exploration Technology Lab, overseeing the development and deployment of research and storytelling technologies.
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I'm a wildlife ecologist with interests in a range of technology.


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- @ana-alcantara
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Postgraduate Biology student interested in bioacoustics, conservation biology and biodiversity
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wildlife ecologist, Associate Professor of Environmental Science, Policy, & Sustainability and Biology
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- @kosmakosv
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Peace Corps Volunteer and Nature Enthusiast

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Movement Ecologist studying the where, why, and how animals move throughout our world. Current work is investigating the movement and energetics of large neotropical bats in a changing environment with ephemeral resources.



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- @matt_hron
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Wildlife Protection Solutions (WPS)
Product Manager at Wildlife Protection Solutions



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Agroecology Geek
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World Wide Fund for Nature/ World Wildlife Fund (WWF)
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- @heiabb02
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Early Career Wild Felid conservationist with BS in Biology & Zoology
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Asst. Prof @ MIT with research at the intersection of computer vision, biodiversity monitoring, conservation, and sustainability.



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Did someone read/know this book?
9 February 2025
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28 January 2025
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21 January 2025
The Department of Wildlife, Fish, and Environmental Studies (WFE), SLU, Umeå, is looking for a postdoc with strong interests in wildlife conservation technology.
15 January 2025
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SPARROW: Solar-Powered Acoustics and Remote Recording Observation Watch
18 December 2024
The Department of Wildlife, Fish, and Environmental Studies (WFE), SLU, Umeå, is looking for a postdoc with strong interests in wildlife conservation technology. She/he will work within Big Picture, a European project...
18 December 2024
Fully funded 2 year position within a Biodiversa+ funded project
16 December 2024
Interesting webinar on the use of advanced technologies(e.g. Artificial Intelligence, cloud computing, drones, camera traps and satellites) for biodiversity monitoring in the Amazon. Also available in Spanish.
25 November 2024
Are you stuck on an AI or ML challenge in your conservation work? Apply now for the chance to receive tailored expert advice from data scientists! The deadline for applications is Monday 9 December 2024.
13 November 2024
Managing large volumes of camera trap data can be time-consuming and labor-intensive, especially when it comes to detecting and classifying wildlife. To tackle these challenges, Declas v1.0.0 has been released—an open-...
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Description | Activity | Replies | Groups | Updated |
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Hi Mark, thanks for responding. I think you've identified one of the most difficult parts of research climbing: maintaining your climbing skills and knowledge between field... |
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Community Base, Camera Traps, Conservation Tech Training and Education, Early Career | 7 months ago | |
And I see now they can walk vertically up walls like Spider-Man. |
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Camera Traps, AI for Conservation | 7 months 1 week ago | |
Hello Carly, Congratulations for this project!I am studying right now a second MA in Environment Management. I would like to do my MA thesis project about these technologies... |
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Acoustics, Camera Traps | 7 months 1 week ago | |
I added plain old motion detection because megadetector v5 was not working well with the smaller rat images and in thermal.This works really well: Also, I can see... |
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AI for Conservation, Camera Traps | 7 months 2 weeks ago | |
Actually, you can source the product from anywhere, but I’m not very confident in the quality of products from China. That doesn’t mean products from China are bad—it might just... |
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Camera Traps | 7 months 3 weeks ago | |
great, this security cameras might be interesting for monitoring crop development and maybe other bigger pests like boars or some other herbivorous animals that could eventually... |
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AI for Conservation, Camera Traps | 7 months 4 weeks ago | |
Seems like we should include some rotations in our image augmentations as the real world can be seen a bit tilted - as this cropped corner view from our fisheye at the zoo shows. |
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AI for Conservation, Camera Traps, Data management and processing tools | 8 months ago | |
Thanks! The Teensys are nice for processing power if choosing an external Lora board I’d say that’s a good choice. I started with teensies, there was a well supported code base... |
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Camera Traps, Sensors | 8 months 1 week ago | |
Hi Raza,As @ollie_wearn suggests, if think traptagger will be the easiest for you: You just have to follow the tutorial there:The person in charge of Traptagger is also very... |
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Camera Traps | 8 months 1 week ago | |
Hello Wildlabs community! My name is Shawn Johnson and I am a research assistant for Dr. Karen Mager and Dr. Bernie Boscoe here at Southern... |
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Camera Traps | 8 months 3 weeks ago | |
Hi Zhongqi! We are finalizing our modelling work over the next couple of weeks and can make our work availabile for your team. Our objective is to create small (<500k... |
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AI for Conservation, Camera Traps, Software Development | 8 months 3 weeks ago | |
There's quite a few diy or prototype solutions described online and in literature - but it seems none of these have made it to market yet as generally available fully usable... |
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AI for Conservation, Camera Traps, Human-Wildlife Coexistence, Sensors | 8 months 3 weeks ago |