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
- @hyodopenguin
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I am currently a rising junior at UC Berkeley studying data science. I hope to apply data with biodiversity, especially by utilizing camera traps for species classification. People in conservation tech are truly living my dream careers, and I can't wait to get even more inspired!

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- @Slater
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I am the Conservation Science Director at HawkWatch International, where I've worked since 2006. My work focuses mainly on conservation and research of Golden Eagles, including nesting, tracking, and winter ecology.

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Systems Engineer at Edge Impulse, experiencce with hands-on edge machine learning for wildlife conservation
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I work as in-house ecologist for a renewable energy developer in Ireland. Nature inclusive design, emerging tech and doing it better for biodiversity.
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- @rays45693
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PhD Student in Computer Science at Rensselaer Polytechnic Institute, working on wildlife conservation using deep learning
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MS seabird biology student
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- @tsmstrat
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Careers
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Description | Activity | Replies | Groups | Updated |
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Very nice video in the link you posted btw:Here is another less artistic one: |
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Camera Traps, AI for Conservation | 1 year 4 months ago | |
I'm also here for this. This is my first comment... I've been lurking for a while.I have 20 years of professional knowledge in design, with the bulk of that being software design... |
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AI for Conservation, Camera Traps, Data management and processing tools, Software Development | 1 year 4 months ago | |
Yep, here:Currently it only installs on older Jetsons as in the coming weeks I’ll finish the install code for current jetsons.Technically speaking, if you were an IT specialist... |
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Autonomous Camera Traps for Insects, Camera Traps | 1 year 4 months ago | |
HiWe are sharing the pipeline for automated annotation and training of ReWilding Dataset. Blog:https://www.... |
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Camera Traps | 1 year 4 months ago | |
Thank you for sharing! Super interesting, as we don't see many underwater stereo cameras! We also use Blue Robotics components in our projects and have found them reliable and... |
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Sensors, Camera Traps, Marine Conservation | 1 year 4 months ago | |
Will you accept personal/hobbyist focused on conservation on their small plots of land (10-100 acres)?I would, and know others, who would happily pay more than the official... |
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Camera Traps, Climate Change, Community Base, Connectivity, Emerging Tech, Human-Wildlife Conflict, Sensors, Wildlife Crime | 1 year 5 months ago | |
Oh I see recent threads on the topic. Sharing here to link people over. |
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Camera Traps | 1 year 5 months ago | |
Hi Titus,I've used latching solenoids as a release in a fresh water application. The product linked to is the one I have used, but has been discontinued (it's been quite a while... |
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Camera Traps | 1 year 5 months ago | |
Hi,This is a really late answer but I was new to wildlabs then. I have a security appliance that uses state of the AI models and user defined polygon areas of interest that... |
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Human-Wildlife Conflict, Camera Traps, Sensors | 1 year 5 months ago | |
Hi there!, You should definitely check out VIAME, which includes a video annotation tool in addition to deep learning neural network training and deployment. It has a user... |
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Camera Traps | 1 year 5 months ago | |
Featuring some of the very best spider video you'll ever see.. @JayStafstrom has been pushing the boundaries of camera technology,... |
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Camera Traps, Sensors | 1 year 5 months ago | |
Also, take a look at TrapTagger. It has integration with WildMe. |
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AI for Conservation, Camera Traps | 1 year 5 months ago |