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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| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| Thanks Akiba! That's the conclusion I got to as well. Glad to have your vote too. Thanks! |
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Camera Traps | 2 months 3 weeks ago | |
| Hi Dan, Not right now but I can envision many uses. A key problem in RS is data streams for validation and training of ML models, its really not yet a solved problem. Any... |
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Emerging Tech, AI for Conservation, Animal Movement, Build Your Own Data Logger Community, Camera Traps, Connectivity, Conservation Tech Training and Education, Data management and processing tools, Geospatial, Sensors | 3 months ago | |
| Hello!I'm searching for a solution to tag EXIF metadata to images on an embedded device.I'm currently developing a camera trap that... |
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Camera Traps | 2 months 3 weeks ago | |
| Thanks! Yes, we added electronics to power an external UV light only during periods when the camera is set to take pictures. |
+23
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Autonomous Camera Traps for Insects, Camera Traps | 3 months ago | |
| I don't know any, but we have the same program idea (basically democratizing resource on conservation tech) that focuses on Indonesia region. But we are progressing slow.... |
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Camera Traps | 3 months ago | |
| Hey Bob, thanks for the kind words! Your articles on Winterberry Wildlife have really been a big inspiration for me! There are extremely limited numbers of articles on trial... |
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AI for Conservation, Camera Traps | 3 months ago | |
| Short update: the latest version 13.0.9 of Firetail is now available from https://www.firetail.de |
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Animal Movement, Camera Traps, Software Development | 3 months 1 week ago | |
| Thank you, Dan -- I should have known you would have something like this! The tesseract package in R was quite simple to tune for my case, so I'm going to run it in batch tomorrow... |
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Camera Traps | 3 months 1 week ago | |
| 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... |
+10
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Software Development, AI for Conservation, Camera Traps | 3 months 1 week 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 | 3 months 1 week ago | |
| Thanks so much!! |
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Camera Traps, Latin America Community | 3 months 1 week 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 | 3 months 1 week ago |
