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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Article
Machine learning is widely recognized as the solution to camera trap data processing, but a user-friendly and broadly-accessible system for putting this tech to use has not yet been developed. In this case study,...
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| Description | Activity | Replies | Groups | Updated |
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| I think the big thing is power consumption. Commercial camera traps have a large power (current) dynamic range. That means they can often swing from ~0.1 mA to ~1000 mA of current... |
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Camera Traps | 8 months 3 weeks ago | |
| As others have said, pretty much all image models at least start with general-subject datasets ("car," "bird," "person", etc.) and have to be refined to work with more precision... |
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AI for Conservation, Camera Traps | 8 months 4 weeks ago | |
| This is a thread for anyone who has questions about AI for Conservation Office Hours 2025.We're once again teaming up with Dan Morris from... |
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Acoustics, AI for Conservation, Camera Traps, Community Base, Geospatial | 8 months 4 weeks ago | |
| Hi Eugene!Interesting project!I already signed up to test it!Cheers,Lars |
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AI for Conservation, Camera Traps | 9 months 1 week ago | |
| Thanks :)We are working on making it smaller and simpler using the latest openMV board. |
+15
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Camera Traps | 9 months 1 week ago | |
| Hi everyoneMy first post on this site - not sure if this is the proper group.I've placed a few trail cams in Florida. After 3 months and... |
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Camera Traps | 9 months 1 week ago | |
| Hi Lucy,I now realised it is an old thread and you most likely have already found a solution long ago but this might be of interest to others.As mentioned previously, it is... |
+5
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Camera Traps, Data management and processing tools, Open Source Solutions, Software Development | 9 months 1 week ago | |
| Yes baboons. But this area has a few different primate species. In the weekend three species were present.Yes, the thermal ones will be spectacular. I wondering what other species... |
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Camera Traps | 9 months 3 weeks ago | |
| Hi Brett, I am interested in developing really low cost multi channel underwater acoustic recorders. Can you tell me a bit more about the board and stuff you were using... |
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Build Your Own Data Logger Community, Acoustics, Camera Traps, Climate Change, East Africa Community, Marine Conservation, Open Source Solutions, Protected Area Management Tools | 9 months 3 weeks ago | |
| For the record now that this is here:This error typically occurs when the wrong number of classes is given to timm.create_model. You should try to specify num_classes=30... |
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Camera Traps, AI for Conservation | 9 months 4 weeks ago | |
| Product added to the Inventory : Tikee |
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Camera Traps | 10 months ago | |
| Do you use camera traps? If so, we'd love if you could take five minutes to fill out this survey: tinyurl.com/zambasurveyWith our WILDLABS... |
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AI for Conservation, Camera Traps, Data management and processing tools, Software Development, Open Source Solutions | 10 months 1 week ago |
