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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PhD student at the University of Zürich (CH) in PopEcol group, working with camera traps and mammals
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Article
This study breaks ground in outlining a methodology for a system of low-cost, long-term camera traps (Dispersed Environment Acquatic Cameras) that can be deployed over large spatial scales in remote marine environments...
30 November 2021
Article
Technical Difficulties: The Promise and Pitfalls of Machine Learning for Conservation
Sara Beery and 1 more
In Ellie Warren's interview with Sara Beery as part of the Technical Difficulties Editorial Series, they discussed how the hype surrounding machine learning impacts our perceptions of failure, and how conservationists...
23 November 2021
Article
Caiman: Images as Sources of Intelligence
Sensing Clues Foundation
CAIMAN is a product from the Sensing Clues Foundation that automatically classifies animals on images from camera traps. It aims to be available by the end of 2021, contact the Sensing Clues team for more details. This...
18 November 2021
Article
Technical Difficulties: Pangolin in a Haystack
Juliana Masseloux
In her case study from our Technical Difficulties Editorial Series, Juliana Masseloux discusses her challenges in working with camera traps to study elusive and rare animals like the pangolin, and shares her best advice...
11 November 2021
Article
Black Rock Forest (BRF) are recruiting a seasonal Wildlife Connectivity Technician. Visit their website for further details and how to apply. Hurry, applications close soon!
3 November 2021
Article
Technical Difficulties: Understanding the Realities
Eric Becker and 1 more
In their three-part interview from our new series Technical Difficulties, Colby Loucks and Eric Becker share the failures they've encountered and learned from throughout six years of working on the WWF-US Wildlife Crime...
13 October 2021
Article
Technical Difficulties: A Deployment Checklist
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In Alina Peter's and Kristen Snyder's contribution to the Technical Difficulties Editorial Series, you'll receive a practical checklist of factors and questions to consider at various stages of your conservation...
13 October 2021
Article
Wildlife Insights Launches
Zoological Society London (ZSL)
Wildlife Insights is excited to announce the public release of their new platform! Read on to learn about all the useful features you'll find on Wildlife Insights, and check out WILDLABS' Tech Tutors episode with...
27 July 2021
Article
Tech4Wildlife Leaders: Understanding Endangered Primate Populations
Tasmin Alexander
Read our interview with Tasmin Alexander, early career conservationist and member of the CLP Future Conservationist Award-winning Preuss's Monkey Project research team. Working in the Obudu Plateau in Nigeria, this team...
2 June 2021
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Tech4Wildlife Leaders: Resolving Human-Giraffe Conflict
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Read our interview with early career conservationist and CLP Future Conservationist Award recipient Owino Raymond, who is working with camera traps along the Kenya-Somalia border to understand and reduce conflict...
21 May 2021
Article
New Article: Environmental DNA Metabarcoding
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Check out the new research article "Environmental DNA metabarcoding as a useful tool for evaluating terrestrial mammal diversity in tropical forests." Recently published in Ecological Society of America's Ecological...
6 April 2021
Community Announcement
Whether you spent the last year working in the field, lab, at home, or virtually, the WILDLABS community's conservation tech achievements were on full display in our annual #Tech4Wildlife Photo Challenge! Relive our...
25 March 2021
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| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| 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... |
+20
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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 |
