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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World Wide Fund for Nature/ World Wildlife Fund (WWF)
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- @ldbraunholtz
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(Tropical) forest ecologist w interest: biodiversity, camera traps, community led conservation & more. Passionate about inclusive nature for all.
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- @Riley
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I'm a Data Scientist at Western EcoSystems Technology. I am interested in AI processing and statistical modeling of acoustic data and camera trap and drone imagery.
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- @Gathoni
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PhD Candidate at Nottingham Trent University, UK. Ecologist with a passion for wildlife conservation and conservation technology with foundational training in BSc and MSc Rangeland Management (Ecology option). Current project: Use of acoustics to monitor ecosystem restoration.

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- @parlaynu
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software engineer
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- @moorerp
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Oregon State University
Avian/Conservation ecologist at Oregon State University and Wildlife Corridors (in Patagonia, Arizona, USA)

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World Wide Fund for Nature/ World Wildlife Fund (WWF)
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- @AlexBats
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Wildlife Protection Solutions (WPS)
Director of Technology at Wildlife Protection Solutions. Primarily focuses on leveraging machine learning and advanced data analytics to combat poaching, monitor biodiversity, and predict environmental threats.
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Arribada Initiative
Director at Arribada, a UK-based conservation technology research & development organisation



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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,...
1 October 2018
Motion-sensing wildlife-tracking cameras in South Sudan have captured 425,000 photos, documenting species not previously known to be found in this richly forested area. The team is now asking for your help to identify ...
22 August 2018
In this case study, Sam Seccombe documents his efforts to track down an off-the-shelf remote camera setup with the capability to stream quality, reliable video from the field. As he explains, it was a slighlty more...
25 July 2018
This latest chapter in the Conservation Technology Series from WWF-UK looks at the opportunities, challenges and state-of-the-art of satellite remote sensing for conservation applications. This issue reviews available...
23 April 2018
Are you an architect, engineer, designer or a scientist? Can you design and manufacture a prototype open source plant-BES (bio electrochemical system) to power a camera trap and environmental sensors in tropical forests...
3 April 2018
Hundreds of people joined our #Tech4Wildlife photo challenge this year, showcasing all the incredible ways tech is being used to support wildlife conservation. We've seen proximity loggers on Tasmanian Devils in...
3 March 2018
‘The Field’… Say the words ‘The Field’ to a group of conservationists and it will immediately conjure up vivid memories of everything from sticky wet rainforests to burning dusty deserts. What’s more, it’s almost...
17 January 2018
Article
A new research project is looking to investigate whether technology combined with the ancient skills and knowledge of Namibian trackers can help save cheetahs from extinction. Called FIT Cheetahs, the research project...
4 December 2017
Our panel of international experts has been hard at work reviewing the 47 proposals we recieved for innovative technological tools to address human wildlife conflict. The panelists have systematically been assessing the...
20 October 2017
The inherent complexity of not only deploying technologies in the field but also doing so in a scientifically rigorous manner can prove a substantial barrier for the effective use of conservation technologies, and clear...
11 October 2017
Article
As pressure on marine resources increases, fishers have to explore deeper and deeper waters to make a living. What does this mean for Belize’s deep-sea sharks? In an effort to understand the threats to these animals,...
26 September 2017
Frustrated by the limitations of the tools that were available for managing large camera trap data sets, Heidi Hendry and Chris Mann set out to develop something that met their needs, and thus, Camelot was born. In...
7 July 2017
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Description | Activity | Replies | Groups | Updated |
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Hi all,I'm interested in this post for another context, tropical rainforest. I want to monitor forest cleareance in the Congo bassin rainforest through time-lapse images.... |
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Camera Traps | 4 months 2 weeks ago | |
Yep see you on friday |
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Geospatial, Acoustics, AI for Conservation, Camera Traps, Citizen Science, Community Base, Data management and processing tools, Emerging Tech, Open Source Solutions, Protected Area Management Tools | 4 months 2 weeks ago | |
The magic of the WILDLABS community! @Chelsea_Smith @dmorris @pvlun thanks for showing everyone how it's done :) Chelsea, would be great to hear how this works out for you... |
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Camera Traps | 5 months ago | |
I'm hoping someone can make some recommendations for a wildlife camera that can be set up on a small, man made island that will record... |
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Camera Traps | 5 months 1 week ago | |
Thanks Akiba! That's the conclusion I got to as well. Glad to have your vote too. Thanks! |
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Camera Traps | 5 months 1 week 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 | 5 months 3 weeks 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 | 5 months 2 weeks ago | |
Thanks! Yes, we added electronics to power an external UV light only during periods when the camera is set to take pictures. |
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Autonomous Camera Traps for Insects, Camera Traps | 5 months 2 weeks 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 | 5 months 2 weeks 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 | 5 months 2 weeks 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 | 6 months 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 | 6 months ago |