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
- | she/they
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
- | Her/she
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
- | she/her
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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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- 5 Groups
Arribada Initiative
Director at Arribada, a UK-based conservation technology research & development organisation



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In this case study, Cooper Oelrichs of Save Indonesian Endangered Species Fund (SIES) breaks down his proposal for the development and training of an automated rhino identification system from limited camera trap data.
27 July 2019
The WILDLABS TECH HUB is supporting technology solutions tackling the illegal wildlife trade, in collaboration with the Foreign & Commonwealth Office, Digital Catapult, Satellite Applications Catapult, Amazon Web...
4 June 2019
Ol Pejeta Conservancy partners with conservation and technology organisations to kick-start a research and innovation centre for wildlife conservation
31 May 2019
In this blog, Laure Joanny adds her perspectives to an ongoing discussion that we've been seeing in the community about conservation tech and it's relationship to e-waste. How do we tackle the challenge of battery waste...
3 May 2019
Happy World Wildlife Day! To celebrate, this week we've asked our community to share photos showing how they are using tech in the field or the lab, using the #Tech4Wildlife hashtag.
3 March 2019
Arribada recently returned from field sites in Assam, India where they tested the image quality and detection abilities of low-cost thermal sensors for detecting elephants in conflict areas. Arribada is working on these...
1 March 2019
In this case study, Science Reporter Jamie Morton tells the story of how Kiwi scientists are teaming up with a local underwater robotics company to gain world-first insights into the lives of whales in Antarctica.
4 February 2019
A comprehensive aerial survey of whales and dolphins off the coast of South Africa supported by a range of organisations including Fauna & Flora International (FFI) has recorded an astounding 1,106 southern right...
22 November 2018
A team of Brazilian biologists supported by the Conservation Leadership Programme (CLP) is unlocking the secrets of one of the world’s most fragile and threatened biodiversity hotspots thanks to the success of a...
22 November 2018
Although invaluable for conservation and ecological research, camera traps frequently take pictures of people as well as wildlife. This has important implications for privacy and human rights and may ultimately...
22 November 2018
Ted Schmitt joined us for a lunchtime lecture in which he shared his experiences working across Africa the past five years with protected area managers, anti-trafficking organisations, and scientists to effectively...
22 November 2018
In this case study, WILDLABS member Sol Milne takes us through his Ph.D. work investigating how changing land-use is affecting orangutan distribution in Sabah, Malaysian Borneo. With the help of five local research...
22 October 2018
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Yes, but for our needs that are not powerful enough |
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Acoustics, Build Your Own Data Logger Community, Camera Traps, Emerging Tech, Open Source Solutions | 2 years 4 months ago | |
Thank you so much for your reply! I'll look in to this now :) |
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Acoustics, Autonomous Camera Traps for Insects, Camera Traps, Data management and processing tools, Drones, Geospatial, Software Development | 2 years 4 months ago | |
The eVorta website is still VERY empty but will be worth keeping an eye out for for sure. At first, from the notes above, I thought that this was Edge AI but in the article linked... |
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Camera Traps, Connectivity | 2 years 4 months ago | |
Hey there! Not sure what your funding constraints are but I have been using Reolink Go PT, which is solar powered. This model has been discontinued. However they have an upgraded... |
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Camera Traps | 2 years 5 months ago | |
We have made available our underwater videos on YouTube as a playlist https://www.youtube.com/playlist?list=PLnhVZKKy8WkZKriCIV6r7upWhHNVrU_7L It's about 1.113 short video... |
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AI for Conservation, Camera Traps, Data management and processing tools, Marine Conservation | 2 years 5 months ago | |
Hi Steph, This should be a simple project. Recently I came across a website with a sample video I am not sure whether it was from the wild Labs website. Where a camera is... |
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AI for Conservation, Camera Traps | 2 years 5 months ago | |
@Stephanie well this just goes to show how good Browning market segmentation is :) Yes -- it sounds like the "clickless" Patriot is a good choice for you. I am in the... |
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Camera Traps | 2 years 5 months ago | |
Hi Titus,If the usual syntactic foam sources aren't available, an option may be to add an empty dry housing or use a larger housing for the BRUV, just to provide the buoyancy.You... |
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Camera Traps, Emerging Tech, Open Source Solutions | 2 years 6 months ago | |
Hey Tom,Since the output is dependent on a couple of factors such as the solar irradiance of the place, shading from the canopy, the type of solar panels (mono, poly or amorphous... |
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Autonomous Camera Traps for Insects, Build Your Own Data Logger Community, Camera Traps, Conservation Tech Training and Education, Sensors | 2 years 6 months ago | |
Hi @timmh I've posted a link to this on Twitter too so fingers crossed you get some replies! All the best, Rob |
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Camera Traps | 2 years 6 months ago | |
The PIR motion sensor is at the top of the device board. You can see they are using a 3-pin analog motion sensor. From there it goes into a processing circuit. Unfortunately it... |
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Camera Traps | 2 years 6 months ago | |
My original background is in ecology and conservation, and am now in the elected leadership of the Gathering for Open Science Hardware which convenes researchers developing open... |
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AI for Conservation, Animal Movement, Camera Traps, Conservation Tech Training and Education, Data management and processing tools, Drones, Emerging Tech, Sensors | 2 years 6 months ago |