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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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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Description | Activity | Replies | Groups | Updated |
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@cmwainaina please take a look |
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Animal Movement, AI for Conservation, Camera Traps, Connectivity, Data management and processing tools, East Africa Community, Emerging Tech, Ethics of Conservation Tech, Human-Wildlife Coexistence, Marine Conservation, Protected Area Management Tools, Geospatial, Sensors, Software Development | 1 year ago | |
I'm being quite daring by making statements on a forum that is frequented by Dan Morris (obviously in deference to his extensive knowledge on the subject :-) ), but here goes.... |
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Camera Traps | 1 year ago | |
We evaluated background subtraction as part of our pipeline for Zamba Cloud a few years ago. It's going to depend a lot on your backgrounds, but we found that for jungle/forest... |
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Camera Traps | 1 year 1 month ago | |
I was going to suggest the Garde Pro too. The model available in Australia is good. I have found that the download from the SD card to the linked phone can take a while, so be... |
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Camera Traps | 1 year 1 month ago | |
Hello everyone,I've been thinking about FLIR thermal cameras and I'm curious about their capabilities. Given their powerful capabilities,... |
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Camera Traps | 1 year 1 month ago | |
In that case, you might want to keep an eye on the project from @Lars_Holst_Hansen |
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Camera Traps, AI for Conservation, Conservation Tech Training and Education, Early Career, Human-Wildlife Coexistence, Protected Area Management Tools | 1 year 2 months ago | |
Hi AlexThank you so much for the imput 🙏 |
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Camera Traps | 1 year 2 months ago | |
Depending on how much drift there is it may be a fixed offset caused by the timer not restarting until you have finished puttin gin al the settings. You set the time, then do all... |
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Camera Traps | 1 year 2 months ago | |
Thank you for elaborating, @evebohnett ! And for the heads ups! |
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Camera Traps, Drones | 1 year 3 months ago | |
[oops, the same reply got submitted twice and there doesn't seem to be a "delete" button] |
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AI for Conservation, Camera Traps | 1 year 3 months ago | |
Hi @zhongqimiao ,Might you have faced such an issue while using mega detectorThe conflict is caused by:pytorchwildlife 1.0.2.13 depends on torch==1.10.1pytorchwildlife 1.0.2.12... |
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AI for Conservation, Camera Traps, Open Source Solutions | 1 year 3 months ago | |
Thanks, and that's a match! All these pictures are from a lab experiment and formated with AmphIdent. We took weekly belly pictures of several larvae. The aim of this google... |
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Camera Traps, Data management and processing tools, Software Development | 1 year 3 months ago |