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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Our new paper uses data from the citizen science project, Seabird Watch (hosted on the Zooniverse platform; seabirdwatch.org), to measure seabird phenology. Volunteers marked birds in time-lapse images to investigate...
13 March 2024
EcoAssist has now incorporated the Deepfaune v1.1 species identification model for camera trap images, capable of recognizing 26 European species. The model is developed by Deepfaune initiative. More information is...
12 March 2024
Catch up on the conservation tech discussions and events that happened during World Wildlife Day 2024!
7 March 2024
EcoAssist introduces a free African species identification model for camera trap images, capable of recognising 30 species.
5 March 2024
The primary focus of the research is to explore how red deer movements, space use, habitat selection and foraging behaviour change during the wolf recolonization process.
10 February 2024
Camera traps often monitor larger animals, so passive infrared sensor tends to miss small and fast species like mustelids. Researchers tested the Mostela against a tree-mounted camera trap to compare performance and...
8 February 2024
Article
An update on @Alasdair and @adanger24's HWC project
11 January 2024
Hi! CAMPHIBIAN project develops an underwater camera trap for amphibian. The interest has been proven on newts and grass snake in NW Europe. We are looking for early users worldwide, diversify target species and...
13 December 2023
Outstanding chance for a motivated and ambitious individual to enhance their current project support skills by engaging with a diverse array of exciting projects in the field of biodiversity science.
11 December 2023
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Read our interview with Clementine Uwamahoro, African Parks’ Country Manager in Conservation Technology overlooking technology operations for both Akagera National Park and Nyungwe National Park.
29 November 2023
TagRanger® is a state-of-the-art wildlife finding, monitoring and tracking solution for research, conservation and environmental professionals. With superior configurability for logging data, reporting location and...
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Passionate wildlife researcher and tech user, making strides in Grumeti, the heart of western Serengeti,Tanzania, using Camera Traps to gain priceless insights into the lives of this unique fauna and contributing...
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Description | Activity | Replies | Groups | Updated |
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The facts are simple. If you violate the assumption of independence of sampling events you will bias the result. In the event of multiple observations by overestimating occupancy... |
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Camera Traps | 8 years 6 months ago | |
What species monitoring protcols do you know of that explicitly focus on one species? -John |
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Camera Traps | 8 years 6 months ago | |
Hi Heidi, You might also consider becoming involved in the eMammal project (emammal.si.edu) that the Smithsonian has recently developed. It has tools for both uploading... |
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Camera Traps | 8 years 8 months ago | |
Hi folks, for Site - in our camera trap data base we use the mountain or National/Nature park Survey - is connected to the time scale - i.e. This mountain2015 or 2016... |
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Camera Traps | 8 years 9 months ago | |
Bringing over some of the comments we're getting on Twitter: @WILDLABSNET Our @UAlberta lab deploys ARUs at 1000s of sites in Alberta each year in... |
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Camera Traps | 8 years 9 months ago | |
We have a set of three Bushnells covering an African wild dog scent-marking site. They are at the apices of a triangle, with each camera just at the edge of the field of view of... |
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Camera Traps | 8 years 9 months ago | |
Hi Steph - just to follow up on your post: @MarcusRowcliffe , James Durrant and I have been working on a bit of software to implement the "computer vision"... |
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Camera Traps | 9 years ago | |
Hi Louise, Welcome! Unfortunately, an uncomfortably busy calendar meant I ended up missing this gathering. However, I'm sure that @SteffenOppel @... |
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Camera Traps | 9 years ago | |
We recently spoke with @andy_manu_peru about arboreal camera trapping. For anyone, for anyone who hasn't read it yet, I... |
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Camera Traps | 9 years ago | |
Some camera trap manufacturers offer solar power as an add-on or option off the shelf. I agree that using the image seems like a solution looking for a problem. |
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Camera Traps | 9 years 1 month ago | |
Hi Sorry been away, I'll list more about parts etc.. In the mean time the Pi Zero has just had an upgrade.. http://petapixel.com/2016/05/19/5-raspberry-pi-zero-... |
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Camera Traps | 9 years 2 months ago | |
This Smithsonian-Mason School of Conservation course offering looks really valuable: Camera Trapping Study Design and Data... |
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Camera Traps | 9 years 6 months ago |
Resource: Wildlife Speed Cameras: Measuring animal travel speed and day range using camera traps
28 April 2016 2:39pm
7 August 2016 11:15pm
Hi Steph - just to follow up on your post: @MarcusRowcliffe , James Durrant and I have been working on a bit of software to implement the "computer vision" techniques that are mentioned in that paragraph. You can see a demonstration of it in action here. It requires camera-trappers to "calibrate" their camera traps during setup (or take-down), by taking pictures of a standard object (for example, we use a 1m pole held vertically) at different distances. The calibration takes ~10 mins per location. From this, you can reconstruct the paths that animals take infront of cameras, the total distance they travelled, and therefore their speed.
[ARCHIVED EVENT]: Approaches to Analysing Camera Trap Data
18 April 2016 3:45pm
5 August 2016 9:54pm
Hi Steph,
Only just discovered this site, so I'm a bit late to the game.
I'd love to hear what your main take-aways were from this meeting!
Best,
Louise
5 August 2016 10:35pm
Hi Louise,
Welcome! Unfortunately, an uncomfortably busy calendar meant I ended up missing this gathering. However, I'm sure that @SteffenOppel @Tomswinfield or @ali+johnston (I think you were all involved?) might be kind enough to jump in here and share some of their key take aways from this discussion?
Steph
How can technology help us monitor those small cold-blooded critters that live in caves?
25 July 2016 12:00am
Discussion: 360° Camera for Arboreal Camera Trapping
19 July 2016 2:38pm
Camera traps reveal mysteries of nature
18 July 2016 12:00am
Discussion: Self-powered camera trap
24 November 2015 7:36pm
1 December 2015 6:27pm
I was initially thinking of dozens or maybe even hundreds of nodes coming back to a central wired connection point. I wonder if something like Google's project Loon could work in place of an on-the-ground network.
But stepping back from the tech for a moment, really the problem we're trying to solve here is being able to have remote monitoring cameras that don't need anyone to go out to change batteries or memory cards. After salaries, vehicles/transportation is the top expense at pretty much all of the conservation partners we have. Anything we can do to reduce the travel (and the time of the people as well) is huge.
1 December 2015 6:37pm
So, in terms of power, does the "classic" solution with a set of solar panel cells on top of the box have some major flaws? I'm pretty sure I've seen self-powered meteo stations looking like this positioned along motorways/higways (don't remember what country or even a continent was it :-) Not being an expert in photo-voltaics, I would risk saying that a purposely-designed cell pointing up, directly at the sun, will have better efficiency than a re-purposed CMOS censor :-)
And indeed, talking to something overhead (either the baloons or Facebook's drones - forgot the name - or maybe even satellites?) would be probably much simpler than ground-based communication. If we had big enough energy budget, the communication channel would be "relatively easy" to implement...
4 July 2016 11:51am
Some camera trap manufacturers offer solar power as an add-on or option off the shelf. I agree that using the image seems like a solution looking for a problem.
The Highs and Lows of Camera Traps for Rapid Inventories in the Rainforest Canopy
4 July 2016 12:00am
Wildlife Crime Tech Challenge Accelerator Bootcamp
24 June 2016 12:00am
Project Feedback Wanted: Building Low Cost Cameras
2 March 2016 9:59am
11 May 2016 6:27pm
thanks for this very interesting post! i was also trying to develop an inexpensive camera trap but with not good results. i think the use of a PIR sensor can give more battery life than motion detection via software. Can you give more details about the components you used please?
Thanks
Paolo
20 May 2016 11:07pm
Hi Sorry been away, I'll list more about parts etc.. In the mean time the Pi Zero has just had an upgrade..
http://petapixel.com/2016/05/19/5-raspberry-pi-zero-now-camera-compatible/

TEAM Network and Wildlife Insights
28 April 2016 12:00am
Is Google’s Cloud Vision useful for identifying animals from camera-trap photos?
20 April 2016 12:00am
Disruptive Technology: Embracing the Transformative Impacts of Software on Society
10 March 2016 12:00am
[ARCHIVED]: Smithsonian Course: Camera Trapping Study Design and Data Analysis for Occupancy and Density Estimation
3 February 2016 2:25pm
Wildlife Crime Tech Challenge: Winners Announced!
22 January 2016 12:00am
The Social Lives of Conservation Technologies and Why They Matter
2 November 2015 12:00am
13 June 2016 4:59pm
Here's a set of tools that could be applicable to this idea
https://github.com/pfr/VideoSpeedTracker