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: ACEAA-Conservacion Amazonica
Machine Learning Intern at Wildlife Institute of India
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Wild Me
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Working on Human wildlife Conflict and Wildlife invasive species management
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Aarhus University
Biologist and Research Technician working with ecosystem monitoring and research at Zackenberg Research Station in Greenland
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Freaklabs
I'm an engineer and product designer working on wildlife conservation technology.
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A marine research intern and science communicator with experience in photography, filmmaking, and collaborating on multi-disciplinary and community-centered marine research focusing on: fisheries management, seagrass ecosystems, and ocean literacy
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Iam very passionate in environment as well as wildlife conservation
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I am a conservation enthusiast who aims at learning more about conservation and its technology. My research interests lie in wildlife conservation in anthropogenic landscapes.
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Capreolus e.U.
wildlife biologist with capreolus.at
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BearID Project & Arm
Developing AI and IoT for wildlife
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Woodland Park Zoo
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Press Release for International Tiger Day – July 29th, 2022: For the first time ever, wild tigers and their prey have been detected by AI-powered, cryptic cameras that transmit the images to the cell phones and...
5 August 2022
Careers
WCS Canada is seeking a Data Technician with a keen eye for detail to support its Wolverine Conservation Program. The Data Technician will be responsible for classifying wildlife photos taken with motion-sensor cameras...
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Two postdoc positions are now accepting applications for an NSF-funded project integrating data from museums, iNaturalist, and camera trapping data from the Snapshot USA annual survey.
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Careers
The Survey Coordinator is a 3 year role that will assist Program Managers in recruiting. training and retaining participants in a nation-wide camera trapping program
9 June 2022
Microchip has just announced the 1 GHz SAMA7G54 single-core Arm Cortex-A7 microprocessor (MPU) with MIPI CSI-2 and parallel camera interfaces, as well as up to four I2S, one SPDIF transmitter and receiver, and a 4-...
3 June 2022
30 May 2022
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Check out this round-up of three of the latest conservation tech studies and news. See more conservation tech news by subscribing to our bi-monthly digest.
24 March 2022
We're proud to introduce the first WILDLABS On the Edge Fellows for 2022, Loretta Schindlerova and Meredith Palmer! Working alongside expert Edge Impulse mentors, these two fellows will use embedded machine learning to...
10 February 2022
This article argues for a conservation method that integrates monitoring technology and community knowledge. Focusing on pangolins, the most trafficked animals globally, the study combines camera trap data from the...
20 December 2021
Camera trap wildlife surveys can generate vast amounts of imagery. A key problem in the wildlife ecology field is that vast amounts of time is spent reviewing this imagery to identify the species detected. Valuable...
20 December 2021
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
August 2022
July 2021
June 2020
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Hi David, Harold is correct. Cattle do like to use anything to scratch against. They are also pretty inquisitive. Cattle don't like shadows or flowing rubbish/ material... |
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Camera Traps | 8 hours 55 minutes ago | |
Hi Yvan,If you find something which reaches your expectation and especially the ability to identify individual with plumage patterns I will be intereted.In the same idea that... |
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AI for Conservation, Camera Traps | 21 hours 38 minutes ago | |
Hi Shawn,I am looking into camera traps to use for an arboreal project in Panama, I am really interested in your experience of mounting camera traps up trees. The photo shows an... |
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Camera Traps | 3 days 18 hours ago | |
I'm interested in your findings for the same utilization, so what did you decide to do ? |
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Camera Traps | 6 days 2 hours ago | |
Have you considered creating a Kaggle competition? If you already have lots of images, and some that have been labelled, then this could be a good way to get people working on a... |
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AI for Conservation, Autonomous Camera Traps for Insects, Camera Traps | 6 days 22 hours ago | |
More info, the exact protocols & instructions to sign up here: https://app.wildlifeinsights.org/initiatives/2000166/Snapshot-Europe... |
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Camera Traps | 2 weeks 5 days ago | |
Cool thread!I will be testing Reolink Wi-Fi cameras in combination with solar powered TP-Link long range Wi-Fi antennas/repeaters later this field season for monitoring arctic fox... |
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Camera Traps | 3 weeks 2 days ago | |
(Not sure how I missed this thread earlier). I think different usage models lead to different security box enclosures. E.g:1. High Risk Locations: You need the... |
+3
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Camera Traps | 3 weeks 3 days ago | |
Hi Kate,I highly appreciate your feedback. I love your idea of using wild ID .I have registered for the wild ID and am looking forward to using it in future. I wont hesitate to... |
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Camera Traps, East Africa Community | 1 month ago | |
Great news Dan! We will be giving the model a go on some of our new eradication projects soon |
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AI for Conservation, Camera Traps | 1 month 1 week ago | |
Hi Meredith,Here's a little more information about the Arribada cameras. They are solar powered and received enough power in the Antarctic winter continue photographing. We... |
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Camera Traps | 1 month 1 week ago | |
@gracieermi & I are happy to announce the latest update to the Conservation Tech Directory, bringing our total resources in the... |
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Acoustic Monitoring, AI for Conservation, Biologging, Camera Traps, Community Base, Data management and processing tools , Drones, eDNA & Genomics, Remote Sensing & GIS, Software and Mobile Apps | 1 month 1 week ago |
Tiger, Tiger, in the Night... Now Visible in Real Time
5 August 2022 at 04:07pm
Dealing with Cows whilst camera trapping
5 August 2022 at 11:17am
9 August 2022 at 12:02am
Hi David,
Harold is correct. Cattle do like to use anything to scratch against. They are also pretty inquisitive.
Cattle don't like shadows or flowing rubbish/ material. So attach a flag post near the camera or build a cage around it. Yet with a cage, cattle will most likely rub up against it.
Never ending cycle of the scratching vs what you don't want moved
Identify animal from Image
2 August 2022 at 01:37am
2 August 2022 at 02:54am
Hi Jitendra.
If they are still images, many people are using Megadetector to analyze their images. I'm not sure how it will do in species classification, but it can tell you if there are images of interest in the shots. Others here can probably give you more detailed instructions on how to use it to batch process camera trap images.
2 August 2022 at 10:24am
Have you considered creating a Kaggle competition? If you already have lots of images, and some that have been labelled, then this could be a good way to get people working on a solution
Wolverine Data Technician

29 July 2022 at 01:59pm
Snapshot Europe 2022 sign-up is open!
20 July 2022 at 06:17pm
Opportunity: Postdocs on mammal species distributions

11 July 2022 at 08:46pm
New Conservation Tech Directory update
27 June 2022 at 04:45pm
Floating mount/base for cameratrap?
23 June 2022 at 02:36pm
23 June 2022 at 08:49pm
@Rob_Appleby @Freaklabs
24 June 2022 at 06:07am
I haven't tried anything like a floating mount for camera traps so would love to stay posted on how it goes. It would open up a lot of possibilities, but it sounds quite complicated too.
Thermal cameras for monitoring visitors in highly vulnerable conservation areas
21 June 2022 at 03:44pm
21 June 2022 at 09:20pm
You should talk with the folks at Arribada Initiative, like @Alasdair, as they've used thermal cameras to automatically detect polar bears & alert local response teams (to avoid human-wildlife conflict). The folks at ConservationAI are also doing similar work. RESOLVE also has the Trailguard system
Most of the geofencing projects I know of are working with tags rather than cameras (e.g., LionShield, Save the Elephants) but it sounds like that wouldn't be as relevant for your needs.
The Conservation Tech Directory may have other examples as well.
22 June 2022 at 07:14am
Thanks! Actually a major concern is wether thermal cameras could substitute the use of eco-counters, and therefore save money and reduce complexity in data analysis.
I will contact them.
23 June 2022 at 01:41pm
At Ol Pejeta, through the Kifaru Rising project, we have 19 FLIR thermal cameras that we use to address poaching as a conservation challenge.
The cameras have been deployed along a key fence line and are monitored 24/7 by a dedicated team.
The cameras have inbuilt analytics capabilities which allow us to design virtual fences/boundaries.
An Alert is generated whenever a human or vehicles crosses the virtual fence. Following an alert, appropriate ranger action is undertaken depending on the video content recorded with each alert.
I think the Alert feature available with these cameras could be leveraged to monitor the wildlife visitor interaction, seeing as a video clip is recorded with each alert, the thermal video clips could be reviewed to assess the wildlife-human interaction effects.
MegaDetector v5 release
20 June 2022 at 09:06pm
29 June 2022 at 11:07am
Great news Dan! We will be giving the model a go on some of our new eradication projects soon
Snapshot USA Survey Coordinator
9 June 2022 at 12:20pm
New microprocessor for low power AI camera & audio applications from Microchip
3 June 2022 at 08:36pm
8 August 2022 at 12:25pm
I've heard that cows love scratching/brushing posts, they may be using your cameras to scratch against. Maybe give them some real scratching posts, and wrap your camera in a thorny bush?