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
No showcases have been added to this group yet.
Quantitative Ecologist
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I'm the Executive Manager of WILDLABS at WWF
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WILDLABS & Wildlife Conservation Society (WCS)
I'm the Bioacoustics Research Analyst at WILDLABS. I'm a marine biologist with particular interest in the acoustics behavior of cetaceans. I'm also a backend web developer, hoping to use technology to improve wildlife conservation efforts.
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I'm a software developer that has pivotted to starting a company, Wildlife Security Innovations, to help people and wildlife live together safely.
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I am Marylove,holder of bachelor degree in wildlife Management and conservation. I am interested in wildlife based research and conservation activities. *Also I am interested in entomology learning, I can do I identification and mounting of ant species.*wildlife article writer
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Camera Trap Technologist at Large
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Article
Trail Cameras & Custom Camera Traps: Technology, Ethics & Strategies for Success
12 June 2026
This role would suit someone with a background in ecology or environmental science who enjoys combining fieldwork, data analysis, and applied research to support real-world environmental outcomes.
8 June 2026
New data portals are making it easier to discover and explore wildlife tracking and camera trap datasets from around the world.
4 June 2026
Thanks to support from the WILDLABS Awards through the Boring Fund, funded by Arm, we were able to deliver a conservation technology training programme designed to make wildlife monitoring tools more accessible to rural...
3 June 2026
The Smithsonian’s National Zoo & Conservation Biology Institute (in collaboration with Duke Farms, a center of the Doris Duke Foundation) is seeking a postdoctoral researcher to lead the development of next-gen...
1 June 2026
🌍 Conservation technology is transforming how we protect wildlife, but are we thinking carefully enough about the risks? Drones, camera traps, GPS trackers, acoustic sensors, AI, and remote sensing have become...
22 May 2026
A 3-year, fully-funded PhD studentship at the interface of ecological theory, AI and global biodiversity mapping
28 April 2026
Invitation to submit articles for a Special Issue of the journal "Sensors"
28 April 2026
Researchers at the University of Oxford are developing a software tool called MorphoCam to support workflows for camera trap distance sampling and morphometric measurements. Help shape the tool by taking part in this...
24 April 2026
Careers
The Smithsonian Institution is the world’s largest museum, education, and research complex, with 21 museums and the National Zoo. This position is located in the Smithsonian's National Zoo and Conservation Biology...
21 April 2026
May 2026
April 2026
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| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| Thanks for this! I've shared this post with the WildTrax (https://wildtrax.ca/) team and CanAvian (https://canavian.ca/) to investigate. We're exploring data standards as... |
|
Acoustics, Autonomous Camera Traps for Insects, Camera Traps, Data Management & Mobilisation, Open Source Solutions, Software Development | 2 hours 25 minutes ago | |
| Hi Jennifer,Reconyx are some of the best cameras, so it sounds like you may have been unlucky with the batch.The 4 cameras you visited 2 months later (100% battery life) would... |
|
Camera Traps | 1 day 1 hour ago | |
| In case someone. Find this totally out of place commemt… this is how I solved it, I've decided to use a IMX477 HQ Camera, building a *manual, heavy-duty optical rig* utilizing C/... |
+20
|
AI for Conservation, Autonomous Camera Traps for Insects, Camera Traps, Edge Computing | 1 week ago | |
| Thank you everyone for your recommendations! We were awarded the grant, so I will share this information with our team, taking all your advice into consideration with our budget.... |
+5
|
Camera Traps, Animal Movement, Community Base, Early Career, East Africa Community, Emerging Tech, Human-Wildlife Coexistence | 1 week 2 days ago | |
| Hi everyone,I'm a student in Mexico studying engineering with a focus on conservation technology — working on IoT sensor networks, wildlife... |
|
Acoustics, Conservation Tech Training and Education, Latin America Community, East Africa Community, Connectivity, Marine Conservation, Camera Traps, Sustainable Fishing Challenges, Software Development, Data Management & Mobilisation, Protected Area Management Tools, Early Career, Sensors, Open Source Solutions, Emerging Tech | 1 month 1 week ago | |
| That 1280x1024 resolution thermal camera is extremely expensive. It's more than 10,000 euros.As to standing low temperatures the thermal modules are rated to -40C. I guess I'll... |
|
Camera Traps, Wildlife Crime, Sensors | 4 weeks 1 day ago | |
| @annavallery here's the article with geospatial-ish highlights in case you're interested: https://wildlabs.net/en/article/wildlabs-geospatial-group-ictc-2026. Let me know if... |
|
AI for Conservation, Animal Movement, Camera Traps, Citizen Science, Community Base, Data Management & Mobilisation, Drones, Emerging Tech, Ethics of Conservation Tech, Human-Wildlife Coexistence, Latin America Community, Protected Area Management Tools, Wildlife Crime | 1 month ago | |
| Myself and the Fauna & Flora Conservation Technology team will be there (@Chelsea_Smith and @ugyenpenjor ) and also the WILDLABS team @HRees ! See you! |
+6
|
Geospatial, Acoustics, AI for Conservation, Camera Traps, Citizen Science, Community Base, Data Management & Mobilisation, Emerging Tech, Open Source Solutions, Protected Area Management Tools | 1 month ago | |
| Your efforts looks interesting Harold! I will bring back some of the older cameras after this years field season for experimentation. |
|
Camera Traps | 1 month 1 week ago | |
| Yes it is possible. We provide an annotation UI to let you quickly review the model predictions and update them as you see fit! |
|
AI for Conservation, Camera Traps, Citizen Science, Open Source Solutions, Software Development | 1 month 3 weeks ago | |
| For those of you interested in bats, thought I'd share. Our camera trap triggered on bats in the field in thermal last night several times... |
|
Camera Traps | 1 month 4 weeks ago | |
| That's true. These are thermal.I believe for the hedgehog usecase likely you could already get a great improvement in detectability wtih the 256x192 resolution module. I won't... |
|
Camera Traps | 2 months ago |
Safe and Sound project report: Is Camtrap DP a suitable standard for (bio)acoustic data?
18 March 2026 4:17pm
Issues with new model of wildlife cameras
8 June 2026 4:54pm
15 June 2026 12:19am
Hi Jennifer,
Reconyx are some of the best cameras, so it sounds like you may have been unlucky with the batch.
The 4 cameras you visited 2 months later (100% battery life) would appear to indicate that there's a trigger issue with the PIR, although you'd expect at least some drop in power even with 2 months idle consumption (1-2%). The 8/12 then running out of power with less than you'd expect photos wise however points to a possible brown out, which would be linked to battery chemistry if there's a pull of current and the camera is restarting in say 50% of the triggers, but you'd need some very old rechargable alkalines that have already been used for several years etc.
What did you use battery wise for the deployment?
If you sent them back for an inspection I would be interested to hear what the reason was.
Good luck!
New Book on Camera Trapping Tech
12 June 2026 3:39am
Mini AI Wildlife Monitor
25 June 2025 12:27pm
7 June 2026 1:56pm
I haven't really looked into PoE cameras, sorry.
7 June 2026 6:33pm
Hey Luke,
Appreciate your reply, very much.
I am not quite sure what you mean by setup but, this is the experimental design.
I will deploy cameras in shade forest areas to record insect visitors to animal feces. The “baits” will be deployed in a flat square with a camera pointing down on it at a distance of 30 to 40 cm.
So, following your comments if PIR doesnt work what should I use? Motioneyes? Or something else?
My comments regarding the battery are related to the PI shutting down when the battery level is low and some hats just stop supplying power automatically instead of being in standby/hold. So I wonder if I could do something coding/physically to solve it. Can I?
Following your advice about the fixed lens, I would need to adjust the focus for each camera in the field to ensure everything is in focus, is that right? It's a little different than a month trap since the surface where the insects will move around is not exactly even, hence my thoughts on using a autofocus camera.
Once again thanks for the help, and congrats on your elegant project.
8 June 2026 9:15pm
In case someone. Find this totally out of place commemt… this is how I solved it, I've decided to use a IMX477 HQ Camera, building a *manual, heavy-duty optical rig* utilizing C/CS-mount lenses and physical macro extension tubes.
Biodiversity Monitoring Scientist
8 June 2026 5:22pm
Camera trap recommendations
2 April 2026 11:40pm
15 May 2026 4:12pm
Hi Stephanie, We are manufacturing an innovative AI-powered trail camera called DeterCam, and we are based in the UK: https://innovfactory.com/
The camera is equipped with our Edge AI technology, which allows it to detect only animals and send media (pictures/videos) only when an animal is present in front of the camera. This significantly reduces false triggers and power consumption.
Our Edge AI architecture allows the camera to operate for up to 1 year on battery power (assuming approximately 5 triggers per day). The system also allows full remote control from our cloud platform, including:
• Video duration
• PIR trigger settings
• Detection configuration
• Camera management and updates
The camera is equipped with a 4G module, allowing all media and detections to be uploaded directly to the cloud, meaning there is no need to physically collect data from the SD card.
We supply the complete solution, including manufacturing the battery packs ourselves. The total internal battery capacity can reach up to 32,500 mAh. To date, we have sold over 10,000 units worldwide.
Please let me know if you have any questions.
You can email me if you have any further questions: [email protected]
18 May 2026 6:18pm
Hi, are you looking to import these? Do you have any import tax considerations? This could impact which models you buy. I have been using Acorn models, very reliable and provide photo and 4K video with sound options.
Best wishes
Susan
6 June 2026 3:44am
Thank you everyone for your recommendations! We were awarded the grant, so I will share this information with our team, taking all your advice into consideration with our budget.
Wild Moves and Wild Album: New GBIF Data Portals for Animal Tracking and Camera Trap Data
4 June 2026 6:36pm
What Happens When Conservation Technology Leaves the Lab? Lessons from Training Rural Communities in the Brazilian Cerrado
3 June 2026 1:20am
Ecologist (Postdoctoral Research Fellow), IS-0408-09
1 June 2026 4:02pm
Looking for internships, fellowships, and scholarships in conservation technology
2 May 2026 9:03am
Help shape best-practice guidance on conservation technology - input to survey
22 May 2026 10:20am
A thermal (at 1280x1024 resolution) impression of Kasteel park Born, The Netherlands
28 March 2026 10:50am
7 April 2026 8:55am
On this note, if the application was poacher detection, then with the general purpose lens on this module it can detect a person with AI in complete darkness at 100m. As in this photo.
15 May 2026 8:18pm
Hi Kim,
Pretty impressive camera! How much are these going for? We are hoping to find some cameras that can withstand the Canadian winter. Do you have any comparable recommendations that might be available in these parts (Toronto, Ontario)?
We've developed real-time monitoring pipeline for basic behaviours in tigers and polar bears at the Toronto Zoo using CCTV Livestreams and are now hoping to configure a standalone camera system with a microcontroller and 4G-enabled router for real-time monitoring and alerts in a mobile deployment.
For your particular camera, you had mentioned in another thread that an export license is required outside of the EU for various camera resolutions - why is that?
Thanks in advance for your input!
Li
17 May 2026 6:03pm
That 1280x1024 resolution thermal camera is extremely expensive. It's more than 10,000 euros.
As to standing low temperatures the thermal modules are rated to -40C. I guess I'll find out soon enough if they can stand the cold temperatures as two of these units will be going to Greenland soon.
Our thermal systems will not run on micro-controllers. They come with either a Raspberry Pi based host of a NVidia Jetson based host.
About export licenses. Thermal imaging technology is deemed dual-use tech. And it's governed in Europe by what's called the Wassenaar agreement or ITAR. Canada is on the list of countries for which less restrictions apply. Export doesn't need a license for up to 384x288 resolution. But 640 resolution or higher require a license. We apply for such licenses to export for our clients. There's potentially up to an 8 week wait for a license, but there's also a wait for typically 6-8 weeks to get new stock unless I happen to have some spare.
The 640x512 based system is sold with an outdoor box and 3D printed enclosures suitable for outdoor wildlife monitoring and the host computer and software and is in the vincity of 3000 euros, but the price varies with the chosen components and also what's happening in the markets. Currently Raspberry Pi hardware is crazy expensive to what it used to be priced at due to the memory shortage.
Call for Collaboration: Share your voice at ICTC next week!
11 February 2026 3:29am
19 February 2026 3:35am
Hi Anna!
Is there anything that sparks your curiosity, which I can address for you? Take a look at the upcoming day 2 and day 3 sessions, and if you see anything that intrigues you, please let me know! I'll happily join the session that aligns, and share your thoughts! ☺️
Kind regards,
Mandy
13 May 2026 2:18pm
That's a great idea @MandyEyrich ! Similar to your idea, I wrote up an article with geospatial highlights from ICTC 2026: https://wildlabs.net/en/article/wildlabs-geospatial-group-ictc-2026.
Is the Human-Wildlife Coexistence article available yet? Would love to read it and share it with colleagues at Fauna & Flora.
13 May 2026 2:21pm
@annavallery here's the article with geospatial-ish highlights in case you're interested: https://wildlabs.net/en/article/wildlabs-geospatial-group-ictc-2026. Let me know if you have any questions or specific interests. Happy to share further details!
Nature Tech Unconference - Anyone attending?
8 March 2025 12:11pm
24 April 2026 9:59am
What about this year? Who will be there?
https://www.naturetechweek.com/
I am planning to be there for the Unconference and some satellite events.
28 April 2026 4:10pm
I'll be there for the Unconference- looking forward to it!
13 May 2026 12:05pm
Myself and the Fauna & Flora Conservation Technology team will be there (@Chelsea_Smith and @ugyenpenjor ) and also the WILDLABS team @HRees ! See you!
Synchronizing camera traps
24 April 2026 12:45pm
2 May 2026 7:47am
I've looked into adding external triggers to camera traps. I've documented that effort here. Basically, it involves board level work to hijack the trigger signal. But as this signal is open drain, it's straightforward to wire-OR several of these signals from multiple cameras. In your case, you can perform this OR operation using simple wireless units.
I'm afraid I don't see a way to abstract and extract the trigger functionality cleanly into a drop-in product. Perhaps the best that can be done is to convert all participating cameras into slave units by replacing the IR sensor with a connector to which a master triggering source is attached. This still requires individual board work, but is at least straightforward.
3 May 2026 5:15pm
I guess I will need to come up with a timing requirement specifications. I am afraid that has to be done by trial and error.
3 May 2026 5:18pm
Your efforts looks interesting Harold! I will bring back some of the older cameras after this years field season for experimentation.
Biodiversity Lab Manager
Open PhD project: Decoding and mapping Earth's species interactions with ecological AI
28 April 2026 4:51pm
"Sensor Systems for Biodiversity and Ecosystem Monitoring" - Special Issue Invitation
28 April 2026 12:10pm
Calling all researchers working with camera trap imagery!
24 April 2026 2:03pm
Biowatch: a free, open-source desktop app for camera trap analysis
21 April 2026 10:07am
22 April 2026 11:30am
Thanks Andrew! Looking forward to your feedback when you get a chance to test it out!
22 April 2026 7:50pm
This looks amazing and I look forward to trying it out when I get the chance!
Just wondering, when it comes to the AI recognitions, is there a way to "rename" the recognitions that were incorrect?
23 April 2026 12:56pm
Yes it is possible. We provide an annotation UI to let you quickly review the model predictions and update them as you see fit!
New release: BoquilaHUB 0.4
Ecological Data Scientist
21 April 2026 9:22pm
Bats in a field
16 April 2026 7:26am
The Hidden World of Sensitive Species Data
10 April 2026 4:03pm
Camera trappin hedgehogs in woodlands.
4 March 2026 4:56pm
8 April 2026 12:04pm
Another hedgehog detection. This one from at least 20m away.
10 April 2026 11:54am
Thanks - thee are thermal images rather than traditional? The nature of our survey (a large citizen science survey where 30 cameras are placed at a time around a 1km square) would probably mean financially using thermal cameras would be very expensive. But knowing that traditional cameras are missing hogs in some of the places we are nt finding them, would mean that we could perhaps focus in on certain environments with more expensive equipment.
10 April 2026 1:13pm
That's true. These are thermal.
I believe for the hedgehog usecase likely you could already get a great improvement in detectability wtih the 256x192 resolution module. I won't mention prices in this post but I'll DM you with some more information.
Note, I haven't tested the 256x192 resolution modules in detecting hedgehogs, but I have some more coming in soon then I can potentially use one for testing, this could well we worth testing out. If I can find a reason reliably place to detect hedgehogs around here :-)
I hope you enjoyed the video of the hogs. With the latest one I had the camera angled more down the path. I'm quite happy to see just how far away it can see the little guys.
Camera for parrot nesting boxes
3 April 2026 10:19am
Halow wifi, local AI, thermal + visible
6 July 2025 11:15am
26 March 2026 9:16pm
Chances are that I would be building my own enclosures.
27 March 2026 1:59am
Cool!
makes me think of your other posting about shared/"extra" inferencing on a Jetson compute board , if edge sensors could just stream low fps stuff point-point back to it...
27 March 2026 6:10am
I think that you are thinking in the right direction with this Chris. Once you have made to bridge over to higher power processors than microcontrollers. All your options open up. And pre-selection of training images to save data transfer costs whilst keeping it remotely transferrable makes good sense.
I WANT TO TELL YOUR STORY
29 June 2025 10:22am
1 October 2025 7:43am
I'm not involved with this, but I just learned about Sea Shepherd today and their project to fight illegal octopus trapping. Sorry I can't help with an intro, but it would be a very cool story to share if you can get in touch!
11 January 2026 7:33am
Amazing!
Found your instagram page and have been scrolling all morning ( most educative doomscrolling I've done so far😂). Love it, am seeing sea creatures I've never seen.
24 March 2026 1:37pm
Wonderful work! Would you be interested in documenting a story about afforestation from the Pacific Ocean to the Himalayas (Indus River focus)?
I’m interested in doing an expedition documentary bridging mythology and conservation with a YouTuber to help bring awareness towards forest conservation all along the river. The focus is water and water wildlife.
Looking To Utilize My Skillsets To Help
19 March 2026 10:26pm
Camera Trap Integration Webinar with Sensing Clues: Connecting Your Camera Traps with All Your Conservation Data
19 March 2026 10:07am
12 April 2026 6:19pm
Your report on extending Camtrap DP to bioacoustics resonated with something we are just beginning to explore in Mindoro Island, Philippines.
We have ongoing camera trap deployments in interior forest habitats and are beginning to examine the acoustic layer embedded in those recordings, particularly for nocturnal species such as the Mindoro Boobook. The discussion around terminology and how datasets are structured feels especially relevant, though I am still trying to understand how frameworks like Camtrap DP would apply in practice to this kind of data.
It is encouraging to see this direction being shaped at the community level. I will be following this closely as we continue to learn and figure out how our own datasets might eventually align.
15 June 2026 11:54pm
Thanks for this! I've shared this post with the WildTrax (https://wildtrax.ca/) team and CanAvian (https://canavian.ca/) to investigate. We're exploring data standards as part of a recent initiative so this will be very helpful! @jeffcullis