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.
World Wide Fund for Nature/ World Wildlife Fund (WWF)
I work to deploy and scale conservation technologies, including AI-enabled camera traps and eDNA tools, to help practitioners monitor and protect biodiversity more effectively.
- 2 Resources
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- 7 Groups
- @LucyD
- | She/Her
Software engineer and data scientist with an ecology and conservation twist
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- @jcsibley
- | she/her
GIS and Data Manager
- 0 Resources
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- 4 Groups
Founder of Ecotone Robotics, building drone payloads, field hardware, and ML systems for conservation. Aerial survey, edge inference, and computer-vision species ID.
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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.
- 45 Resources
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- @pquestel
- | He/him
With a passion for nature and a soft spot for animals, I enjoy exploring the latest advancements in AI-driven conservation. In my spare time, you'll probably find me hanging around a football field or exploring the outdoors.
- 0 Resources
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- 6 Groups
- @ReillyHammond
- | She/her
Graduate student at Arizona State University studying viral cancer in sea turtles and community science and conservation engagement through conservation and technology.
- 0 Resources
- 1 Discussions
- 11 Groups
Quantitative Ecologist
- 0 Resources
- 1 Discussions
- 3 Groups
- @carlybatist
- | she/her
ecoacoustics, biodiversity monitoring, nature tech
- 133 Resources
- 373 Discussions
- 19 Groups
- @HRees
- | Him/His
WILDLABS & Fauna & Flora
WILDLABS - Programme Development Manager, keen interest in bats, hyenas and tech!
- 22 Resources
- 39 Discussions
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- @StephODonnell
- | She / Her
Tech, Sustainable Finance at World Bank & CFA (prev. Founder WILDLABS)
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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
For the 10th year in a row, we’re inviting the community to share photos and videos of how they’re engaging with technology for wildlife conservation. Participate to connect with the community, vote for your favorites,...
20 January 2026
Link
Camera traps in Thailand’s Princess Sirindhorn Wildlife Sanctuary picked up 13 flat-headed cat records in 2024 and 16 more in 2025. The last confirmed sighting of the species in Thailand was in 1995
8 January 2026
Move BON is seeking a new Interim Co-Chair to help shape the future of biodiversity observation and movement ecology.
6 January 2026
May 2026
April 2026
event
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| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| Hi everyone,I'm a student in Mexico studying engineering with a focus on conservation technology — working on IoT sensor networks, wildlife... |
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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 ago | |
| 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... |
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Camera Traps, Animal Movement, Community Base, Early Career, East Africa Community, Emerging Tech, Human-Wildlife Coexistence | 2 weeks 1 day 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... |
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Camera Traps, Wildlife Crime, Sensors | 2 weeks 3 days 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... |
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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 | 3 weeks ago | |
| Myself and the Fauna & Flora Conservation Technology team will be there (@Chelsea_Smith and @ugyenpenjor ) and also the WILDLABS team @HRees ! See you! |
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Geospatial, Acoustics, AI for Conservation, Camera Traps, Citizen Science, Community Base, Data Management & Mobilisation, Emerging Tech, Open Source Solutions, Protected Area Management Tools | 3 weeks ago | |
| Your efforts looks interesting Harold! I will bring back some of the older cameras after this years field season for experimentation. |
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Camera Traps | 1 month 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! |
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AI for Conservation, Camera Traps, Citizen Science, Open Source Solutions, Software Development | 1 month 1 week 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... |
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Camera Traps | 1 month 2 weeks ago | |
| 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... |
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Acoustics, Autonomous Camera Traps for Insects, Camera Traps, Data Management & Mobilisation, Open Source Solutions, Software Development | 1 month 2 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... |
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Camera Traps | 1 month 3 weeks ago | |
| Hey everyone,I'm looking for experience/suggestions for cameras that could work in nesting boxes. For a project, I am looking to monitor... |
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Camera Traps | 2 months ago | |
| 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... |
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Camera Traps, AI for Conservation | 2 months 1 week ago |
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
Camera trap recommendations
2 April 2026 11:40pm
2 May 2026 6:10am
Surprised no one has recommended Bushnell. In Indonesia we use Bushnell 30MP Core DS-4K No Glow 119949C and Bushnell 32MP Core DS-4K Double Sensor 119987C, both are now the same price here. Depending on where you are they may be more expensive, but they retail in North America for close to USD 100. No wifi but in remote locations that doesn't matter. Low flash and good image/video quality. Definitely recommend getting a case for protection against animals (we have macaques and Sun bears). They like to grab hold and scratch a little but we've never had serious damage.
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
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
29 April 2026 1:31pm
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
Microsoft Forms
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
22 April 2026 3:31pm
Ecological Data Scientist
21 April 2026 9:22pm
Bats in a field
16 April 2026 7:26am
Safe and Sound project report: Is Camtrap DP a suitable standard for (bio)acoustic data?
18 March 2026 4:17pm
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.
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!
Bot Verification
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
Solar powered thermal wolf monitor
7 February 2026 1:31pm
6 March 2026 1:34pm
Hi, Kim,
This is really cool!
It seems to me that there are at least two different wolves in this video (Feb 7). Does your AI system identifies individuals?
6 March 2026 2:41pm
I am not focusing on identifying individuals. It would be very hard to do so even for a human that knew the wolves based on 640 resolution or lower resolution thermal modules. Possibly the 1280x1024 resolution thermal module could start to get good enough for that.
Daytime with visible light would be quite a different thing, but the wolves at this site do not come during the day. We are trying not to disturb the wolves, so I'm using 940nm invisible lighting for night, but as a consequence the camera also sees it less well.
My focus is on reliable recognition that wolves are there along with rapid alerting and response, with an eye towards helping people have viable tools to keep their animals safe and live with wolves.
I will receive a 1280x1024 resolution thermal module soon, so I hope to find out how good the image is, I expect it will be amazing. It has double the resolution width and height and slightly more zoom than what I have now. We should see wolves really well with it.
It might also be, that thermal shows up some attributes, such as old wounds, through the fur that would help with identification. Hope to find out soon. I'm pretty sure that we have been able to identify the older mother Noella frequently. Most just through size differences.
We hit winter pretty quickly, so the 4K ultra low light visible module was not used due to taking up too much power 5W, versus 1W for the thermal. I hope to be able to redeploy this soon now we are approaching spring and there is abundant sunshine again.
Your profile says you are involved with pathogen monitoring. I would expect there to be good potential for health monitoring with thermal modules. The 1280x1024 resolution module I'm ordering is also radiometric. So within around 5m it can tell the temperature of individual pixels. I see potential here for example for detecting pigs with swine fever, that sort of thing.
7 March 2026 9:06pm
Thank you for your detailed response. Looking forward to seeing what will come out of your 1280x1024 module.
Some nocturnal mammals, opossums for example, display unique mark patterns at UV range (in case you have detectors for that range).
And yes, thermal images for health monitoring holds great potential. Keep up the good work!
Camera trap or fixed-camera setups for insect guild monitoring at dung/carrion stations (Brazil)
24 January 2026 8:51pm
3 March 2026 2:14pm
@Hubertszcz maybe you have advice: "Minimum resolution or lens characteristics that are sufficient for guild-level classification"
i don't really know what guild-level means.
@domvonmatter - do you have a photo or drawing example of what a carrion station would look like on the forest floor? like will the camera be on the ground? Will it be above the ground but looking down?
how big of an area does it need to image?
what data do you need to get out? Like behavior that might need full motion video but maybe lower visual resolution? or just identification that might need lower temporal resolution, but higher visual resolution
6 March 2026 1:36pm
6 March 2026 11:28pm
There aren’t that many close-focus trail cameras. The only current model I’m aware of is the GardePro E8PCF. It is fixed focus at 200mm (no zoom). I have not used this camera, but know others who have. It has a timelapse feature. One thing to check before buying is that the timelapse feature works at night. The GP website has a picture that suggests this true, but I know (for example) that in Browning camera timelapse does not work at night.
[There are other options. You can attach lenses from reading glasses to a standard focus trail camera to convert it to close focus. I have developed firmware hacks for older Browning SpecOps and ReconForce cameras that allows the timelapse to work around the clock. Alas, these hacks don’t work on the latest HP5-Ultra models, and retrofitting optics on a pile of cameras is probably not how you want to spend your time. I'd try the GP]
When Wildlife Becomes Data: Ethical AI in Biodiversity Monitoring- Join the GEO Indigenous Alliance Summit 2026 March 16-19
5 March 2026 3:53pm
The NatureHelm team is headed to the Wilmot Field Day
4 March 2026 2:08am
Introducing Bio-Sentinel for Machine Learning Wildlife Monitoring Quality Assurance
2 March 2026 4:57pm