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
Society for Conservation GIS
- 0 Resources
- 16 Discussions
- 4 Groups
- 1 Resources
- 4 Discussions
- 2 Groups
Working on Human wildlife conflicts and animal invasive species management
- 0 Resources
- 38 Discussions
- 10 Groups
University of Adelaide
- 0 Resources
- 9 Discussions
- 17 Groups
WILDLABS
I'm the WILDLABS Research Lead at WWF-US
- 5 Resources
- 48 Discussions
- 24 Groups
My name is Ann Wambui ,a conservationist working as a conservation officer at Mugie Conservancy. Am a Diploma holder specialized in Wildlife Management from the Wildlife Research Training Institute. Currently, am Distance Learning student at the Africa Nazarene University.
- 0 Resources
- 5 Discussions
- 9 Groups
WILDLABS Associate Specialist based in Southern California
- 26 Resources
- 114 Discussions
- 14 Groups
- 0 Resources
- 1 Discussions
- 2 Groups
WILDLABS
I'm the Community Manager at WILDLABS
- 68 Resources
- 538 Discussions
- 30 Groups
Dr. Kadambari Devarajan is an engineer-turned-ecologist working on biodiversity monitoring. (Website - http://kadambarid.in/)
- 0 Resources
- 0 Discussions
- 14 Groups
Software developer with a keen interest in ornithology, wildlife, and nature conservation.
- 0 Resources
- 0 Discussions
- 5 Groups
- 0 Resources
- 0 Discussions
- 4 Groups
Consultancy opportunity at ZSL for an experienced monitoring specialist to support species monitoring in rewilding landscapes across Europe
31 January 2023
Are you stuck on an AI or ML challenge in your conservation work? Apply now for the chance to receive tailored expert advice from data scientists! Applications due 27th January 2023
18 January 2023
2
WILDLABS and Fauna & Flora International are seeking an early career Vietnamese conservationist for 12-month paid internship position to grow and support the Southeast Asia regional community in our global...
11 January 2023
Careers
PhD position (m/f/d) in Insect Ecology and Conservation
Andrew Fairbairn
This position focuses on the ecology aspect of the project, while a second PhD in Ilmenau will be dealing with programming/AI development. Because of the high temporal resolution of our data, we can investigate how land...
9 January 2023
To assist with creative research project in the DC/VA/MD region
6 January 2023
The University of Alaska Fairbanks is seeking a research Post Doctoral Fellow to work in collaboration with the Arctic National Wildlife Refuge, U.S. Fish and Wildlife Service. The position will focus on using Machine...
7 December 2022
First known baited underwater video match of an individual white shark, based on facial scars and other unique features White shark undertakes 1,100-mile (1800-km) transboundary swim from South Africa to Mozambique
25 October 2022
1
Five articles that include conservation tech published at Mongabay
20 October 2022
*New closing date!* WILDLABS and Fauna & Flora International are seeking an early career conservationist for 12-month paid internship position to grow and support the Southeast Asia regional community in our global...
19 October 2022
The device could help scientists explore unknown regions of the ocean, track pollution, or monitor the effects of climate change.
26 September 2022
Careers
The Senior Conservation Technology Specialist will be responsible for providing technical advice and capacity development to GWP project teams on conservation technology, distilling challenges and lessons from project...
22 September 2022
2
The European Biodiversity Partnership Biodiversa+, co-funded by the European Union, has launched a call for research proposals on “Improved transnational monitoring of biodiversity and ecosystem change for science and...
14 September 2022
1
February 2023
event
May 2023
event
Description | Activity | Replies | Groups | Updated |
---|---|---|---|---|
Hey Tom,Since the output is dependent on a couple of factors such as the solar irradiance of the place, shading from the canopy, the type of solar panels (mono, poly or amorphous... |
|
Autonomous Camera Traps for Insects, Build Your Own Data Logger Community, Camera Traps, Conservation Tech Training and Education, Sensors | 2 days 7 hours ago | |
Hi everyone. Titus here from the Philippines. We are currently working on creating a deep-sea dropcamera similar to Pau Anta's but... |
|
Camera Traps, Emerging Tech, Open Source Solutions | 4 days 16 hours ago | |
@Stephanie as luck would have it, I recently released some firmware for Browning BTC-7E-HP5 and BTC-8E-HP5 cameras that contains a number of feature enhancements, including the... |
|
Camera Traps | 5 days ago | |
Hi @vishnuthavara so you need a camera that does both timelapse and is motion activated? Something like this maybe: |
|
Camera Traps | 5 days 6 hours ago | |
Hi @timmh I've posted a link to this on Twitter too so fingers crossed you get some replies! All the best, Rob |
|
Camera Traps | 5 days 6 hours ago | |
Thanks Chris,Probably quite similar in size to your existing setup above, but we'd use two Li-ion rechargable batteries most likely (could be an 18500). I'll be sure to share more... |
|
Camera Traps | 5 days 6 hours ago | |
The PIR motion sensor is at the top of the device board. You can see they are using a 3-pin analog motion sensor. From there it goes into a processing circuit. Unfortunately it... |
|
Camera Traps | 2 weeks ago | |
My original background is in ecology and conservation, and am now in the elected leadership of the Gathering for Open Science Hardware which convenes researchers developing open... |
|
AI for Conservation, Biologging, Camera Traps, Conservation Tech Training and Education, Data management and processing tools , Drones, Emerging Tech, Sensors | 2 weeks 1 day ago | |
Hi Simon, i've popped you an email too, but actually sharing some more information here about what you're after will mean you'll be able to get better help from our full... |
|
AI for Conservation, Camera Traps | 2 weeks 2 days ago | |
Hi Ellie, did you compile this information and is it avaiblable somewhere?I need to upgrade the camera system in Baiboosun Nature Reserve Kyrgyzstan and this info would be of... |
+36
|
Camera Traps | 2 weeks 3 days ago | |
Hi everyone, I seek your help for the choice of my thesis subject, I hold a Master's degree in Management of protected areas and I have... |
|
Camera Traps, Data management and processing tools , Protected Area Management Tools, Remote Sensing & GIS | 3 weeks 1 day ago | |
No, I was never able to figure out how to send these to anyone on here. I was hoping to learn how to clear these videos up if possible! |
|
Camera Traps, Data management and processing tools , Open Source Solutions, Software and Mobile Apps | 1 month ago |
Download files through wifi/BT ?
25 August 2022 2:27pm
Lead Software Engineer for ARISE
19 August 2022 8:22am
Online workshop: analysis of camera trap data with distance sampling
18 August 2022 2:03pm
21 August 2022 7:23am
12 September 2022 6:21pm
Lead Software Engineer, Wildlife Insights
10 August 2022 11:06pm
Building a simple AI-powered, human-in-the-loop system to manage wildlife camera trap images & annotations
10 August 2022 8:12pm
Hi folks! I built out a human-in-the-loop annotation platform for Felidae Conservation Fund, a SF-Bay Area nonprofit last Fall using MegaDetector. I'm looking for feedback from this amazing community around areas of collaboration, especially data/software resources we can share!
Dealing with Cows whilst camera trapping
5 August 2022 11:17am
9 August 2022 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
9 August 2022 3:22pm
I like the idea of supplying them with a scratching post solution, I will look into that. Thorns/gorse is also a great idea.
Thanks very much for the suggestions! I will let you know what works!
9 August 2022 3:24pm
Hi Kim,
Thanks for the response. I think they can hear our cameras clicking when they are set off and they come to see what is happening so I would totally agree with the inquisitive cows!
I will try the flag idea as building cages is just not going to be practical with soil depth.
Thanks for the suggestion!
Cheers
Dave
Turn old smartphone into IA camera trap?
24 September 2021 1:08pm
9 August 2022 12:06pm
I did not know that it was possible, did you do a tutorial to build this device?
9 August 2022 12:08pm
Dear Robin, unfortunately, I don't have the specific skills to do such things, do you have a tutorial to share?
9 August 2022 12:15pm
For info, I found this "IA cloud software" running on phone but don't know how to integrate it for the work I'm looking for:
Can deep learning identify seabirds? (species, within-species, individual)
25 May 2022 8:24pm
21 June 2022 4:55pm
Update: I asked the same question on twitter so I'm sharing answers I got there:
21 June 2022 5:41pm
Hi Yvan,
I dropped this into the AI for Conservation slack group as well, you got this reply this morning:
Steph
8 August 2022 11:12am
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 Ultralytics, there is :
Which could probably answer your first and second requirements.
And find here a great website showing all the IA-based camera software, you may find solutions or contact throw this list:
Tiger, Tiger, in the Night... Now Visible in Real Time
5 August 2022 4:07pm
Hardware Advice Needed: Cameras for seabird' nests
12 September 2018 1:16pm
25 October 2018 10:56am
Great to hear, thanks for the update Laura. I'd be curious to hear what the team decides to go with, would you be able to report back what they end up doing?
25 October 2018 1:44pm
Yes of course! I will let you know as soon as they tell me something :)
3 August 2022 6:55am
I'm interested in your findings for the same utilization, so what did you decide to do ?
Identify animal from Image
2 August 2022 1:37am
2 August 2022 2:54am
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 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 1:59pm
Snapshot Europe 2022 sign-up is open!
20 July 2022 6:17pm
setting up a network of cameras connected to a server via WIFI
3 April 2022 7:19am
27 June 2022 4:37pm
Oh awesome, I hadn't heard of those brands beforehand, thanks for mentioning them!
9 July 2022 6:03am
Great discussion! Pet (and other 'home') cams are an interesting option as @antonab mentioned. I've been testing one at home that physically tracks moving objects (and does a pretty good job of it), connects to my home network and can be live previewed, all for AUD69 (I bought it on special. Normal retail is AUD80):
On the Wifi front, and a bit of a tangent, has anyone done any work using 'HaLow' (see below for example) as it seems like an interesting way to extend Wifi networks?
17 July 2022 8:21am
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 dens at our remote off grid site in Greenland. The long range Wi-Fi antennas are rather power hungry but with sufficient solar panel and battery capacity I am hopeful it will work.
I am looking forward to explore the links and hints above after the field season.
Cheers,
Opportunity: Postdocs on mammal species distributions

11 July 2022 8:46pm
Camera Trap Image analyzer
2 June 2022 10:41am
17 June 2022 3:58pm
Hi Ann,
The best thing to do is contact Nic and Hannes directly:
https://wildeyeconservation.org/contact-us/
They can provide you with an overview of the software and answer any questions you have. I've heard good things from a couple of others who have tried out TrapTagger.
Best,
Matt
2 July 2022 9:48am
Hello Matt,
Many thanks for your recommendation . I contacted Nic and we have planned a session where he will take me through the software.
Regards,
Ann
2 July 2022 2:39pm
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 contact you incase of any inquiries.
Many thanks,
Regards,
Ann
MegaDetector v5 release
20 June 2022 9:06pm
29 June 2022 11:07am
Great news Dan! We will be giving the model a go on some of our new eradication projects soon
Time-lapse camera trap recomendations
19 April 2022 10:42am
5 June 2022 7:51pm
Wow, I'd not come across the Kilocam before. What a cool piece of kit! Not remotely helpful to your question sorry (I honestly don't know of a cheaper, better option anyway), but could be the basis of a very cheap, time-lapse camera-collar...
9 June 2022 1:22pm
Hi Meredith
We used some cheap Browning trail cams to record grey seal behaviour on the Farne Islands over the last autumn as a timelapse. We recorded an image every 1 min during the pupping season, which you probably don't need not need to record glacial melt, and they performed brilliantly. The batteries (8 x Lithium AA) lasted the whole of the season, from Mid October until the end of December, but we had to periodically swap the 32Gb SD cards as they would fill up after about 3-4 weeks. We also had to tape over the movement detector as that function still works even when timelapse is in operation.
At the end of the season, we switched to every 2 min to pick up the final waifs and strays and to get some info on the moult, but, due to logistical reasons, we didn't have the chance to replace the batteries, nor could we change the SD cards. Even so, one of the cameras lasted until mid April i.e. over 6 months on a single set of batteries. We only had one of the eight cameras break and that was because a seal went over the top of the camera wrenching it from is anchorage point and eventually into the sea! It did get washed up but was in a sorry state after all that!. The others were all working perfectly and were ready for the seabird season.
Happy to provide more info if you need it
Richard
28 June 2022 3:42pm
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 programmed them to take an image every hour, which might frequent enough for you to monitor glacial ice. Even with 3 years of continuous monitoring, the memory card did not fill up. I think they are priced a little higher than 90 USD, but they can stand alone without maintenance for a long time. Depending on how remote your field site is, that might be beneficial.
We can send over some of the sea ice images we collected. They're fun and interesting to look at if nothing else.
New Conservation Tech Directory update
27 June 2022 4:45pm
Floating mount/base for cameratrap?
23 June 2022 2:36pm
23 June 2022 8:49pm
@Rob_Appleby @Freaklabs
24 June 2022 6:07am
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 3:44pm
21 June 2022 9:20pm
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 7:14am
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 1:41pm
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.
How do you store your camera traps?
2 June 2022 5:21pm
8 June 2022 1:15pm
Hi Erika,
Suggestions coming in over on Twitter:
17 June 2022 4:37pm
I store my Cameras in one gallon plastic bags with a zipper lock. Most cameras will fit in that size bag. There is a note card that goes in the bag, The note card lasts longer in the bag and does not smear which it will if you write on the outside and is very important if you are running a lot of cameras. You can make a nice note card with a word processor and lay out everything you want to note. The Notes can be whatever you want to track but the most useful is the brand and model, the date the camera was purchased, The Date it went into the storage bag, Notes on if the camera has been updated. The camera number, the password if the camera needs a password, The person who put the camera in the bag with their full name and the date, A note on how the camera did on it's last deployment, Camera works fine, YES, or whatever might be wrong is listed. I would also list any special features that the camera can perform, such has WIFI enable, Cell Camera, etc. I also make sure the Cameras number is easy to see on the card. When the cameras go out they should have a camera number on the inside of the camera so you can track it in your field notes and make sure all the bags come back from deployment so they are ready for when the cameras come back in from the field.
The batteries are removed from the camera, When I bring a camera in from the field I test each battery with a battery tester. If all the batteries are still good that information is noted on the bag card that the batteries were tested and their strength. Keeping the batteries with the camera keeps you from mixing batteries of various strengths. Remove any bad batteries and note if a new one has been added. If you decide to replace all the batteries, Note on the card that they are NEW and their strength because all new batteries should be tested to make sure you did not get a bad one. If batteries are not available put that on the Note card, NOTE, removing the batteries will usually require all the settings to be redone, I still put on the note card, CAMERA NEEDS NEW SETTINGS.
I also put in the SD Cards, with SD size on the Camera Card. Some of my older cameras only take a 32 gig or smaller, while my new cameras take 125 Gig SD cards. If putting out a camera for a very long run I want to grab one that can take a large SD card. I usually have two SD cards for each camera so they can be swapped out but keep the same cards. Put on the Camera Card that the SD card should reformatted before the next deployment or you can reformat the SD card before the batteries are removed, but NOTE on the camera card that the SD cards are formatted and ready to go. This is a good idea so you know before storage that the SD cards work.
Last I add one packet of Silica Dry packs. The bags are 5 grams. I use DRY and DRY. I got them in a 50 packet bag from Amazon, about 8 bucks. They are cheap and do a great job of removing all the moisture from the Camera, batteries, SD card, and keeps them dry for even very very long storage.
Hope this helps, when the camera number goes up the more you need to keep them organized.
17 June 2022 4:40pm
I forgot to add, I put the cameras in the bag with the doors or camera halves OPEN so the moisture does not stay in a closed camera, we want everything to stay dry.
Snapshot USA Survey Coordinator
9 June 2022 12:20pm
New microprocessor for low power AI camera & audio applications from Microchip
3 June 2022 8:36pm
CV4Ecology Summer School
3 May 2022 6:13pm
Interval based video for behavior recording
3 May 2022 9:46am
Case Study: Cape Leopard Trust uses WildID to process camera trap image data
6 April 2022 11:32am
Advice Needed: Camera Trap Occupancy Modeling for Small Data Set
16 March 2022 7:33pm
25 March 2022 5:02pm
I'll take a look into these options, thank you for the advice!
26 March 2022 10:59am
Couple other papers looking at predator-prey interactions with camera trap data & multi-species occupancy models (though you may/probably know about some of them already!) -
Van der Weyde, L. K., Mbisana, C., & Klein, R. (2018). Multi-species occupancy modelling of a carnivore guild in wildlife management areas in the Kalahari. Biological Conservation, 220, 21-28. https://www.sciencedirect.com/science/article/abs/pii/S0006320717316464.
Murphy, A., Kelly, M. J., Karpanty, S. M., Andrianjakarivelo, V., & Farris, Z. J. (2019). Using camera traps to investigate spatial co‐occurrence between exotic predators and native prey species: a case study from northeastern Madagascar. Journal of Zoology, 307(4), 264-273. https://zslpublications.onlinelibrary.wiley.com/doi/abs/10.1111/jzo.12645.
Kleiven, E. F., Barraquand, F., Gimenez, O., Henden, J. A., Ims, R. A., Soininen, E. M., & Yoccoz, N. G. (2021). A dynamic occupancy model for interacting species with two spatial scales. bioRxiv, 2020-12. https://www.biorxiv.org/content/10.1101/2020.12.16.423067v2.abstract.
28 March 2022 6:47pm
These are great, thank you!
26 August 2022 1:05am
Wifi SD cards exist
https://www.amazon.ca/s?k=wifi+sd+card&crid=3HDWHASJGRU8X&sprefix=wifi+sd%2Caps%2C148&ref=nb_sb_ss_ts-doa-p_2_7
Never tried them personally though. Came across them when looking for ways to make a 3d printer wireless.