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
- @ARobillard
- | He/Him
A conservation data scientist and field ecologist with broad interest in the application of machine learning and population genetics to the conservation of threatened species. Alex has conducted field studies throughout central and south America, the Caribbean, and North America.
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- @pbull
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DrivenData
Engineer and AI for Good leader working on bringing machine learning tools to social impact organizations.
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- @nick56swim
- | He
I am an IoT and embedded ML developer. I am also a nature enthusiast with keen interest in conserving the endangered species
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St. Lawrence University
Professor of Biology at St. Lawrence University
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PhD Student working on acoustics and hunting in tropical forests
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Im an ecologist, and conservation biologist, working in Ireland at Ulster University. Im interested in using tech in applied contexts and have experience of using camera traps, songmeters, audiomoths and AI.
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- @tkswanson
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San Diego Zoo Global
Research Coordinator II for the Conservation Technology Lab at SDZWA
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M.A.P Scientific Services
Co-founder and Director of M.A.P Scientific Services, South Africa
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University of Nottingham
I'm an artificial intelligence researcher (mostly in the area of neural networks) with a special interest in environmental problems.
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- @mclapham
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BearID Project
Conservation biologist using camera traps to develop automated methods of photoID
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Georgia Institute of Technology
Grad Student
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- @emilydorne
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DrivenData
Lead Data Scientist and author of Zamba, a tool for automatic species classification from camera traps
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Description | Activity | Replies | Groups | Updated |
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Thank you, Dan, for explaining this so well! You have captured exactly what I wanted to communicate! |
+5
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Camera Traps | 5 hours 45 minutes ago | |
Hello everyone, I'm interested in gathering insights on how the behavior of different species impacts the development and efficacy of... |
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Biologging, Acoustics, Camera Traps, eDNA & Genomics, Emerging Tech, Marine Conservation | 6 days 3 hours ago | |
Hi @lucianofoglia Thanks for sharing your thoughts with the community. What you've touched on resonates with a number of users and developers (looking at you @Rob_Appleby)... |
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Emerging Tech, Camera Traps, Conservation Tech Training and Education | 6 days 18 hours ago | |
Hi Andrew! Great to hear your friend, Scott working in Indonesia! I bet he is working on east region with lot of cool monitor lizards!I use Mavic 2 as well for my crocodile... |
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Camera Traps | 1 month ago | |
This is great, thank you so much @zhongqimiao ! I will check it out and looking forward for the upcoming tutorial! |
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AI for Conservation, Camera Traps, Open Source Solutions | 1 month ago | |
Ah yes. I didn’t notice that. Indeed it’s “near infrared”, 850nm lighting. |
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Camera Traps, Marine Conservation | 1 month ago | |
I've used AA rechargeable almost exclusively for many years now. I try to get rechargeables sourced from Japan (Panasonic Eneloop and Fujitsu), but have also used Eveready ... |
+18
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Camera Traps | 1 month ago | |
Thanks for the link, Amanda. The price of $900 is a bit too steep for me, but at least I now know a bit better what you meant with a power analyser.I can't remember either what I... |
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Camera Traps | 1 month 1 week ago | |
Perfect thanks! I am still a novice using Python but my wife can help me! |
+6
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AI for Conservation, Camera Traps, Human-Wildlife Conflict | 1 month 1 week ago | |
This is a great starting point - thanks for the help |
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Camera Traps | 1 month 2 weeks ago | |
Hi Amit,The most important thing is that the livestock owners contact you as soon as possible after finding the carcass. We commonly do two things if they contact us on the same... |
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Camera Traps, AI for Conservation, Conservation Tech Training and Education, Early Career, Human-Wildlife Conflict, Protected Area Management Tools | 1 month 3 weeks ago | |
Hi Danilo. you seem very passionate about this initiative which is a good start.It is an interesting coincidence that I am starting another project for the coral reefs in the... |
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Acoustics, AI for Conservation, Biologging, Camera Traps, Citizen Science, Climate Change, Community Base, Connectivity, Drones, Emerging Tech, Human-Wildlife Conflict, Open Source Solutions, Sensors, Software and Mobile Apps, Wildlife Crime | 1 month 3 weeks ago |
Tech4Wildlife Leaders: Resolving Human-Giraffe Conflict
21 May 2021 12:00am
Camera traps in the tropics: no detection of wildlife visits
12 April 2021 9:57am
7 May 2021 1:33pm
Hi Patricia,
I think this is likely an issue with the PIR lens positioning. The PIR has detection zones that are designed to maximise image capture of things moving a certain distance away.
A quick fix would be to have the camera trap placed directly above the nests looking straight down. I have seen someone doing this on twitter for invasive species on islands but haven't been able to re-find the tweets.
I would use a rat substitute for testing, like a tennis ball on a stick. Warm this up in the sun and then insert into the field of view and check if the camera has captured it. You could try this in different orientations and angles to see where the detection zones might be.
Best wishes,
Sam
8 May 2021 6:19pm
Hello
I understand how frustating that can be....I would try with the camera closer. 2.5m seem too far away for rat...specially that it must have some vegetation between. Also think that the suggestion of putting the camera above the nest facing down is also a great idea...
Best of luck...
Spypoint Force Dark Camera Trap Screen Broken
21 April 2021 9:48am
21 April 2021 2:40pm
Hi.
Apparently it's a common problem with Spypoint cameras. I recommend checking out this thread and testing out the reboot procedure.
Akiba
Recommendations needed: Rechargeable batteries for camera traps
16 February 2021 4:15pm
9 April 2021 3:55pm
I have only used Tenergy NiMH rechargeables, these put out 1.2 V. We've used it on Bushnell Trophycam, which have 2x4 battery sets, i.e. you only need 4 batteries for it to have enough voltage, the additional batteries don't increase the voltage, they only prolong working time. So 4x1.2=4.8 V instead of the expected 6 V from alkaline batteries. I would think that Cuddeback has a similar circuit setup, so an external 12 V battery might actually be too much, as some have already pointed out. With regular NiMH batteries what's most important is to get batteries with high mAh. The ones sold commercially usually have very low mAh, so they won't last very long. We have 2400 mAh, I think, and it works reasonably well, they can last for about a month in the field, IR flash works.
9 April 2021 4:20pm
Hello Akiba
That sounds good!
Do you have a picture of the complete setup?
Bests
Juan
9 April 2021 6:10pm
While the manufacturer might claim that the camera requires 8xAA at 1.5v each, most likely it will work just fine with NiMH batteries that have nominal voltage of 1.2V.
I have used eneloops with Reconnyx cameras for a long time, as well as with handheld GPSes and a myriad of electronic devices and not once run into trouble because of the lower voltage. Your camera should have a setting in the menu to select NiMH batteries, that will prevent it from shutting down too soon.
I suggest you do your own testing - run 2 cameras one next to another on a 1.5V alkaline battery and a 1.2V NiMH rechargeable one until it switches off and check the voltage on the "empty" cell.
Your issue will likely not be the voltage of the cell, but the current the battery can deliver, as it has to recharge a capacitor in the incadescent flash light. I see that the manufacturer declares up to 20s recharge time for night photos, which is a lot. That is a downside of a colour camera.
I don't know what the best source is for batteries in SA, but if possible, get rechargeable batteries from IKEA (Ladda NiMH batteries). They are rebranded eneloops pro for around 30% less and I am yet to find a better battery for a camera trap. Otherwise, like mentioned before, eneloop pro will be hard to beat for performance and reliability.
New Article: Environmental DNA Metabarcoding
6 April 2021 12:00am
I made an open-source tool to help you sort camera trap images
8 February 2021 5:01pm
13 March 2021 2:58pm
Hi seems great and easy to use! Just a question, can the software success to identify the species or "only" categorize animal/ vehicle/human? Can we "trained" the software to detect a specific species?
thank you
13 March 2021 5:54pm
Right now the only classifications are animal/vehicle/person/empty. It cannot discern between different species.
There is no support for training at the moment -- I am envisioning something down the line but I wouldn't say that's coming any time soon.
Hope that helps!
29 March 2021 9:02pm
Hi
I just tried and works great, I will include it in my workflow.
Thanks for your work!
Juan
The 2021 #Tech4Wildlife Photo Challenge: Community Highlights
25 March 2021 12:00am
Wide angle camera trap
17 February 2021 3:51pm
19 March 2021 2:40pm
Important considerations raised by Peter!
In my case it was not important though, as I was using the trap camera in timelapse mode.
19 March 2021 3:42pm
I agree the PIR sensor and the camera will be "seeing" different pictures, but I believe that is exactly the effect that is sought: now too much of the elephant is out of the frame when the camera is triggered, and the wide angle lens is desired so that more of the elephant would fit in the frame at that same triggering point.
19 March 2021 6:51pm
In the TrailCamPro link above (comparing FOV and Detection Angle), I see a few "panorama" camera models. For example, the Moultrie 150i or Moultrie 180 (https://www.moultriefeeders.com/catalogsearch/result/?q=panoramic) - although they are all listed as discontinued.
It seems this might be a solution for Daniela's scenario.
I'm also interested because it could offer more forgiving setup (if the subject does not travel exactly where expected.)
Has anyone here worked with a panoramic camera? What did you find to be their pros/cons?
Camera Trapping Software
21 March 2019 8:50am
1 March 2021 2:31pm
Hi @carlybatist, thanks for the encouragement! Madagascar feels pretty Southern African to us (it's a member of SADC after all and plus lemurs are cool), so perhaps it will be the next "different" set of species that we add, or our second model. We just wanted to start off biting off a smaller chunk and get it delivered and working well, instead of spreading ourselves too thin and never getting good at or delivering anything. So sure, maybe in about 6 months or so if you have training images we can use?
We use a COCO-dataset-trained base model and then add our own curated training dataset sourced from user's images (with permission) or public datasets, but not any Wildlife Insights data.
Yes, it can do birds flying through, see below. Right now we have only focussed on bigger birds (ostrich, secretary bird, bustards, guinea fowl, vulture, that kind of thing), many of which are found mostly on the ground anyway, but otherwise they get lumped together as "Bird (Other)" until we get enough of each to train a specific species. Also apparently flying porcupine! (oops).
And don't worry about all the questions, we're just as excited to answer them!
3 March 2021 3:45pm
That's awesome! And yes it's definitely in Southern Africa geographically, but the biomes and species are so different that I imagine it wouldn't necessarily be easy to generalize your models and training data to Mada sites. Does Wildlife Insights use any of the same training data you do? Just seems like there could be options for not re-inventing the wheel since yoursand their's initiatives/goals are similar. Also, is this all terrestrially deployed images? Or do you have training data from arboreal camera traps as well?
18 March 2021 5:23pm
Hi all,
Just wanted to make you aware, if you weren't already, of this other Wildlabs thread: https://www.wildlabs.net/community/thread/1080. Petar Gyurov (@pepi ) made a nice GUI for the Megadetector camera trap detection platform that he talks about and provides links to (also on his Github).
-Carly
Kaggle Competition: iWildcam 2021 - FGVC8
12 March 2021 12:00am
Funding Opportunity: COVID-19 Science Fund
10 March 2021 12:00am
Resource: WildID
8 March 2021 12:00am
Seeing #Tech4Wildlife With Unseen Empire
8 March 2021 12:00am
Virtual Event: Carnivores and Camera Traps
4 March 2021 12:00am
Collaboration Spotlight: BoomBox
26 February 2021 12:00am
Wireless Camera for Live Viewing
23 December 2020 11:53pm
20 February 2021 3:04am
Look forward to playing with it when mine arrives I have a sd card arduino module also not finding much documentation on how to hook it up so was going to play with a server and see what I can do with it and photos
20 February 2021 4:06am
Nice! I'm building an esp32-cam with a Pi Zero server and I have the photos sending to it now. The last step is to build a housing for it and get it outside to capture some photos of the bears coming out of hibernation. Should be fun! I'm hoping to download photos from the camera over 1km away from my house, while sipping tea haha.
20 February 2021 5:31am
I have a raspberry pi3 setup now as a video streaming server so I can keep a eye on my home while I am at work
Open Source Camera Trap
24 January 2021 7:22pm
25 January 2021 4:41am
Akiba I have used ubiquiti loco m5 to broadcast internet with great success when I was setting up internet for a park for a 10k run I was able to get atleast a mile with no issues with internet
not discorcuaged just looking to piggy back off of a local wifi and be able to connect to a diy camera trap and be able to either do live video feed or capture a pic and then with a program I create send it to email or txt message
the place I am looking at I can get almost a mile in distance but the problem is the power it would have to be some kind of solar power don't want to have to change batteries ever other day
31 January 2021 10:06pm
Something I'm working on that might work well for you and is super affordable at about $30 per camera.
ESP32-cam (not super high quality photos though) with a motion sensor and it sends the photos to a PI Zero W that can be accesses at any time via wifi. I'm using the TPlink portable but have found that WemosD1 boards and upgrading the firmware to be able to do wifi repeaters works well.
Here's the camera I'm using:
https://starairvision.com/esp32-cam-motion-camera-with-date-and-time/
I'll make a post on here when the full project is built and I've tested the range. The repeaters use something called mesh networking. You can have a number of them in a row to get the camera out into the forest. Or if you have lign of sight you can use a signal booster and or a directional antenna.
31 January 2021 11:39pm
Thanks Ryan would like to hear more about this, the project look awesome what distance are you getting from your wifi router
Tech Tutors: How do I start a Tech4Wildlife collaboration?
28 January 2021 12:55pm
28 January 2021 6:22pm
One barrier that was discussed in the presentation was the "risk" or uncertainty of a payoff when talking to potential funders. It seems to me that the "risk" factor of collaborations like this, for funders, would be analogous to the investment and payoff when developing a genomics program. Relative to traditional field research, it takes a much greater investment in time, with different expertise, to create a reference genome for a species of interest and then pull SNPs, etc. Nevertheless, funders seem to recognize the potential for genomic research and genomic tools. Do you think that greater openness to “risk” in conservation genomics results from closer intellectual proximity (i.e., molecular biology vs organismal biology), or to conservation genomics being a more mature field (i.e., more examples of success), or to other factors? If intellectual proximity is a key factor, then conservation tech collaborations will continue to face this barrier, but if lack of successful examples are a key factor, then perhaps this barrier will become less of an issue for conservation tech in the future. Thoughts?
30 January 2021 2:26am
Hi. Just watched the Youtube version (I'm in the unable to watch live hemisphere) and wanted to say that was a great talk. I wish it could have gone for another hour. I liked hearing about the issues and concerns from Melanie on the biology/ecology side. Also could totally relate to what Ed was talking about from the tech side about how it's difficult to have long term collaborations since there isn't really a conservation technology career path at the moment.
I think one of the things we're trying to do with courses like Build Your Own Datalogger is to get people involved in wildlife/conservation side more comfortable with the tech. The goal is to hopefully build a shared repository of technical knowledge that people in the wildlife community can contribute to and benefit from.
Akiba
Protecting Wildlife with Machine Learning
29 January 2021 12:00am
Online thermal imaging courses from the Bat Conservation Trust
26 January 2021 12:00am
WWF: Using Technology to Detect and Protect the Endangered Black-Footed Ferret
19 January 2021 12:00am
Tech Tutors: How do I build a community-owned conservation tech research project?
6 January 2021 4:57pm
Making the Most of Tech Tutors Season 2!
30 November 2020 12:00am
Learning Resources: Exploring Species Interactions with Snapshot Serengeti
25 November 2020 12:00am
WILDLABS: Building a Better World with ‘Bad’ Data
17 November 2020 12:00am
Tech Tutors: How do I repair my camera traps?
22 July 2020 8:20pm
10 September 2020 4:25pm
Hi all,
I know we mentioned this in the episode and collaborative doc for this episode, but I just wanted to make sure everyone knows about the camera trap troubleshooting spreadsheet our presenters created! The goal is to build up a bank of common problems so we can help each other and have an ongoing resource to use.
Please consider adding your problems into the spreadsheet as well as here in the forum!
-Ellie
6 October 2020 5:55pm
Hi all,
This camera trap repair video about sulfated batteries was shared with us on Twitter and I thought it might be interesting and helpful for this Tech Tutors group! Check it out here and let us know if you find this useful!
-Ellie
3 November 2020 7:03pm
Hi all,
Just saw this on Twitter - a database of all kinds of camera trap user manuals across brands and models. Thought it might be a helpful resource if you're struggling with an old or used camera that you don't have the manual for.
------
Did you buy your #cameratrap years ago and you have lost the user manual?
— cameratraps (@cameratraps1) November 3, 2020
that's my case, but I've the solution!
find here thousand of #cameratrap user manual. Different brands, models...https://t.co/c9FchfINzR
Camera trap repairs
5 August 2020 4:47pm
19 October 2020 5:53pm
Apologies for the super late reply and thank you for all your comments and help. WE had wifi problems at the research station. I managed to fix a few by removing the rust from connectors, leaving them in a sealed container with silica gel. I am not back at home so will look at the different documents and order some equipment before I go back out to be ready for more repairing. Is there a list of other suggested items I should invest in to help with repairs?
25 October 2020 11:28pm
That is great to hear, Mark. I'm interested as to which repair related to each of the symptoms you intially listed, but for now, knowing that more of your cameras work is excellent. I think your use of silica gel to properly dry out the cameras is underrated - this might have to top suggestion for malfunctioning cameras in the future.
A list of basic tools is a good idea. Maybe we should start a separate thread for this, but I'll throw a few in here to start.
Screwdriver set - small electronics screwdrivers, Phillips and flat head. Some cameras are using "torx" heads, so check your equipment and what you may need.
Multimeter - most problems can be checked using a volt meter only, but checking resistance of leads and continuity is very useful.
Pliers and snips - small needle nosed pliers are great for hard to reach pieces, side cutters help a lot for accurately trimming wires. If you start rewiring and soldering then wire strippers are very useful, but the job can be done carefully with a sharp knife if needed.
Soldering iron, solder and flux - if parts are coming loose, cables are getting torn off by animals or you just need to secure old wires better, then soldering is usually needed. A cheap soldering iron will do the job on wires for batteries and general hookup, but fine temperature control and a small tip is better for circuitboards. Do you have mains power - 240V/110V? A battery powered or 12V iron might be needed for a remote field/station. Fine electronics solder is most useful. Flux help clean surfaces for soldering but should be rinsed off to avoid corrosion - I have a "flux pen" that is small, portable. Practice is the key to soldering. There are lots of tutorials online about soldering but give it a go on something sacrificial first to get a feel for temperatures and how molten solder works.
Spare wire - size the wire accoring to the amperage that is needed. Passing too many amps through a fine wire may cause a fire (trust me). Multiple colours are avaialble so you can colour code your +/- and data lines.
Insulation - this should be higher up the list! Electrical tape wrapped around wires and terminals will get the job done, but heat shrink tube in various sizes is more robust (just remember to put it over the wire before you connect it). Kapton tape is good for covering flat, internal electronics like circuitboards.
I hope that helps. Any other suggestions?
Cheers, Al
1 November 2020 3:11am
I also just found this similar summary of equipment on youtube - https://youtu.be/pNBkfE8UPDI. The breadboard and components are a good addition for building and testing circuits.
Snapshot USA Symposium for Student Research
27 October 2020 12:00am
Tech Tutors: How do I train my first machine learning model?
18 June 2020 1:19pm
8 October 2020 9:45pm
Hi Wildlabbers,
Just popping in to share this very cool primer for beginners to embedded machine learning from our tutor Daniel Situnayake! If you're interested in learning more about the basics of TinyML, this is a great resource.
-Ellie
Training Opportunity: HarvardX TinyML Course
30 September 2020 12:00am
3 May 2021 9:26am
Hi!
the distance varies depending on where it's possible to position the camera, but the mean distance is around 2.5m. Which for rats might be to distant.
Unfortunately we can't install a cctv system.
Thank you.