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
- @tkswanson
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San Diego Zoo Global
Research Coordinator II for the Conservation Technology Lab at SDZWA
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Researcher in behavioural biology & conservation focussing on wild canids
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Parks Canada
Ecologist/Spatial Data Specialist/Nerd :)
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Island Conservation
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I'm new to wildlife technology but really want to get more involved in learning about the various technologies out there for wildlife and land surveys. I currently work in consulting and trying to find away to incorporate these applications to my job.
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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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Based in Australia, in the Blue Mountains and working with WWF-Australia on a new program "Eyes on Country". Working on the interface of tech, conservation and First Nations/Ranger groups.
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TerrOïko
Ecological data engineer
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Science Outreach Lead-Rainforest Connection (RFCx) & Arbimon
Ecoacoustics, biodiversity monitoring, primates, lemurs
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WCS is seeking a Conservation Technology Specialist to join their work in the Okapi Wildlife Reserve.
11 August 2023
Please join us in celebrating this year’s top #Tech4Wildlife Photo Challenge Honorees as chosen by our panel of leading conservation organization judges, and enjoy the story contained within these entries about how our...
4 August 2023
Join us as we count down the WILDLABS community's honorees in the first-ever #Tech4Wildlife Community Choice Awards!
3 August 2023
Exciting opportunity for an experienced biodiversity monitoring expert in ZSL's conservation department
18 July 2023
Article
In 2019, the U.S. Navy initiated a time-lapse camera study to investigate seal presence at select haul-out locations in the lower Chesapeake Bay and coastal waters of Virginia, which are important areas to Navy training...
13 July 2023
Apply for funding (£500,000-£750,000) to develop software systems, which will help to improve biodiversity monitoring by automating the analysis of images and videos
12 July 2023
Applications are now open till 23 July for the 2023 Canon Oceania Grants with the category of the Environmental Grant valued at AU$5,000. The finalist will be selected based on the environmental and social merits of...
7 July 2023
Article
At Appsilon, we are always working to enable our users to get the most out of our solutions. With this in mind, we are happy to introduce two new add-ons to Mbaza AI.
4 July 2023
In this Conservation Tech Showcase case study from Osa Conservation, you’ll learn about how technology is aiding their long-term efforts to prevent wildlife crime, protect critical species, and build a climate-adaptive...
22 June 2023
In this interview between Rob Appleby and Ellie Warren, we discuss the importance of DIY, recycling, and sharing tools in order to make our community more sustainable.
14 June 2023
Careers
Permanent and Full Time role at the UK Centre for Ecology & Hydrology
8 June 2023
Acorn removal study of Nendo Dango, Ecological Restoration Research group at the University of Granada
5 June 2023
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Description | Activity | Replies | Groups | Updated |
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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_7Never tried them personally... |
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Camera Traps | 1 year 1 month ago | |
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... |
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Camera Traps | 1 year 1 month ago | |
Hi Yvan,If you find something which reaches your expectation and especially the ability to identify individual with plumage patterns I will be intereted.In the same idea that... |
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AI for Conservation, Camera Traps | 1 year 1 month ago | |
I'm interested in your findings for the same utilization, so what did you decide to do ? |
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Camera Traps | 1 year 2 months ago | |
Have you considered creating a Kaggle competition? If you already have lots of images, and some that have been labelled, then this could be a good way to get people working on a... |
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AI for Conservation, Autonomous Camera Traps for Insects, Camera Traps | 1 year 2 months ago | |
More info, the exact protocols & instructions to sign up here: https://app.wildlifeinsights.org/initiatives/2000166/Snapshot-Europe... |
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Camera Traps | 1 year 2 months ago | |
Cool thread!I will be testing Reolink Wi-Fi cameras in combination with solar powered TP-Link long range Wi-Fi antennas/repeaters later this field season for monitoring arctic fox... |
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Camera Traps | 1 year 2 months ago | |
Hi Kate,I highly appreciate your feedback. I love your idea of using wild ID .I have registered for the wild ID and am looking forward to using it in future. I wont hesitate to... |
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Camera Traps, East Africa Community | 1 year 3 months ago | |
Great news Dan! We will be giving the model a go on some of our new eradication projects soon |
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AI for Conservation, Camera Traps | 1 year 3 months ago | |
Hi Meredith,Here's a little more information about the Arribada cameras. They are solar powered and received enough power in the Antarctic winter continue photographing. We... |
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Camera Traps | 1 year 3 months ago | |
@gracieermi & I are happy to announce the latest update to the Conservation Tech Directory, bringing our total resources in the... |
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Acoustic Monitoring, AI for Conservation, Biologging, Camera Traps, Community Base, Data management and processing tools, Drones, eDNA & Genomics, Remote Sensing & GIS, Software and Mobile Apps | 1 year 3 months ago | |
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... |
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Camera Traps | 1 year 3 months ago |
Good Thermal/ Night Vision Cameras?
1 September 2023 7:15pm
22 September 2023 11:13am
I'm jupping into the discussion, with a similar objective. I'm looking for a thermal camera trap, (I know cacophony). it would be use to improve invasive speices monitoring especially for rats and feral cats.
Any idea?
Thanks
22 September 2023 12:56pm
Hi @mguins , as @kimhendrikse mentioned resolution (and also brand) for thermal cameras can dictate a big jump in price. GroupGets has a budget Lepton (FS - short for 'factory second' I think) if you wanted to check one out:

Teledyne FLIR LEPTON® FS
Lepton FS is a non-radiometric 160 x 120 resolution micro thermal camera module with reduced thermal sensitivity, reduced scene dynamic range, and up to 3% inoperable pixels but the lowest price ever for a factory Lepton. These units balance performance and price, enabling monitoring applications where radiometry is not required and pixel-level image information is less important than broad thermal data. With the lowest cost per pixel in the Lepton family, low power consumption, and simple integration, Lepton FS provides integrators an appropriate thermal capability for innovative thermal monitoring products in smart building automation, security, occupancy sensing, and more. Just as we were the first place to get FLIR Lepton seven years ago, we are bringing this new Lepton to you first at a highly compelling price to make your thermal imaging application more economically viable. To celebrate, all accessory boards below are 10% off excluding the new tCam-mini Wi-Fi board. 160 x 120 RESOLUTION NON-RADIOMETRIC MICRO THERMAL CAMERA COMMON INTERFACES AND FACTORY SUPPORT TO SHORTEN TIME TO MARKET Standard Lepton mechanical interface, electrical interface, and US-based Technical Services team. 160 x 120 thermal pixel resolution Low operating power – 140 mW typical and 650 mW during shutter event Small 11.8 x 12.7 x 7.2 mm package ACCEPTABLE PERFORMANCE AT DISCOUNTED PRICE Affordable, non-radiometric thermal imagery and data. -10 °C to 350 °C scene dynamic range Thermal sensitivity <75 mK ≤3% inoperable pixels BUILD INNOVATIVE THERMAL MONITORING SOLUTIONS Build innovative thermal monitoring solutions appropriate for heat, security, and comfort monitoring applications. Home and building automation Heat and occupancy sensing Security and location monitoring Specifications Overview Sensor technology Uncooled VOx microbolometer Spectral range Longwave infrared, 8 μm to 14 μm Array format 160 x 120, progressive scan Pixel size 12 μm Effective frame rate 8.7 Hz (commercial application exportable) Thermal sensitivity <75mK NEdt Operability Number of non-defective pixels shall be >97% Adjacent clusters, rows, columns may contain defective pixels that are not factory corrected and unable to be corrected. 3% of operability failures allowed. Temperature compensation Automatic. Output image independent of camera temperature. Non-Radiometric Performance While some of the Lepton FS units may output radiometric values per pixel, the Lepton FS units are not guaranteed against any radiometric accuracy and users whom wish to use Lepton FS products for radiometric applications do so at their own risk. Teledyne FLIR and GroupGets will not support questions pertaining to calibrating Lepton FS units. Non-uniformity corrections Integral Shutter Scene dynamic range High Gain Mode: -10 to 140 degrees C typical Low Gain Mode: -10 to 350 degrees C typical Image optimization Factory configured and fully automated FOV - horizontal 57° FOV - diagonal 71° Lens Type f/1.1 Output format User-selectable 14-bit, 8-bit (AGC applied), or 24-bit RGB (AGC and colorization applied) Solar protection Integral Electrical Input clock 25-MHz nominal, CMOS IO Voltage Levels Video data interface Video over SPI Control port CCI (I2C-like), CMOS IO Voltage Levels Input supply voltage (nominal) 2.8 V, 1.2 V, 2.5 V to 3.1 V IO Power dissipation (Typical, room temp) Nominally 150 mW (operating), 650 mW (during shutter event), 5 mW (standby) Mechanical Package dimensions without socket (w x l x h) 11.50 x 12.70 x 6.835 mm Weight 0.91 grams Environmental Optimum operating temperature range -10C to +65C Non-operating temperature range -40 C to +80 C Shock 1500 G @ 0.4 ms Part Numbers 500-0771-FS1 Documentation Lepton Google Group Lepton FS Datasheet Lepton Engineering Data Sheet rev 204 Lepton Software Interface Description Document (IDD) rev 303 Advanced Lepton Usage on Windows Getting Started with Lepton on Windows and PureThermal Basic Features Getting Started with the BeagleBone and Breakout Board V2.0 Getting Started with the Raspberry Pi and Breakout Board V2.0 Lepton with Radiometry Quick Start Guide Lepton vs Lepton 3-App Note Mechanical FLIR Lepton 2.5 and 3.5 3D Model (step) IDD CAD data LEPTON 2.5, 80x60 IDD CAD data LEPTON 3.5, 160x120 IDD CAD data LEPTON 3.1R, 160x120 Software GroupGets GetThermal Viewer (Linux and macOS) FLIR Lepton User App for Windows v1.3.2 PureThermal Firmware FLIR Lepton SDK Development Hardware GroupGets - PureThermal Mini Pro JST-SR GroupGets - PureThermal 3 GroupGets - PureThermal Breakout Board GroupGets - PureThermal Micro Breakout Board GroupGets - PureThermal OpenMV FlyTron - DroneThermal v4 Teledyne FLIR - FLIR Lepton Breakout Board v2.0 danjuliodesigns LLC - tCam Mini v4 danjuliodesigns LLC - gCore OpenMV - FLIR Lepton Adapter Module for OpenMV Cam H7 Tips for integrating Lepton into a Housing Recommended Material PORON® Socket Stack Socket > Lepton > Foam > Window > Enclosure Maximum Force < 1Kg (more force will damage the shutter) The foam must be cut out so that it does not interfere with the mechanical shutter pins. Thickness Depends on the enclosure and spacing, do not exceed 1Kg of force. In the News CNX Software - $99 Lepton FS module cuts the cost of FLIR thermal cameras by half This Model: Lepton FS, 160×120 pixels, 57° with shutter - NOT Radiometric Important Information PureThermal 1/2/3/Mini/Pro with Radiometric FLIR Lepton 2.5, 3.5, 3.1R requires specialized software to show radiometry such as GetThermal. All international customers that are ordering any Thermal Imaging Camera will be required to fill out an End Use Statement document before shipment. Once you place your order we will email you with the document within a few business days. We can only ship FLIR Lepton to North America, Australia, Switzerland, United Kingdom and the European Union Countries. Any orders with a FLIR Lepton with a delivery address other than those will be canceled and refunded. We are sorry for the inconvenience. Number of non-defective pixels shall be >97% Adjacent clusters, rows, columns may contain defective pixels that are not factory corrected and unable to be corrected. 3% of operability failures allowed. Temperature compensation Automatic. Output image independent of camera temperature. Lepton FS units are not guaranteed against any radiometric accuracy and users whom wish to use Lepton FS products for radiometric applications do so at their own risk. Teledyne FLIR and GroupGets will not support questions pertaining to calibrating Lepton FS units. RoHS Certificate of Compliance European Directive No 2015/863 Declaration of Compliance REACH Regulation (EC) No. 1907/2006 California Proposition 65 Declaration ECCN: CAM 6A993A HTSUS: 9027.50.4020 Country of Origin: USA Part Number: 500-0771-FS1

They also have a bunch of other Flir products and boards for interfacing with Leptons etc., so worth a browse of the shop. It could also be worth taking a look at Seek modules, some of which @Alasdair has experience with : (e.g.

They also have modules you can connect to a mobile phone:

@TopBloke I'd be very keen to see your Lepton camera trap too!
Cheers,
Rob
Thermal cameras for monitoring visitors in highly vulnerable conservation areas
21 June 2022 3:44pm
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.
20 June 2023 12:57pm
Hi,
I have been involved in people detection tech for more than 10 years and have an open source project that uses CNN computer vision for object detection and alerting, including people (
GitHub - hcfman/sbts-install: Installs StalkedByTheState over the sbts-base system to build a home and business security appliance on NVIDIA Jetson series computers.
Installs StalkedByTheState over the sbts-base system to build a home and business security appliance on NVIDIA Jetson series computers. - GitHub - hcfman/sbts-install: Installs StalkedByTheState ov...

I also have several thermal cameras here. note, the people detection can also work fine on thermal images. Mostly I've stopped using thermal cameras because normal cameras work so well with modern models that they no longer have an advantage perse. If you really need to detect people in pitch darkness though, using a thermal camera in combination with image detection would be better than just thermal movement detection.
Let me know if I can help in any way. I know this is quite an old post though.
22 September 2023 12:00pm
I would be interested how you setted up this system. Which model do yu use and how are they connected?
Turn old smartphone into IA camera trap?
24 September 2021 1:08pm
11 July 2023 10:56am
Any news regarding this topic ?
14 July 2023 4:05pm
Despite the power challenges noted in this thread, I think the “used” stream of smart phones is a viable platform for trail cameras. Having successfully hacked in custom features into closed source trail camera firmware (https://github.com/robertzak133/unified-btc-reverse) , I am also hoping that software development on smart phones is a better way to do feature innovation on trail cameras.
I have just “started” on a trail cam app for iPhone 12 pro (not that “old” yet, but it will be by the time I’m done, and it’s the first iPhone with LIDAR). I have done some toy apps on the iPhone before, but am mostly blissfully unaware of how much work this will be :) None-the-less, goal is to have a prototype working in the back yard by July 15, 2024. I’ll post a project link on this thread as soon as it’s up.
I’m just working on requirements now. My primary focus is on improving image quality, and capture efficiency vs. existing trail cameras for wildlife photography. For example:
- Using camera image quality library to improve low light captures, exposure, etc.
- Improving trigger versatility and accuracy using LIDAR sensor
- Tracking auto-focus based on LIDAR
- Negative trigger delay for daylight shots
- Support for custom lighting via “ensemble” sets
It seems wrong not to leverage cellular connectivity, though this is a lower priority for me because most of our sets are beyond cell phone coverage.
I did find an interesting app – “Motion Detector Camera” by Phil Bailey https://apps.apple.com/us/app/motion-detector-cam/id461753935 this app uses some parameterizable motion detection algorithm to trigger still images (free version). It’s pretty slick. I’m starting w/ LIDAR because I want to have a trigger that works in the dark.
Note that none of these require any AI processing of the images, though I have no doubt a smart phone would be a great place to do that one way or another. Do you have specific usage models/requirements in mind for in-phone image processing/classification?
22 September 2023 11:30am
Keep us in touch looks promissing!
Q&A: UK NERC £3.6m AI (image) for Biodiversity Funding Call - ask your questions here
13 September 2023 4:10pm
21 September 2023 4:27pm
This is super cool! Me and @Hubertszcz and @briannajohns and several others are all working towards some big biodiversity monitoring projects for a large conservation project here in panama. The conservation project is happening already, but hubert starts on the ground work in January and im working on a V3 of our open source automated insect monitoring box to have ready for him by then.
I guess my main question would be if this funding call is appropriate/interested for this type of project? and what types of assistance are possible through this type of funding (researchers? design time? materials? laboratory field construction)
Camera Trap Data Management Survey: Results
20 September 2023 1:46am
Camera traps statistics
18 September 2023 10:22am
GBIF guide to managing and publishing camera trap data opens for community review
15 September 2023 2:23pm
Ideas for easy/fast maintenance of arboreal camera traps
30 August 2023 8:51pm
8 September 2023 1:51pm
I recently installed and maintained a 12 camera trap arboreal array in Panama. The cams were set at between 12 and 25 meters height. We used rope access to install the cams which took a bit of effort (actually hiking with all the equipment to each remote site took most of the time). Once each cam was installed we left a thin throw line in situ so that when we came to check SD cards and change batteries it was very quick to put up a climbing line and get to the cams. I would estimate around 15 mins tops to pull up the climbing line, ascend and do the cam checks and descend again. Climbing up to the cams and visually checking them regularly was worth the small amount of time it took, we managed to save two cams that had been semi opened by inquisitive animals before great damage was done. If we had down loaded data via blue tooth or 4g with out climbing up to the cams we may not have discovered this.
8 September 2023 4:52pm
Hi Ben,
If you are able to get the camera above the canopy, or at in a place with some exposure to sunlight, you could consider the Solaris Weapon:

SOLARIS WEAPON 4K TRAIL CAMERA — Alexander Braczkowski
The SOLARIS WEAPON 4K is the flagship trail camera in the SOLARIS range. Founded by scientist and big cat filmmaker Dr Alex Braczkowski, Alex worked with camera trap engineers in China during his postdoc to identify, tweak, and market a camera trap that overcame two issues: the need to constantly ch
As it has an inbuilt solar panel and battery, along with Bluetooth and Wifi. And this is way out there, but I've considered a trail camera mounted onto a drone, the latter being able to be remotely powered on and off, for this sort of thing before. I never actually followed through, but in principle, if you could manually install a stable platform and devise some sturdy way of attaching the detaching the drone to and from the platform, you could, in theory, explore this. Maybe bring lots of spares for in-field drone repairs!!
Anyway, enough wacky ideas from me and best of luck with your project.
Cheers,
Rob
9 September 2023 7:50am
Ben, I have just noticed you work at Chester Zoo.
I am due to be at Welsh Mountain Zoo on Fri 22nd and Sat 23rd giving talks about our Margay project that uses arboreal camera traps in Panama. We will have a bunch of kit with us (climbing kit and camera trap kit), if you can make it there, would be more than happy to have a chat with you about arboreal camera trapping. One of your Chester Zoo colleagues is actually also planning to come. Send me a message if you want more details.
Given your background, thought you might like this image of a green iguana, taken by camera trap at 25 meters. It took us three attempts to get this position right. The first two attempts produced thousands of miss triggers, this final position worked.
A low-cost, long-running, open-source stereo camera for tracking aquatic species and their behaviours
5 September 2023 12:15pm
Have you ever wanted to continuously film underwater species and their behaviours for up to 2 days at a low cost?
Well now you can with this new open-source design guide published in
@MethodsEcolEvol!
https://besjournals.onlinelibrary.wiley.com/doi/full/10.1111/2041-210X…
Testing Raspberry Pi cameras: Results
5 May 2023 5:11pm
5 September 2023 8:09am
This is a screen shot of the user interface to my security system that uses the latest object detectors, this is the status page:
5 September 2023 8:12am
And this is a piece of the event reporting page, each of the buttons to the right of the event name can be clicked on to see a video of the event from that particular camera perspective. The whole system is configurable via a gui and has the concept of "state" that can be controlled with mobile phone buttons that control the actions that are executed by input events, which in this case are triggers from the object detector.
5 September 2023 8:16am
And finally for now, the object detectors are wrapped by a python websocket network wrapper to make it easy for the system to use different types of object detectors. Usually, it's about 1/2 a day for me to write a new python wrapper for a new object detector type. You just need to wrap in the network connection and make it conform to the yolo way of expressing the hits, i.e. the json format that yolo outputs with bounding boxes, class names and confidence level.
What's more, you can even use multiple object detector models in different parts of a single captured image and you can cascade the logic to require multiple object detectors to match for example, or a choice from different object detectors.
It's the perfect anti-poaching system (If I say so myself :) )
Camera traps reveal wildlifes' responses to megafires in Western U.S.
24 August 2023 10:47pm
An interesting new paper from a camera trap surveying species' responses and resilience to megafires in the western United States. A great example of how conservation tech can help us understand regional climate change impacts.
Online training workshop: camera trap distance sampling, 23-27 October 2023
21 August 2023 2:24am
Cheap camera traps with "Timelapse+" mode?
20 July 2023 3:09pm
1 August 2023 3:14pm
This is indeed a great point! Thanks Frank, this is worth considering.
7 August 2023 2:57pm
Thank you @mguins and @NickGardner for your praise and addition. I had not thought of the backup possibility, but it sure is a good point, Michelle. I find it amazing how often one reads about and experiences camtrap malfunction. Even the relatively cheap ones are still quite a lot of money for what is, at the end of the day, a relatively simple piece of electronics and a plastic container.
12 August 2023 6:41am
Frank's idea of using 2 camera traps is inspired!
I've fiddled with cheap camera traps a bit, and some (most?) of them use a low power, inaccurate timer for the time lapse function instead of the accurate real time clock. This is ok for Michelle's purpose, but not for Nick's as he needs to specify the exact time of day to trigger.
I made this interface to allow a camera trap to be triggered by an external device. To it you could attach, say, a timer programmed to fire at the desired times, to cause a capture. A $4 DS3231 RTC module could do the job, after the alarm times have been programmed into it with , for example, an Arduino.
Bushnell cameras with date-time issues.
29 July 2023 1:06am
11 August 2023 12:40pm
I think this is a known problem with some Bushnell models. The battery connection only needs to be interrupted for an instant (by being moved for example) and the camera resets. If a coin battery, are they still charged?
11 August 2023 1:19pm
I am having similar problems with a campark camera. It's more than 4 years old, so it could be the button cell. I am also suspecting that humidity plays a role : the re-set happened a couple of times after long rain periods ( half a day or so ). Perhaps it was coincidence, perhaps some corrosion is going on.
11 August 2023 2:45pm
Thanks folks. Will go check and let you know what I learn.
Mike
Using drones and camtraps to find sloths in the canopy
18 July 2023 7:39pm
7 August 2023 3:16pm
Hi Lucy,
thank you for your reply! You're right of course about the right placement of cameras and I like the suggestion of just sitting down in a tree and do nocturnal observations.
You reply made me rethink my own question a bit better. I guess, I am looking for a solution that can be scaled up without too much additional labour. Collaboration between teams might be an option. You mentioned that you were not targeting sloths, but still found some. That could work the other way around as well. I realize that it is much easier said than done, though, what with all the different observation protocols, location requirements, etc.
11 August 2023 12:37pm
Can you developan eDNA test for sloths? Sample preparation techniques have evolved so that soil and leaf litter samples (or even swabs of tree surfaces) can be tested for the presence of Sloth DNA. Once you identify the trees they are in, you can conduct more intensive searches. Sniffer dogs can be remarkably effective, even if they don't count as tech. Use the dogs to indicate target trees/areas, use the eDNA testing to identify more precise locations, then conduct your canopy search.
DNA testing equipment has come down in price and improved to the point that you can get a DNA profile from a desktop profiler that costs a few thousand dollars. We're hoping to use some of this tech in a project soon, just waiting on a reply from the funding body we applied to.
11 August 2023 1:21pm
Thank you for your suggestion, Collin. It's not my decision, but I'll pass it on
Live Streaming from a Remote Location (no cell tower access)
15 July 2023 1:18am
29 July 2023 1:29am
"The WiFi Solar Camera comes loaded with various features such as live monitoring ( via smartphone app ), motion sensor recording and notification alerts on detected movement, night vision, cloud storage of footage, an audio system to facilitate communication"

WiFi Solar Camera | Wireless CCTV Home Security Systems
If you use the wifi solar camera with Cctv home security systems and that you have wifi then this is the cheapest option to use. Buy now

29 July 2023 8:43am
Hi Colin, Many thanks for your replies. Yes, Starlink provides full internet access. Our current Wifi Nest camera contains a web server & provides a html code to embed the live stream into a web page for public access. Most security cameras, due to privacy reasons, do not stream to a web page without requiring a username & password. Not a viable solution for public viewing.
We are looking for a camera with PTZ functionality that can stream to a web page without requiring a username & password.
Cheers, Graeme
11 August 2023 12:27pm
Graeme, Maybe speak to a web IT expert. You may be able to have an interface on the webpage which provides the login credentials to the camera, but then passes the image (and control) to another page. Make a "masking" page that keeps the camera happy, but access and control is via another page.
Conservation Technology Specialist

11 August 2023 1:21am
#Tech4Wildlife Photo Challenge: Judges' Panel Honorees

4 August 2023 10:00am
#Tech4Wildlife Photo Challenge: Community Choice Honorees

3 August 2023 10:00am
360 Camera for Marine Monitoring
25 July 2023 8:54am
28 July 2023 7:43pm
Hi Sol,
For my research on fish, I had to put together a low-cost camera that could record video for several weeks. Here is the design I came up with

FishCam: A low-cost open source autonomous camera for aquatic research
We describe the “FishCam”, a low-cost (<500 USD) autonomous camera package to record videos and images underwater. The system is composed of easily ac…
At the time of the paper, I was able to record video for ~12 hours a day at 10 fps and for up to 14 days. With new SD cards now, it is pushed to 21 days. It costs about 600 USD if you build it yourself. If you don't want to make it yourself, there is a company selling it now, but it is much more expensive. The FOV is 110 degrees, so not the 360 that you need, but I think there are ways to make it work (e.g. with the servo motor).
Happy to chat if you decide to go this route and/or want to brainstorm ideas.
Cheers,
Xavier
3 August 2023 2:32am
Hi Xavier, this is fantastic! Thanks for sharing, the time frame is really impressive and really in line with what we're looking for. I'll send you a message.
Cheers,
Sol
3 August 2023 3:19am
I agree, this would be great for canopy work!
Workshop on the use of information and communications technology for conservation in Central Asia
1 August 2023 11:50pm
Live Streaming Camera
31 July 2023 11:36am
Seeking your support for stereo camera trap project
25 July 2023 5:22pm
Insect camera traps for phototactic insects and diurnal pollinating insects
20 March 2023 9:39am
25 May 2023 7:09am
OK, thanks!
10 July 2023 1:57pm
Hi @abra_ash , @MaximilianPink, @Sarita , @Lars_Holst_Hansen.
I'm looking to train a very compact (TinyML) model for flying pollinator detection on a static background. I hope a network small enough for microcontroller hardware will prove useful for measuring plant-pollinator interactions in the field.
Presently, I'm gathering a dataset for training using a basic motion-triggered video-capture program on a raspberry pi. This forms a very crude insect camera trap.
I'm wondering if anyone has any insights on how I might attract pollinators into my camera field of view? I've done some very elementary reading on bee optical vision and currently trying the following:
Purple and yellow artifical flowers are placed on a green background, the center of the flowers are lightly painted with a UV (365nm) coat.
A sugar paste is added to each flower.
The system is deployed in an inner-city garden (outside my flat), and I regularly see bees attending the flowers nearby.
Here's a picture of the field of view:

Does anyone have ideas for how I might maximise insect attraction? I'm particularly interested in what @abra_ash and @tom_august might have to say - are optical methods enough or do we need to add pheremone lures?
Thanks in advance!
Best,
Ross
20 July 2023 4:40pm
Hi Ross,
Where exactly did you put the UV paint? Was it on the petals or the actual middle of the flowers?
I would recommend switching from sugar paste to sugar water and maybe put a little hole in the centre for a nectary. Adding scent would make the flowers more attractive but trying to attract bees is difficult since they very obviously prefer real flowers to artificial ones. I would recommend getting the essential oil Linalool since it is a component of scented nectar and adding a small amount of it to the sugar water. Please let us know if the changes make any difference!
Kind Regards,
Abra
Senior Technical Specialist, Monitoring & Technology, ZSL
18 July 2023 1:44pm
Wildlife Conservation Drones & Technologies Summit 2023
16 July 2023 10:04pm
DeepFaune: a software for AI-based identification of mammals in camera-trap pictures and videos
14 July 2023 3:14pm
Pinniped Time-lapse Camera Surveys in the Southern Chesapeake Bay and Eastern Shore 2019-2022
13 July 2023 2:46pm
Tools for automating image analysis for biodiversity monitoring

12 July 2023 4:50pm
Project Spotlight: Monitoring tropical freshwater fish in Kakadu National Park with drones, underwater cameras and AI
12 July 2023 3:40pm
12 July 2023 3:58pm
During Andrew's talk, @dmorris put out a call in the chat that might be relevant to folks catching up on the video, so I'll drop it here too:
Re: Andrew's fish work... part of the reason I got in touch with Andrew a few weeks ago is that I'm trying to keep track of public datasets and public models for marine video that have basically this gestalt (video where fish look fishy-ish). I think we're getting close to enough public data to train a general-purpose model that will work well across ecosystems. My running list of datasets is here:
https://lila.science/otherdatasets#images-marine-fish
Let me know if folks know of others!
There are also a grand total of two public models that I'm aware of that sort of fall into this category... one is Andrew's:
https://github.com/ajansenn/KakaduFishAI
The other is:
https://github.com/warplab/megafishdetector
If folks know of other publicly-available models, let me know about those too!
14 September 2023 1:31pm
@LucyHReaserRe At this area in the past, we have tried using a normal trail IR camera, but with very limited sensitivity. I have thought about adding the IR fog lights out there to help, but was leaning towards the thermal cameras to allow for more types of data to be taken from the images in the future i.e. age class based on heat signatures.
Thank you all for providing input, I will look into each of these ideas!