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Header image: Laura Kloepper, Ph.D.

discussion

Auto-processing of Indian images with Camera traps

My name is Vinay (Linkedin profile) and I have just started a company in Biodiversity conservation from Bangalore, India.  Brief about Urvara.Life ...

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[Full disclosure: this question was also posted to the AI for Conservation Slack, and I'm copying and pasting my answer from there to here.]

The first thing I would recommend is putting a very fine point on what you mean by "automated".  There are close to zero cases where camera trap image processing is fully automated in the sense of every image being classified to species level without human intervention, and the cases where that happens tend to be pretty simple cases with a small number of very stable cameras, or a very small number of species (e.g. in semi-captive environments).  That doesn't mean automation is impossible, but total automation with 100% accuracy is *probably* impossible, so you have to pick the compromises you're comfortable with.  I recommend thinking about what you care about most and how much human time you can afford to get there... e.g., maybe you want to make sure you achieve 90% recall on species x/y/z, and you don't care what happens to the other species, and you can have humans spending k hours per month on image review.

Once you have goals that are as quantitative as possible and you're focused on efficiency, rather than total automation, it becomes easier to evaluate existing systems, whether or not they are even aware of your specific species (this is not always a requirement for an AI system to help you meet your goals, as long as that AI system has seen species that are visually similar to your species).

To help people get pointed in the right direction wrt choosing a system, I usually start with this series of questions:

http://lila.science/camera-trap-questions

Maybe those questions are useful just to get you thinking about your system, but if you want to talk through the implications of some of the answers, feel free to reply here or to email me at agentmorris@gmail.com .

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discussion

Beekeeping training center/field school

Greetings from Tanzania ,Lake zone Tanzania Beekeeping field schoolI am a founder of none for profit organization based in North-western Tanzania. Currently am designing a...

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Hi, I'm really interested in your project. If you're open to it, I’d be happy to build and send you a couple of data logger units — free of charge — to help monitor temperature, humidity, pressure, and possibly hive weight using a load cell. I’m also considering adding a simple bee traffic sensor to track how often bees enter and leave the hive. This could help reveal patterns related to foraging behavior or colony stress. 

 It would also be an interesting use case for using LoRaWAN to send node data to a central gateway. The data could be exported in line protocol format so you can easily import it into InfluxDB or another dashboarding tool if you'd like to visualize it.

 I’m quite busy with other projects, but I’d be happy to throw something together to get you started, and I’ll include the source code in case you'd like to modify or expand it in the future. Let me know if this sounds helpful — I'd love to support your work.

 Best regards, Travis

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article

Application of computer vision for off-highway vehicle route detection: A case study in Mojave desert tortoise habitat

Driving off-highway vehicles (OHVs), which contributes to habitat degradation and fragmentation, is a common recreational activity in the United States and other parts of the world, particularly in desert environments...

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Fantastic and thank you! It will be very interesting to see how these tools can be applied to other species and anthropomorphic features!
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discussion

The boring fund: Standardizing Passive Acoustic Monitoring (PAM) data - Safe & sound

Thanks to the Boring Fund, we are developing a common standard for Passive Acoustic Monitoring (PAM) data.Why it’s important: PAM is rapidly growing, but a core bottleneck is the...

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This is such an important project! I can't wait to hear about the results. 

Hey Sanne, awesome - we definitely need a consistent metadata standard for PAM.

If you haven't already, I would suggest sharing this on the Conservation Bioacoustics Slack channel and the AI for Conservation Slack channel. You would reach a lot of active users of PAM, including some folks who have worked on similar metadata efforts. 

If you're not a member of either one of those, DM me your preferred email address and I'll send you an invite!

Hello everyone,

Thank you all for your contribution!

You can read some updates about this project in this post.

Julia

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discussion

Comunidades de práctica en Latinoamérica

Hola!Me gustaría armar una lista de comunidades de práctica relacionadas con tecnología para la conservación en América Latina y explorar cómo podemos conectar nuestra comunidad...

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Hola Vane,

Te nombro al menos dos comunidades acá en Colombia que están involucradas en estos temas:

  • Red Ecoacústica Colombiana: Una red interdisciplinaria de investigadores y colaboradores comprometidos en explorar la intersección entre la acústica y la ecología. Uno de sus objetivos estratégicos es desarrollar tanto sensores como algoritmos y flujos de análisis para procesar los datos bioacústicos.
  • Red OTUS: Red nacional de cámaras trampa 
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Link

Understanding the 2025 US Tariffs: Risks for Clean Tech and Conservation Progress

​If, like me, you are curious about the broad impact that the 2025 tariffs may have on sustainability and green energy progress then this article by Evelyne Hoffman offers an in-depth analysis of the short and long-term concerns, highlighting the increase in costs for green tech

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discussion

Field-Ready Bioacoustics System in Field Testing 

Hi all — I’m Travis, an automation engineer and conservation tech builder currently testing a system I’ve developed called Orpheus: a fully integrated, field-...

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Hi Carly,

Thanks so much for your thoughtful message—and for introducing me to Freaklabs! BoomBox looks awesome, and it’s exciting to see how closely our goals align. There’s definitely potential for collaboration, and I’d be happy to chat more. Their system is super efficient and I think both of our systems have a place in this space. 

Affordability and reliability were key considerations when I started building Orpheus. I wanted to create something rugged enough to survive in the field year-round while still being accessible for conservationists with limited budgets. The full-featured unit is €1500, and the basic model is €800. That pricing reflects both the hardware and the considerable time I’ve spent writing and refining the system—it’s all about balancing performance, durability, and keeping it sustainable for the long term.

Even the base unit is more than just a playback device. It logs every playback event, duration, and species, with enough onboard storage for two years of data, and it automatically converts the logs to line protocol for easy integration into platforms like InfluxDB.

On top of that, Orpheus actively logs and graphs temperature, humidity, atmospheric pressure, and battery voltage. During deep sleep, it interpolates the environmental data to preserve meaningful trends without wasting energy. You can view any of these on it's 5" touch screen or view it in the cross-platform app that will support both Android and IOS once I'm done programming it.

As for audio specs:

  • Recording is supported up to 96kHz,
  • Playback is full 24-bit, both MP3 and WAV formats
  • The system currently supports recording audio clips, reviewing them, and even adding those clips directly to playlists on the device.

That said, for bat research, I know ultrasonic capability is essential. While the current hardware doesn’t capture over 100kHz, I’ve already done the research and identified alternative audio interfaces that would support that range. If that’s a need researchers are interested in, I’d be open to building out a dedicated version to meet those requirements.

Power-wise, it runs indefinitely on solar, even under partly cloudy conditions. It uses a LiFePO₄ battery, and depending on usage, it can operate for up to two weeks on battery alone. It also supports external power from 12V or 24V systems, and solar input from 12V to 70V, so it’s pretty adaptable to various field setups. it also can operate from -5 to 70C (still testing that), but the hardware should be capable according to specs. Your correct though in places like the rain forest that could be challenging and an alternative would need to be considered. 

The software is written modularly to allow for expansion based on user needs. For instance, I’ve already integrated support for a rain sensor that can pause playback if the user chooses that, and could easily include PIR, microwave, or other sensors for more specialized triggers.

Regarding durability, I’m currently testing mesh cable sheathing to deter rodents and other wildlife from chewing the wires—this was a concern raised by one of the teams using Orpheus, and I’m designing around it.

Also, Orpheus includes a seasonal scheduling engine—you can define your own seasons (like Migration, Breeding, etc.) and assign unique playback playlists to each. The device uses astronomical data (sunrise/sunset) based on your provided lat/lon and time zone, and automatically adjusts timing offsets like “1 hour before sunrise.” The goal is truly fire-and-forget deployment.

I'm open to adding any features or sensors that might be useful within reason.

I’m curious though, what specs would make a recording device for bats an indispensable tool? What features don’t already exist  on the market that should?


 

Warm regards,
Travis

I love the look of the system! We almost called our new sensor Orpheus, but decided against it as there is already a microphone named that! I'd love to see a bit more about the technical implementation! Is this running off of a CM5 or something different? 

Hi Ryan, hmm, I had no idea there was a microphone named that. I thought about how it’s used to lure birds for netting, and I like Greek Mythology. I thought it was a perfect fit, but hmm, May have to change the name. I considered using a CM, but i wanted the system to be as efficient as possible. I am using a RPI Zero 2 W with emmc. To ensure the UI stays  responsive I used some backend tricks like thread pooling. It works well and resources stay in check. The challenging part is ensuring thread handling is done gracefully and carefully to prevent race conditions. What sort of sensor have you been developing?

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discussion

Planning a Gap Year

Hello, all! I've just deferred my Master of Engineering at Dartmouth (where I'll be studying electrical engineering) to take some time exploring opportunities in conservation and...

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Hi Karinna, 

That seems that a great plan and lots of nice skills to bring in!

Don't hesitate to search the member directory or the organisations inventory to find suitable place for you to go to. It really depends on what you would like to do and where you want to go (or can go). 

Wishing you the best in your search. 

 

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discussion

Has anyone combined flying drone surveys with AI for counting wild herds?

My vision is a drone, the kind that fly a survey pattern. Modern ones have a 61 megapixel camera and LIDAR which is a few millimeter resolution, they are for mapping before a road...

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Hi Johnathan, 



There is a Canadian company more or less doing that. They have their own endurance drone and optical/thermal cameras. Very much keyed into surveys and they may have success given the number of helicopter accidents we have had in Western Canada. Not sure if the AI part is there yet. 



I know they've done surveys with at least one department here but not much beyond that. I talked to one of the developers their just as a point of interest. The current leadership today looks different than I remember though. 



 

The camera can be aimed at the greenhouse background, which is like a huge green screen. Inside the greenhouse there's only a few flying insects, and they would all have to fly between the optics and the wall or roof eventually. Or if the bot is flying, have it look upwards. 

It's pretty much a programing question. Unfortunately I am not the type of person who is good at both building and troubleshooting hardware, and writing code. I took some programming back in college but I am not sure if I want to get myself up to speed. It's starting to sound like I need a few years of college before I can even get started. Which I already did, too bad none of it counts for anything anymore. Or I guess I can compete in the marketplace with people with real money behind them, which is the only thing that means anything. If you are brilliant and not funded, you might as well be a scarecrow.

Hi all, I'm the founder of a company in Texas that provides thermal drone surveying for private game ranches. Right now, we're doing everything completely manually in terms of counting during both the initial flight as well as the review. Automating our process with an AI program would be great, but there are multiple limitations I'd imagine:

1.) Thermal imaging has pretty poor resolution even when you're only 100 feet or so above the ground. We'll often need to bring the drone down even closer to identify a buck vs doe. I'd imagine an AI model would be even more limited by this poor resolution

2.) Using a visible zoom camera in tandem with the thermal can help with this issue, but then you are very limited. Thermal works great at night, but requires cool, cloudy days if you're wanting to fly in the daylight to use the optical camera. In Texas, these are few and far between.

3.) Even if you were to figure out everything else, there are often animals that rewuire a pilot to move the drone off its path in order to identify (for example if they're bedded down behind a tree we will often need to swing around to the other side. 

If anyone is interested, we do record all of our surveys, so I have 1000+ hours of thermal footage of animals from whitetail deer to nilgai to zebra. I'd be happy to share this with someone who's interested in potentially building a model if they think they can solve the limitations.

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discussion

A broken discussion thread ?

Just want to point out, that there appears to be a discussion thread here that fails to render. It just hangs.It's the one called "Detecting animals' heading and body orientation...

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Ah in the meantime my mail box is functional again. But this thread still seems broken.

Hi Kim, thanks for flagging this. It's likely caused by a bad external link. We will investigate!

Hi Kim, the website linked in the body text of the post was not working with our link preview embed system and somehow causing a crash. Clearing the site cache and changing the embed link to a hyperlink instead of a link preview embed has seemingly fixed the issue for now.

The devs will investigate further what was causing this to try and stop this happening again.

Thanks for the report!

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discussion

How can I start a career in conservation technology?

Hi, I am a 16 year old student in the UK currently in secondary school, I am interested in conservation technology and I would like to pursue it in the future. I have been...

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So great to hear that you're interested in this incredible sector! I echo Tom in that I don't know of too many specific "conservation tech" degrees as it's such an interdisciplinary field. Perhaps Intro to Conservation Tech Course would be helpful in learning about which direction is most interesting to you to pursue?

Hi @ziggy_4

I agree with those who commented before, there are a lot of ways to get into the field. I went down the Biology route and then learnt more via my PhD. 

However, we have a Conservation Technology Module as Part of out Wildlife Biology BSc at the University of South Wales - BSc (Hons) International Wildlife Biology - University of South Wales . The course is being rewritten to be 'Ecology and Conservation' and will include this new Conservation Technology Module, where we also link with our engineering department. 

If you have any questions, feel free to email me - emma.higgins@southwales.ac.uk 

Good luck! 

 

@Frank_van_der_Most  - thanks for the tag!

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article

Nature Tech for Biodiversity Sector Map launched!

Carly Batist and 1 more
Conservation International is proud to announce the launch of the Nature Tech for Biodiversity Sector Map, developed in partnership with the Nature Tech Collective! 

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Thanks for sharing @carlybatist  and @aliburchard !About the first point, lack of data integration and interpretation will be a bottleneck, if not death blow to the whole...
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discussion

Data entry for shorebird nesting

Good afternoon community of Wildlabs, my name's Rolando and I wonder if any of you have used before any app for bird data entry on the field that can be used in a tablet or...

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Hi Rolando, 

ODK or KoboToolBox are fairly easy to use and manage for creating forms that can be deployed on tablets or phones, at least based on my experience from two years ago.

Best, 

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Link

OceanHackWeek en español

Actividad gratuita y online para Investigadores en ciencias marinas trabajando en América Latina con interés en aprender a programar en Python, R, y trabajo colaborativo. Último día para aplicar a OceanHackWeek en español.

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discussion

WILDLABS Awards 2025 - Statistics

Using our statistical analysis of energy (referencing my previous post on the Boring Fund 2024 stats), and with the judging process still ongoing until the end of the week, I’m...

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Just over two-thirds (n=174) of the projects applied for the $50,000 grant category, reinforcing our decision to continue expanding the availability of these larger grants.

Once again this year, we observed a well-balanced distribution of project types, with technology adoption and application being the most common. This aligns closely with the trends we saw in 2024.

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discussion

The Boring Fund 2024 - Statistics

Better later than never, opening a thread to share with you some statistics about the applications received for The Boring Fund 2024 as we did for the WILDLABS Awards 2024. ...

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