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AI for Conservation / Feed

Artificial intelligence is increasingly being used in the field to analyse information collected by wildlife conservationists, from camera trap and satellite images to audio recordings. AI can learn how to identify which photos out of thousands contain rare species; or pinpoint an animal call out of hours of field recordings - hugely reducing the manual labour required to collect vital conservation data.

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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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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funding

Multiple grants

I have been a bit distracted the past months by my move from Costa Rica to Spain ( all went well, thank you, I just miss the rain forest and the Ticos ) and have to catch up on funding calls. Because I still have little...

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discussion

🌊 FathomVerse mobile game debuts new features to help gamers participate in ocean exploration

The ocean is vast, mysterious, and full of charismatic critters that look like they belong in a sci-fi movie. But unlike outer space, you don’t need a rocket to explore it—just a...

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discussion

WILDLABS AWARDS 2024 - BumbleBuzz: automatic recognition of bumblebee species and behaviour from their buzzing sounds 

The 'BumbleBuzz' team (@JeremyFroidevaux, @DarrylCox, @RichardComont, @TBFBumblebee, @KJPark, @yvesbas, @ilyassmoummad, @nicofarr) is very pleased to have been awarded the...

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Super great to see that there will be more work on insect ecoacoustics! So prevalent in practically every soundscape, but so often over-looked. Can't wait to follow this project as it develops!

Really looking forward to following this project. I'm very curious how you'll be able to tease out different species, particularly among species that feature a variety of worker sizes. 

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discussion

Nature Tech Unconference - Anyone attending?

Hi all, anyone planning to attend the Nature Tech Unconference on 28th March at the London School of Economics Campus in London, UK? (the event is free to attend but...

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The Futures Wild team will be there :)

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discussion

Generative AI for simulating landscapes before and after restoration activities

Hi all.Has anyone come across any generative AI tools that could be trained and used to generate photorealistic landscapes (in a web application) from habitat maps and then re-...

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Yep we are working on it 

 

1/ segment 

2/remote unwanted ecosytem

3/get local potential habitat

4/generate

5/add to picture 

 

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event

Cloud-Native Geospatial Conference

CNG Conference is where geospatial data users gather to create the future of our industry together. Learn how experts at NOAA, Planet, the World Bank, and others are using geospatial data and AI to solve some of the...

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funding

AI Weather Quest

The AI Weather Quest, organised by the European Centre for Medium-Range Weather Forecasts (ECMWF), is an ambitious international competition designed to harness artificial intelligence (AI) and machine learning (ML) in...

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discussion

United Nations Open Source Principles

FYI, I just came across the United Nations Open Source Principles, which was recently adopted by the UN Chief Executive Board’s Digital Technology Network (DTN): It has been...

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All sound, would be nice if there were only 5, though!

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Link

InsectSet459: an open dataset of insect sounds for bioacoustic machine learning

InsectSet459 - the first large-scale open dataset of insect sounds, featuring 26,399 audio clips from 459 species of Orthoptera and Cicadidae.

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Indigenous Groups Are Safeguarding Culture with Their Own ChatGPT | Atmos

Absolutely fascinating uses of AI for equitable conservation! Hope it inspires you!

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discussion

Subject: “Baa-bridge” – AI Sheep Stress Reduction, Seeking Genius Input!

Subject: “Baa-bridge” – AI Sheep Stress Reduction, Seeking Genius Input! Hey Wildlabs community,I’m Lloyd Fulham, a French Canadian visionary in Quebec City...

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I'm sure others here can comment better than I on models for classifying animal sounds, but from an ML pint of view, a key concern is getting enough data. 10 recordings does not sound like a lot (although how long are they?) and 1000 epochs does sound like a lot. It is very possible that your model is just learning to memorize the inputs, and that it will generalise poorly.

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discussion

ICCB 2025 – Let’s Connect!

Hi Everyone,I’m excited to be attending my first ICCB 2025 as a student presenter and early-career researcher! My work sits at the intersection of computational epidemiology and...

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Hi everyone, I’m excited to become a member of Wild Lab! I’m currently working on my master’s thesis, focusing on dormouse conservation. My research explores the behavioral responses of dormice to temperature and habitat patterns using camera trap data.

Additionally, I’d like to incorporate agent-based modeling to simulate species behavior. However, I’m a bit unsure about how to effectively apply modeling for predictions. If anyone here has experience with modeling, I’d love to connect and discuss!

Looking forward to learning from you all.

Best regards,

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Link

Utilizing Artificial Intelligence to Reduce the Impact of Climate Change on Wildlife

This thesis concludes that artificial intelligence offers valuable opportunities for mitigating the impacts of climate change on wildlife with careful consideration of its limitations and ethical implications.

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discussion

Sea turtle Bioacoustics Project

Hi everyone, I have an opportunity to work with Green sea turtles and Olive ridleys off the coast of Sri Lanka, this will be my first bioacoustics conservation project. I would...

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Hi Sam, I  did my master's on hatchling turtle vocalisations and their role in nest emergence behaviours (currently under review for publication). I recorded nest emergence behaviour in-situ using microphones and camera traps. I worked with snapping turtles, but the methods could be quite useful. I would be happy to share my thesis if that would be helpful.

there are a few sea turtle papers that describe hatchling vocalisations but not many experiments testing hypotheses for these vocalisations. 

here are some papers that could help you get you started:

Shoot me a message if interested in chatting more :)

 

Hello Sam ...great work, would like to see the paper when it comes online. I would like to know about the device....Bests Zahir

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discussion

What are open source solutions anyway?

What “counts” as open source? And why is that important to biodiversity conservation?It's great to be one of the three conveners of the WILDLABS Open Source...

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Open source technologies are a game-changer for biodiversity conservation. They give us the freedom to use, study, modify, and share vital tools and knowledge that help advance research in meaningful ways. For conservationists, this means we can adapt technologies to meet local needs, improve existing tools, and make new innovations available to everyone—creating a more collaborative and sustainable future for our planet.

It’s exciting to see the impact of open source in conservation already, with tools like Mothbox, Fieldkit, and OpenCTD helping to drive progress. I'm curious—how do the formal definitions of open source resonate with you? How do they shape the way we approach conservation?

Also, if you're interested in how open source AI can support conservation efforts, check out this article: Open Source AI Agents: How to Use Them and Best Examples.

Can’t wait to hear your thoughts! Let's keep the conversation going.

Sorry to be a stickler on syntax when there is a richer discussion about community here - but I believe a true "open source" project is a functionally complete reference design that anyone can build upon with no strings attached. If the community isn’t provided with enough information to fully build and iterate on the design independently, then the project doesn’t truly meet the spirit of open source. 

As a developer and engineer, I’ve observed that sometimes projects crowdsource free engineering work under the guise of being "open source." While this can have benefits, it can feel like asking for a free lunch from clients and customers. 

Advanced features—like enterprise-level data management or tools for large-scale deployments—can reasonably remain proprietary to sustain the project financially. Transparency is critical here. If the foundational components aren’t fully open, it would be more accurate to describe the project as "community-driven" or "partially open." And as an engineer/developer I wouldn't be angry when I went to explore the project marked "open source" only to find that I have been lied to.

Just my two cents, and I really appreciate the thoughtful discussion here. The open source community has been a massive influence on me. Everything I do at work would not be possible without it.  In many ways, "open source" or "public domain" projects represents the true know-how of our society.

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discussion

Definitions for open source software & hardware and why they're important

Recent conversations (including this previous thread) have reminded me that while I've been involved in various open source tech communities for years, I sometimes implicitly –...

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Thanks for this excellent and thought-provoking post, Pen. I agree this is a binary yes/no issue, but there is a spectrum. There could also be philosophical nuances. For example, does excluding honey from a vegan diet meet the ethical criteria of veganism? It's an animal product, so yes, but beekeeping generally doesn't have the same exploitative potential as cow, sheep, or pig husbandry, right? However, looking strictly at the definition, honey is out if you want to be vegan. 

Back to software! Isn’t the main issue that companies falsely claim to offer open source hardware/software? To avoid this, do you then have to create an accreditation system? Who polices it? Is it fair? Would users care that their software has the accredited open source stamp of approval? Ultimately, we need definitions to define boundaries and speak a common language.

Thanks @VAR1 great insights! Funny you mentioned the honey thing, @hikinghack said the same in response on the GOSH forum

I think the point I'm trying to make with the vegan comparison is that while it might not be 100%, it is close enough for us to have productive conversations about it without running in circles because we can't even agree on what we are talking about. 

As for open source tech, there actually is accreditation for open source hardware (at least of a sort). The Open Source Hardware Association has a fairly mature certificate program: 

I am genuinely undecided whether such a formal accreditation system is required for open source software. My undecided-ness comes back to the food/agriculture analogy, where a similar issue exists for organic certification. Being certified organic could possibly, in some cases, be beneficial. However, certification can also be very onerous for small organic farmers who can't afford to get it. 

But before we even think about accreditation, I echo your last sentence that we need definitions to define boundaries. These definitions, as I argue in my original post above, is not only about principles and philosophy, they are also a practical necessity for enabling effective communication! 

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