Human-wildlife conflict is a shockingly common problem, often with enormous consequences for both individual animals and entire populations.
When human-wildlife conflict comes to mind, you may immediately think of wildlife crime instead - which isn't wrong, since many regions with wildlife crime problems like poaching are also areas where people may frequently deal with human-wildlife conflict, causing the two issues to go hand-in-hand. But human-wildlife conflict is a much broader issue encompassing many ways that human presence and interference can cause problems for us and animals alike. Human-wildlife conflict includes:
- Elephants trampling a farmer's crops, resulting in retaliation
- New real estate developments infringing on ecosystems where predator species live, leading to predators having less territory and less food, which in turn leads to predators attacking domestic animals and livestock
- Freeways dividing the territory of animals like mountain lions, leading to wildlife venturing into neighborhoods or being killed by cars
- Lead bullets used in hunting causing scavengers like condors to die of lead poisoning
These are just a few examples of how humans can negatively impact wildlife, and it's clear to see how many of these scenarios could escalate. Human-wildlife conflict solutions don't just include ways in which we can prevent these issues (for example, through tracking predators, monitoring populations' territories, or building barriers and wildlife crossings monitored by sensors), but also the ways in which we can help people connect with wildlife and care about learning to live alongside them.
If you're interested in solutions that can prevent human-wildlife conflict, join this group and get to know the people who are working to protect and save species around the world!
Header image: Casey Allen on Unsplash
- @KB
- | she/her
Wildlife ecologist specializing in animal movement modeling and habitat selection with a strong interest in conservation policy and management decisions.
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- 17 Groups
- @vfhawkinson
- | she/her
University of Washington
PhD student assessing multi-scalar livestock-wildlife interactions in the American West
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- 1 Discussions
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- @trish_lai
- | she/her
UCD SVM Student
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- @nyangetamagesa
- | Miss
I am currently working as research assistant at Lion Landscapes, I am deeply passionate about conservation activities and dedicated to preserve our planet's natural resources

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I'm a software developer. I have projects in practical object detection and alerting that is well suited for poacher detection and a Raspberry Pi based sound localizing ARU project



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- @TaliaSpeaker
- | She/her
WILDLABS & World Wide Fund for Nature/ World Wildlife Fund (WWF)
I'm the WILDLABS Research Specialist at WWF-US



- 23 Resources
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WILDLABS & Wildlife Conservation Society (WCS)
I'm the Bioacoustics Research Analyst at WILDLABS. I'm a marine biologist with particular interest in the acoustics behavior of cetaceans. I'm also a backend web developer, hoping to use technology to improve wildlife conservation efforts.





- 27 Resources
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Worked as a mechanical engineer for a defence co, then software engineer, then for a research lab specialising in underwater robotics.



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Sustainability Manager for CERES Tag LTD. An animal health company; animal monitoring, conservation, & anti-poaching/ rural crime. Wildlife, livestock, equine & companion. #CeresTrace #CeresWild #CeresRanch





- 2 Resources
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- @carlybatist
- | she/her
ecoacoustics, biodiversity monitoring, nature tech



- 111 Resources
- 356 Discussions
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- 3 Groups
Movement ecologist using conservation technology to study the behaviors of animals in the wild and understand how they cope with change to most effectively address conservation- and conflict-related issues.


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In this Conservation Tech Showcase case study from Big Life Foundation, you’ll learn about their successes using EarthRanger and LoRaWAN Smart Parks Solution technologies to monitor wildlife in East Africa.
8 June 2023
Richard Turere from Kitengela, invents flashing lights to mitigate human wildlife conflict. He came up with “Lion Lights,” a system that deters predators such as lions from attacking livestock using flashing lights....
31 May 2023
Are you using or creating tech to protect wildlife? We want to support your organization through two $15,000 grants!
15 May 2023
Quick feature of Virgina Tech project using camera traps and biologgers to track bobcats, collecting data to inform human-wildlife coexistance efforts
26 April 2023
New paper in Trends in Parasitology discusses how acoustic monitoring can be used to assess presence and overlap of host or reservoir species, disease vectors and human activity.
8 March 2023
New article about how climate change and human-wildlife conflict go hand-in-hand. Would be interesting to hear from our climate change and HWC groups about how climate scientists and community members who are innovating...
1 March 2023
Article
Assessing the Efficacy of a Novel Olfactory Approach to Mitigating Elephant Crop Raiding in Uganda and Kenya
24 February 2023
Scholarships available for training courses focussing on nature restoration in East Africa
21 February 2023
Technology to End the Sixth Mass Extinction. Salary: $104k-144K; Location: Washington DC or Seattle WA, potential hybrid; 5+ years of Full stack development experience; Deadline March 15th - view post for full job...
10 February 2023
Frontiers in Conservation Science is calling for submissions for a Research Topic that aims at examining the paradoxical relationship that has been established in recent years between the flagships of new technology...
10 February 2023
Consultancy opportunity at ZSL for an experienced monitoring specialist to support species monitoring in rewilding landscapes across Europe
31 January 2023
Conservation partnership launches new award to advance biodiversity conservation from space
5 December 2022
June 2025
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July 2025
October 2025
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32 Products
3 R&D Projects
40 Organisations
Recently updated products
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Description | Activity | Replies | Groups | Updated |
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The European project Nature FIRST is hosting its final conference at Ouwehands Dierenpark in the Netherlands on 25–26 June 2025,... |
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Community Base, Conservation Tech Training and Education, Data management and processing tools, Earth Observation 101 Community, Emerging Tech, Human-Wildlife Conflict, Protected Area Management Tools, Wildlife Crime | 5 hours 48 minutes ago | |
Hi. Currently working on a project on an island where recreational activity is impacting breeding seabirds. Looking for AI solutions for... |
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Human-Wildlife Conflict | 4 days 3 hours ago | |
Wonderful video! Really impressive :) |
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Animal Movement, Human-Wildlife Conflict, Latin America Community | 3 months 2 weeks ago | |
Great dear Travis,This is a great news and an opportunity to me and my local bee keepers. It really sounds very helpful.Here is my contacts:Email: muganyizi@pales.or.tz ... |
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Climate Change, Conservation Tech Training and Education, East Africa Community, Funding and Finance, Human-Wildlife Conflict, Wildlife Crime | 1 month 2 weeks ago | |
Good morning JocelynThank you very much for your comment, this is proving to be very useful advice and thank you so much for setting me on the right path!! This is very exciting!!... |
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Animal Movement, Citizen Science, Human-Wildlife Conflict, Marine Conservation, Drones, Community Base, Geospatial | 1 month 4 weeks ago | |
Hi Nikita, If you haven't already, I'd recommend reaching out to the folks at the Cornell Ornithology lab. They're really glued into all things bird. In particular, I... |
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Animal Movement, Drones, Emerging Tech, Human-Wildlife Conflict | 2 months ago | |
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... |
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AI for Conservation, Animal Movement, Human-Wildlife Conflict | 2 months ago | |
Love it! I have a few ideas. |
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Conservation Tech Training and Education, Funding and Finance, Human-Wildlife Conflict | 3 months 1 week ago | |
Hello everyone. My name is Bilal. I recently graduated with a degree in bioengineering and hold a bachelor's degree in computer science,... |
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AI for Conservation, Animal Movement, Human-Wildlife Conflict, Marine Conservation | 4 months ago | |
@HeinrichS there’s still time for you or anyone else to make a funding submission to the wildlabs 2025 grants ❤️❤️❤️I haven't applied for wildlabs funding, but I would love for... |
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Human-Wildlife Conflict, AI for Conservation, Camera Traps, Emerging Tech | 4 months 1 week ago | |
Hats off to your team for this absolute game-changing technology! We rescue stray and wild animals in Taiwan, and the bulk of our work is saving animals maimed by wire snares... |
+37
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AI for Conservation, Drones, Emerging Tech, Human-Wildlife Conflict, Wildlife Crime | 6 months ago | |
There's quite a few diy or prototype solutions described online and in literature - but it seems none of these have made it to market yet as generally available fully usable... |
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AI for Conservation, Camera Traps, Human-Wildlife Conflict, Sensors | 6 months ago |
Apply for Free Access to Nature FIRST Conference (innovative solutions for biodiversity monitoring and human-wildlife coexistence)
22 May 2025 2:37pm
Automated Image analysis
18 May 2025 5:10pm
Boombox Workshop at ICCB 2025
16 May 2025 8:18am
WILDLABS AWARDS 2024 - Innovative Sensor Technologies for Sustainable Coexistence: Advancing Crocodilian Conservation and Ecosystem Monitoring in Costa Rica
11 July 2024 11:30pm
4 February 2025 11:44am
Super interesting! I'm currently developing sensor accelerometers for fence perimeters in wildlife conservation centres. I think this is a really cool application of accelerometers; I would love to know how the sensor which you developed for part 3 looked like, or what type of software/machine learning methods you've used? Currently my design is a cased raspberry pi pico, combined with an accelerometer and ml decision trees in order to create a low-cost design. Perhaps there is something to be learnt from this project as well :)
4 February 2025 2:45pm
Wonderful video! Really impressive :)
Technology in Wildlife Welfare Workshop (in-person, UK)
6 May 2025 7:46pm
Post-Doctoral Research Fellow/ Project Manager, University of St. Andrews, UK
2 May 2025 4:31pm
Connecting the Dots: Integrating Animal Movement Data into Global Conservation Frameworks

30 April 2025 1:38am
FROM VULNERABILITY TO SECURITY: INSPIRING COEXISTENCE THROUGH A RESILIENT BOMA
17 April 2025 8:41pm
Beekeeping training center/field school
3 April 2025 10:38am
4 April 2025 2:16pm
Thanks.
Any time you meet someone with internet to invest in the beekeeping industry. Kindly remember my name.
8 April 2025 9:17am
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
8 April 2025 2:36pm
Great dear Travis,
This is a great news and an opportunity to me and my local bee keepers. It really sounds very helpful.
Here is my contacts:
Email: muganyizi@pales.or.tz
Mobile WhatsApp: +255686 821 070.
Kindly spare a time slot so that we dive into details of this for your support and collaboration.
Free Webinar by Nature FIRST: Bridging Ecology and ESG – Smarter Decisions with Knowledge Graphs
2 April 2025 10:59am
Mole-Rat Mystery. Can anyone help?
19 March 2025 3:25pm
20 March 2025 4:17pm
Hi Sean! I love that you are naturally curious and are pursuing really cool projects in your free time. I know absolutely nothing about cape dune mole rats (in fact, never heard of them prior to this post, but I will confess I was interested in the concept of a mole-rat mystery), but I did have some thoughts about where you might find more information-
It seems like the types of questions you are asking are pretty specific and niche. My first thought on how to find someone with expertise in these specific rodents was to go to their iNat page- there you can see the top observer and top identifier. Both individuals are active researchers, so I think reaching out to them on iNat or finding their e-mails from their respective organizations' sites might be a good way to get in touch.
I also did a quick search in Google Scholar in which I typed in only the scientific name and hit go. The two publications linked above caught my eye as potentially helpful in your search- particularly the first one. They excavated burrows and noted things like home range size, that males have more burrows than females, etc. I didn't go much beyond the abstracts but these seem like they might get you on the right tracks!
Happy ratting!
25 March 2025 8:36am
Good morning Vance
Thank you very much! I am looking into some papers that I was kindly directed to by Jocelyn Stalker ( her comment below) and am looking for ways to establish population dynamics just by looking at the mounds. Once I have figured this part out I should be able to correlate the information to the drone data. The Ground Sampling Distance (GSD) for this project is very small, 1.3cm per pixel. This has proven to be very useful because I am able to use the very fine 3D models to run change detections that pick up new heaps and vegetation reductions (which may be due to feeding) on a weekly basis. It helps not only visualise but also quantify where the most activity has occurred. I will keep you posted!
25 March 2025 8:47am
Good morning Jocelyn
Thank you very much for your comment, this is proving to be very useful advice and thank you so much for setting me on the right path!! This is very exciting!!
They are the most extra ordinary little creatures and as I don't know much about them either, I thought I'd try learn as much as I can (not just through literature, but through my own observations as well). I walk past these mounds daily and am always intrigued when I see more mounds and really enjoy watching them actively push the dune sand up to the surface (you don't see the wee fellas but you can watch the sand move as they burrow away). One afternoon while flying my drone (I was quantifying the changes in sediment deposition and erosion volumes in the estuary after a flood that was soon followed by a super high tide), I had a heap between my legs and all of a sardine it starts moving! So that sparked my curiosity even further.
I will keep you posted on my findings and thank you again for the papers and the direction! It is greatly appreciated!!
Drone for Studying Migratory Birds - Research Input
9 October 2024 4:55pm
18 February 2025 10:42pm
Hi! I would be interested to learn more about your project. Would you send me your contact email? Mine is melisa.simic@nuveen.com - We are infrastructure investors globally working with both clean energy and diversified infra assets.
Thanks, Melisa
24 February 2025 4:24am
Hi Melisa,
I have emailed you the project idea. Hope to hear from you soon. My email address is: Geometry Dash Lite jonathonreese0924@gmail.com
21 March 2025 3:25pm
Hi Nikita,
If you haven't already, I'd recommend reaching out to the folks at the Cornell Ornithology lab. They're really glued into all things bird. In particular, I remember seeing a presentation years ago about their project birdcasting, which was measuring bird migration via radar. One of their next steps was to connect small scale behavior to large scale movement data, and it sounds like your drone project could help fill that gap.
Cheers,
Brandon
Subject: “Baa-bridge” – AI Sheep Stress Reduction, Seeking Genius Input!
20 February 2025 9:55pm
21 March 2025 12:18pm
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.
Nature FIRST Conference: Innovation and Collaboration in Conservation
11 March 2025 9:39am
Arctic Community Wildlife Grants Program
7 March 2025 3:59pm
MargoTV - new wildlife tech youtube series and subsidized conservation products!
9 January 2025 12:17am
12 February 2025 7:28pm
That’s great! Definitely interested!
Think in terms of 10W continuously.
13 February 2025 7:43am
I'm looking forward to the cool Margo TV we are going to see when we get some AI bear monitoring going in Canada with Margo supplies :) That's going to be awesome.
Here is an image of a bear from last night in the Scandinavian zoo in Denmark. The system triggered on the bear even though it is very dark and this is a digital zoom on a wide angle fixed camera. Despite being very fuzzy we are able to get triggers on these ones due to the use of multiple mitigation techniques so we get long distance, high sensitivity and low false positives. This one for example was checked with multiple successive frames and multiple AI models before calling it a bear.
This is without thermal. But with added thermal and models trained on thermal images the heat signature will effectively be taken up in the model I'm expecting. This would mean that in effect you can tolerate a lower confidence level but it would after all be a living thing as well.
This trigger event for this event was even less clear, but you can still just make out two eyes, and bear in mind (excuse the pun), the actual view from this camera is even wider and the bear further away in a sense as this is a dynamic zoom.
13 February 2025 7:49pm
Love it! I have a few ideas.
Webinar: Wildlife Drones’ Dragonfly – Revolutionizing VHF Tracking Technology
3 February 2025 4:31am
INSTANT DETECT 2.0 - ALPHA TESTING
28 January 2025 3:18pm
INSTANT DETECT 2.0 – THE OPTIMISATION YEARS
21 January 2025 11:46am
Data science/analyst interested in volunteering for research or app development
17 January 2025 5:28am
State of the art thermal imaging core and the zoo
28 October 2024 6:12pm
12 January 2025 9:04pm
I would also be interested - looking at starting a project that need observation of large african animals with nocturnal habits... Holy grail with unlimited funding would be a grid of 100's of cameras :-)
13 January 2025 9:15am
I love those numbers 😀 indeed a holy grail. I’ll send you a private mail.
13 January 2025 9:23am
@HeinrichS there’s still time for you or anyone else to make a funding submission to the wildlabs 2025 grants ❤️❤️❤️
I haven't applied for wildlabs funding, but I would love for others to apply that want to use my systems. My preference goes to those who want to use the most units :-)
Webinar: Drone-based VHF tracking for Wildlife Research and Management
9 January 2025 11:45pm
Mass Detection of Wildlife Snares Using Airborne Synthetic Radar
7 January 2024 6:50am
26 August 2024 1:14pm
Is thisvfunding grant an opportunity? https://www.dronedeploy.com/blog/expand-your-impact-with-a-grant-from-dronedeploy
24 October 2024 1:39am
Hi David, this is an incredible project. Would you be interested in sharing more of your experience with AI and wildlife conservation with my students? They are currently researching this, and would greatly benefit from speaking with a professional in the field. Thank you for considering!
21 November 2024 4:52pm
Hats off to your team for this absolute game-changing technology!
We rescue stray and wild animals in Taiwan, and the bulk of our work is saving animals maimed by wire snares and gin traps. We've become better at finding the devices, but still not good at all. There's simply too much difficult terrain to cover and we only have eyeballs and hiking sticks to find them. We know roughly where they are because the maimed stray dogs will eventually find their way onto a road and be reported to us. Then we close one of them, set up a trail camera, get the evidence of the poacher in the act of re-setting it, and get him prosecuted and shut down. But we need to be able to scale this greatly.
I've been using a thermal-imaging drone to locate stricken animals and am now considering buying another drone more suited to finding traps and snares. Some newer drones are able to navigate through forest without crashing into thin branches, so I've been looking into equipping one with LiDAR to see if that can detect the devices. But then I came across your YouTube channel and then this post about using airborne synthetic radar, and I'm incredibly excited to see where you might take this incredible technology.
How can we get our hands on the SAR you're using? It's 3 kg, right? I'm wondering if I could fit it to a suitable drone. If it works above forest canopy to detect traps and snares on the forest floor, then I can use a load-carrying drone instead of a light obstacle-avoidance drone.
If you made the SAR yourselves, then maybe think about crowdfunding for your project. I'd happily pledge funds if it meant I could get my hands on the kind of equipment you're using.
I can't tell you how happy I am thinking about all the animals' lives you'll save with this. Don't just remove the snares—gather evidence and put the poachers out of business too!
Instant Detect 2.0 and related cost
16 November 2023 12:50am
11 November 2024 9:16am
Sam any update on Instant Detect 2.0 - previously you mentioned that you hope to go into volume production by mid-2024?
I would love to also see a comparison between Instant Detect 2.0 and Conservationxlabs' Sentinel products if anyone has done comparisons.
Are there any other similar solutions currently on the market - specifically with the images over LoRa capability, and camera to satellite solution?
11 November 2024 6:41pm
Nightjar comes to mind but I am not too sure if it is actually “on the market”…
19 November 2024 6:44pm
There's quite a few diy or prototype solutions described online and in literature - but it seems none of these have made it to market yet as generally available fully usable products. We can only hope.
Using AI, barriers and bridges to help stop wildlife-vehicle collisions
12 November 2024 2:03pm
12 November 2024 6:50pm
13 November 2024 6:44am
Who gave you your last research travel grant? | ¿Quién le concedió su última beca de viaje de investigación? | Quem lhe concedeu sua última bolsa de viagem de pesquisa?
16 October 2024 6:21pm
16 October 2024 10:03pm
Thank you for your answer, Vanesa!
And for reminding me to add a translation.
18 October 2024 7:19pm
That is challenging and I'd be keen to hear other people's suggestions!
From the academic realm, I'll say that many graduate students get travel funding through scientific societies. E.g. the Association for Tropical Biology and Conservation has seed grants:
https://tropicalbiology.org/grants-awards/atbc-seed-research-grant/
And Society for Conservation Biology has grad student awards:
https://conbio.org/mini-sites/scb-awards/student-awards
These are often restricted to members unfortunately. National/regional societies might be good resources for people to look into.
4 November 2024 1:49pm
Oops, sorry about that. I wrote a reply a few weeks ago, and I am pretty sure I clicked the button, but apparently something went wrong. So, another attempt
Thank you for your answer, @brandon. I had overlooked the scientific societies.
Membership may be an issue, but I noticed that the ATBC has diversified fees depending on career stage and the member country's economic development, and the SCB membership fee depends on income.
PolarBearWatchdog! Advancing Arctic Safety with an AI-driven Polar Bear Detection System
19 October 2024 3:19pm
23 October 2024 7:27am
I did a short presentation on our work with the polar bear alarm in the Wildlabs Variety Hour October 30th.
It can be found here : https://www.youtube.com/watch?v=zr2Q8bUJZ8U
Roe deer protection needed in Hungary, national government should stop funding hunting organizations - call for international support
7 October 2024 11:58am
14 October 2024 12:41pm
Really? Can you share where its written.
Annex III: protected fauna species, do you need a glass?
14 October 2024 1:33pm
A quick search comes up with the following answer. Let us know if that helps.
Annex III of the European Environmental Agency (EEA) does not directly regulate the protection or hunting of specific species. Instead, it's important to look at Annexes II and IVof the EU Habitats Directive (Directive 92/43/EEC) for species protection and hunting regulations in the European Union.
Roe deer (Capreolus capreolus) is not listed in Annex IV (which covers strictly protected species), meaning it is not afforded the strictest protection that prevents all forms of exploitation. However, Annex III of the Bern Convention, which relates to species that may be exploited but require careful regulation, includes species like roe deer.
In many European countries, roe deer hunting is permitted under specific regulated conditions. These regulations aim to ensure sustainable hunting practices and maintain healthy population levels, with hunting seasons and quotas determined based on local wildlife management policies.
In summary, roe deer are generally not strictly protected across the EU, and hunting is allowed under regulation, though specific conditions depend on national and regional legislation.
Disclaimer: I can't guarantee that the above is not a hallucination :-)
15 October 2024 11:24am
Thanks, we know they are breeding these animals here, I asked, since it's seems to be an expensive hobby, we need to allocate more funding for rural women in entrepreneurship and access to technologies, reduce poverty in Hungary No1 priority.
That's the problem local peoples can not afford buying wild meat from the "local shop"
Fully uncontrolled activites in Hungary
Seeking Advice on Thermal Drones for Night-Time Elephant Observation
25 December 2023 9:53am
9 October 2024 6:07pm
When you say lower resolution do you also mean 640x480 resolution ? The drone Lars is referring to has that. Of course is higher than the budget of the inquirer. But I curious because things are changing. I have a 1280x1024 pixel thermal at the moment. Obviously anything but cheap.
14 October 2024 9:36am
@kimhendrikse Resolution is a term that can be confusing as it is applied to both the on-ground effective resolution: GSD (Ground Sampling Distance) as well as the resolution of the sensor. Ultimately the only thing that is important is if you can get the image quality that you need to be able to answer your research/management/security question. This is a result of the sensor resolution, the focal length of the lens and the distance from the object to the sensor. When there is a need to scan large areas drones need to fly higher to optimise battery life and ground covered and this reduces the effective resolution (GSD) regardless of which sensor you use. It depends on your needs if this is still sufficient or not. In my case, flying at 180m I have a GSD of 10.1cm which is enough to detect but not to classify animals.
14 October 2024 9:55am
180m is indeed very high and from above. I think a 640x512 thermal sensor with a 70mm lens can see animals at at 180m from sideways and could recognise something as a deer, but vertical I doubt it. In any case that's the specs of a handheld monocular I have and the distance that I see deer at that I believe could be recognised as deer.
I have a 1280x1024 pixel thermal camera here I will be testing but it's around 7x the price of the 640x512 one and quite a bit heavier.
Thanks for the details.
14 December 2024 6:41pm
¡Muchas gracias @vanereyes, apreciamos su apoyo!