In recent years, drone technologies have been explored for a range of applications in conservation including (but not limited to) mapping, biodiversity inventories, antipoaching patrols, wildlife tracking, and fire monitoring. The rise of customizable, open-source drones like those of ArduPilot and OpenROV hold promise for more effective conservation applications, and combined with other monitoring sensors and devices, they are capable of collecting high-resolution data quickly, noninvasively, and at relatively low cost.
However, challenges remain in putting these tools to use. A recent paper reviewing 256 conservation drone projects highlighted some of these major obstacles, ranging from unintended social and ecological consequences of drone operations to still prohibitive costs, both in terms of hardware and in terms of storing and processing large volumes of data. The longstanding challenge of power/battery life remains as well.
If you're considering trying out drones for yourself, and want to explore the possibilities and understand the major conversations happening around this technology, check out these beginner's resources and conversations from across the WILDLABS platform:
Three Resources for Beginners:
- Conservation Technology User Guidelines Issue 5: Drones, World Wildlife Fund | Drones, best practices, ethics, regulations, case studies
- WILDLABS Virtual Meetup Recording: Drones, Craig Elder, Dr. Claire Burke, and Gabriel Levin | Drones, thermal camera, wildlife crime, ML, biologging
- New Paper: Drones and Bornean Orangutan Distribution, Sol Milne | Drones, data analysis, citizen science, community science, primates
Three Forum Threads for Beginners:
- Curious about radio-tracking with drones? | Wildlife Drones, Biologging (5 replies)
- Drones for GIS Best practice Document | Adrian Hughes, Drones (10 replies)
- WWF Conservation Technology Series: Drones in Conservation | Aurélie Shapiro, Drones (7 replies)
Three Tutorials for Beginners:
- How do I use a drone to capture radio-tracking data? | Debbie Saunders, Tech Tutors
- How do I choose the right drone for my conservation goals? | Shashank Srinivasan, Tech Tutors
- How do I strategically allocate drones for conservation? | Elizabeth Bondi, Tech Tutors
Want to know more about using drones, and learn from experts in the WILDLABS community? Make sure you join the conversation in our Drones group!
*Header photo: Parker Levinson, Point Blue Conservation Science
Software developer with a focus on machine learning, my background is in environmental science. In my free time I love going into nature and photographing it. The intersection between wildlife conservation and tech interests me a lot so I'm here to learn more.
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University of Michigan & Massachusetts Institute of Technology (MIT)
Incoming Assistant Professor and Researcher in Artificial Intelligence for Conservation

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- @lucchini.karen
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PhD Student at the Post Graduate Programme in Animal Biology at Federal University of Pernambuco. Biologist at the National Centre of Research and Conservation of Aquatic Mammals (ICMBio/CMA).
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- @hneedham
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São Paulo State University (UNESP)
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World Wide Fund for Nature/ World Wildlife Fund (WWF)

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World Wide Fund for Nature/ World Wildlife Fund (WWF)
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Wildlife conservationist currently working on biodiversity monitoring and community development for AFOLU VCS & CCB projects.
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I am PhD in Wildlife Ecology/Management from PMAS-Arid Agriculture University, Pakistan. I have extensive field and lab experience with reptiles, birds, and mammals (10 years). My area of specializations are: wildlife conservation & management, small mammalian survey techniques.
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Hi all! I recently did a little case study using RGB drone data and machine learning to quantify plant health in strawberries. I wanted to... |
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Citizen Science, Conservation Tech Training and Education, Drones, Geospatial | 1 week 1 day ago | |
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Latin America Community, Acoustics, AI for Conservation, Camera Traps, Drones, Early Career | 2 weeks 6 days ago | ||
Hi Adam! Sounds like you have your work cut out for you. I have not used radar systems or AI systems for this sort of detection, but there are methods using change detection... |
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AI for Conservation, Drones, Wildlife Crime | 1 month ago | |
True, the US ecosystem is a challenging space right now, for basically all sectors. We should not let the US chaos prevent us from engaging with opportunities in other... |
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AI for Conservation, Camera Traps, Connectivity, Drones, Emerging Tech, Ethics of Conservation Tech, Marine Conservation, Sensors | 1 month 1 week ago | |
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Drones | 1 month 1 week ago | |
Hi @skirchgeorg , thanks for the additional info. We discuss again about this with my colleague and we were still hesitating with the drone, as it will still make some noise that... |
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Drones, eDNA & Genomics | 1 month 3 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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@cmwainaina check this out |
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