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
Aeracoop & Dronecoria
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As a visiting research scholar with UNODC, Isla Duporge asked wildlife crime experts about their experiences using remote sensing technologies to combat illicit wildlife and forest activities. In this article, Isla...
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27 April 2016
By flying through a whale's spray, a SnotBot can collect samples of mucus and DNA which researchers are hoping will offer insights into whales' stress levels. After a successful Kickstart campaign, Ocean Alliance has...
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Katherine Chou, Product Lead at Google[x] Labs, sees technology as a way to make the impossible, possible. She explores differences in how wildlife NGOs and the tech sector think and plan, and what the conservation ...
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33 Products
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Description | Activity | Replies | Groups | Updated |
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Thanks so much!! |
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Acoustics, AI for Conservation, Animal Movement, Camera Traps, Community Base, Data management and processing tools, Drones, eDNA & Genomics, Emerging Tech, Open Source Solutions, Geospatial, Software Development | 2 years 7 months ago | |
Hey all!I am Ayush, a core team member of my school's Robotics Club (Center For Innovation, Indian Institute of Technology, Madras). There... |
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Drones, Sensors, Wildlife Crime, Early Career | 2 years 10 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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Acoustics, AI for Conservation, Animal Movement, Camera Traps, Community Base, Data management and processing tools, Drones, eDNA & Genomics, Geospatial, Software Development | 2 years 10 months ago | |
Some folks doing work in this space - Wildlife Drones, Conservation Drones, UAV Wild, AfricanDrones, Oceans Unmanned, Geonadir. |
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Drones, AI for Conservation, Citizen Science, eDNA & Genomics, Emerging Tech | 2 years 11 months ago | |
Hi I can help...I think I have a few ideas where this can work. Thanks |
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Drones | 2 years 11 months ago | |
>>>Ideally I'd be able to log angle/acceleration data (IMU), GPS (XYZ) >>>camera-trigger events (hotshoe of camera) to an SD card. The Pixhawk class... |
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Drones | 3 years 4 months ago | |
Drone program manager at Island Conservation - https://www.islandconservation.org/drone-program-coordinator/ Senior Specialist, Flight... |
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Drones | 3 years 9 months ago | |
Hi Egil, The group I'm involved with works with remote communities in/around North and South Luangwa National Parks and there is some expansion happening to community areas... |
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Drones | 4 years 2 months ago | |
Here is a very interesting conference with different tech approaches about Automated Forest Restoration where we collaborated with our... |
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Drones | 4 years 2 months ago | |
Hi! Interesting subject indeed. In most cases where UAVs are used in nature "documentaries" it is pretty obvious to a behavioural biologist that the animals... |
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Drones | 4 years 2 months ago | |
Hi Wildlabbers, This week is the last episode of Tech Tutors Season 2! Elizabeth Bondi tackled the question "How do I... |
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AI for Conservation, Drones | 4 years 3 months ago | |
Hello Aurelie, Thank you for sharing this info. I just downloaded the brochure and I am sure I will find it very useful. I have senseFly's eBee Classic, with RGB,... |
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Drones | 4 years 3 months ago |
How 3D Technologies are Reshaping Forest Ecology and Conservation
6 October 2023 1:13pm
Conservation Innovation Manager
27 September 2023 11:08pm
CIEEM 2023 Autumn Conference: Modernising Ecology: Techniques and Approaches
5 September 2023 1:59pm
Sustained Effort: Carbon Footprints and Capacity
9 August 2023 10:00am
#Tech4Wildlife Photo Challenge: Judges' Panel Honorees
4 August 2023 10:00am
Mapping seagrass with drones and AI
4 August 2023 2:00am
#Tech4Wildlife Photo Challenge: Community Choice Honorees
3 August 2023 10:00am
Workshop on the use of information and communications technology for conservation in Central Asia
1 August 2023 11:50pm
Wildlife Conservation Drones & Technologies Summit 2023
16 July 2023 10:04pm
Project Spotlight: Monitoring tropical freshwater fish in Kakadu National Park with drones, underwater cameras and AI
12 July 2023 3:40pm
2023 Canon Oceania Grants - Environmental Grant AU$5,000
7 July 2023 1:47pm
Osa Conservation: A Multi-Tech Toolbox of Solutions
22 June 2023 10:42am
The Wildlife Society Conference
19 June 2023 5:59am
Catch up with The Variety Hour: June 2023
16 June 2023 11:43am
UAV-assisted counts of group size facilitate accurate population surveys of the Critically Endangered cao vit gibbon Nomascus nasutus
13 June 2023 3:51am
ISO Speakers for Emerging Technologies class.
31 May 2023 4:29pm
31 May 2023 10:21pm
Definitely interested! I'm in the ecoacoustics/acoustic monitoring space, working at Rainforest Connection and Arbimon.
2 June 2023 2:08pm
Carly, that would be great! Thanks! I work with soundscapes and love the work of Rainforest Connection! I'll send you an email (@CUNY) to coordinate!
AirSeed: Drone planting takes flight to promote reforestation in flood-affected NSW
30 May 2023 12:28pm
Looking for AI volunteer positions
24 May 2023 5:41am
24 May 2023 3:45pm
Hi Donya! You might check out the Conservation Tech Directory to see what projects/organizations/tools best align with your interests and skills.
Animal tracking stories
22 May 2023 2:19am
Using computer vision to understand bee vision
5 May 2023 1:10am
Researchers use taxidermy bird drones to monitor wildlife
26 April 2023 2:40pm
Drone imagery management software
17 April 2023 2:17am
21 April 2023 2:41pm
GeoNadir and OpenDroneMap might be of interest for drones?
The Conservation Tech Directory might have some additional projects/tools of note.
AI for Pelicans Challenge
20 April 2023 10:04am
ML-ready datasets for aerial/drone wildlife surveys
29 March 2023 5:27pm
29 March 2023 9:51pm
Excellent resource, Dan!
12 April 2023 5:53pm
Following up here... a few of us huddled virtually and assembled standardized metadata, standardized sample code, and sample annotated images for all the datasets on that list. I don't know whether this exercise was useful, but it was fun!
The URL hasn't changed, but I consider the list open for business now, let us know what we're missing:
https://github.com/agentmorris/agentmorrispublic/blob/main/drone-datasets.md
The 59th Annual Meeting of Illinois Chapter of The Wildlife Society
12 April 2023 5:24am
Advice on afforable LiDAR scanners for Amazon forest surveys
5 April 2023 3:47pm
6 April 2023 6:21pm
Hi Jeremy,
With a quick search I've found the paper linked below. It looks like equipments such as Livox MID are sufficient for plot-level analyses, but not for individual trees. Also, it has performed worse in dense canopies and broadleaf forest, thus I believe we won't have a technology capable of doing what you aim for this amount of money (< $1000) in a few years from now.
I hope someone give us an alternative, though. :D
Best,
Exploring storage options for mass data collection
22 March 2023 3:20am
22 March 2023 7:36pm
Hi Adam!
I mostly live within the ecoacoustics space so I'll just speak on the hydrophone part of your request; Arbimon is a free web/cloud-based platform with unlimited storage for audio files. We've got an uploader app as well for mass-uploading lots of files. There's also a bunch of spectrogram visualization/annotation tools and analysis workflows available. It's AWS running under the hood.
I have some experience working directly with AWS & Microsoft Azure, and I've found personally that AWS was more user-friendly and intuitive for the (fairly simplistic) kinds of tasks I've done.
27 March 2023 5:23am
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!