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Drones / Feed

Used to pick up signals from tracking gear on the ground, collect images of wildlife and habitats from the air, gather acoustic data with specialized hydrophones, or even collect snot samples from whales' blowholes, drones are capable of collecting high-resolution data quickly, noninvasively, and at relatively low cost.

discussion

Global model for Livestock detection in airborne imagery - Data, Applications, and Needs

Hi all,I was at a AI for ecology working group a few weeks ago and was asked to look into an airborne model for detecting livestock to assist in land-management, agriculture and...

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It looks like the website has not been updated since 2022 and indeed you need to register. If you go under 'Manage Account' you may be able to register. I tried to register but I got an error saying 'Login failed! Account is not active'.  I got an email saying "Your account must be approved before being activated. Once your account has been approved, you will be notified." So I am waiting for the account to be approved...

I'll keep you posted

Hi Ben!

Great initiative! 

A review of deep learning techniques for detecting animals in aerial and satellite images

https://www.sciencedirect.com/science/article/pii/S1569843224000864#b0475 

lists a number of data sets (incl. one published by you it seems...) 

Also, @dmorris keeps a list of Terrestrial wild animal images (aerial/drone):

https://lila.science/otherdatasets#images-terrestrial-animals-drone

which seem like it might be useful for you.

https://www.sciencedirect.com/science/article/pii/S1569843224000864#b0475https://www.sciencedirect.com/science/article/pii/S1569843224000864#b0475

Hi @benweinstein !

  1. Surely a general detector might be very useful for detecting objects in aerial imagery! Maybe something similar to what MegaDetector does in camera trap images, generally detecting person, animal, and vehicle (and thus also empty photos). This could greatly improve semi-automated procedures. It could also serve as a first step for context-specific detectors or classifiers to be developed on top of this general one.
  2. There is also the WAID dataset that is readily available. Our research group could also provide images containing cows, sheep, and deer from South America.

Best

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event

Catch up with The Variety Hour: August 2024

This month, we hear about acoustic imaging sonar that reveals northern elephant seal behaviour, GPS tags that monitor the success of rehabilitated and reintroduced Andean condors, infrared cameras that detect thermal...

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discussion

Open Source Photogrammetry Software

Hi All,I'm searching for an open sourced photogrammetry software to swap out Pix4D/Agisoft/DroneDeploy. I've seen mention of OpenDroneMap, but I've struggled with getting it...

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Hi Lindy, ODM has a steep learning curve but is fantastic once you understand it. I have much better results than from commerical services, although we were just stitching fairly small (<10ha) areas.

Have a look at WebODM Lightning, this is a paid-for, but very cheap, processing service using ODM that is more similar to commercial services (upload your images, press go). You can upload using the web interface or a Windows app. 

Hi Lindy,

WebODM has now a native Windows installer version which costs around 147 $ once - https://opendronemap.org/webodm/download/.

Is has almost all the advantages of the high priced softwares and even presets for some use cases.

Best regards!

Steffen

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discussion

Drones for IUU (illegal fishing activities & vessel monitoring)

Hi, new to Wildlabs and happy to have found itI am currently working on drone design (fixed wing), for the purpose of monitoring illegal fishing vessels. This will be done via...

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Hi Frank! Thanks so much for your reply. Yes I have been looking into the same sort of workflow as with camera traps etc and seem to be getting somewhere (although am yet to have my own data set with which to check!). 

Yes, with the transponder issue, actually NONE of the boats here have them! There has been a push to get boats to install them further down the coast, but it was marred by the usual corruption and forceless enforcement. So everything will be visual, rather than working on any signal given out by the boats themselves. I am looking into ai programs that can analyse footage and as you say, it can be done with species so I see no reason it cannot be done with vessels given the parameters to look for

 

Seeing the pictures that @lmccaskill uploaded got my brain storming, so to say. Are you working with similar small boats? I was assuming bigger fishing ships that are registered somewhere. If the boats are not registered and there are no existing photos of them, and you want to identify the individual boats, you'll need to build your own catalogue to train an AI.

However / in addition, if the boats have written text on them with a name or a code or number, like in the pictures, then it should be ridiculously easy to identify boats. No AI needed. I discovered recently that my laptop has started showing find results based on text in photos. If different boats are of the same model, again like in the pictures, then there is nothing else left than what is written on them ... well, perhaps the color scheme.

... or perhaps face recognition if the image quality allows it. But then you'll be at square 1 again with training an AI.

Hi all,

maybe it helps 😉 My free manual 'Drones in Biomonitoring' - https://doi.org/10.5281/zenodo.8077113 can help to get (more) knowledge how to proceed easily and successfully 😉 It covers topics from buy to fly and data processing.

📖 The manual was developed to help authorities, landscape conservation / maintenance or nature conservation associations etc. in nature conservation to manage their growing monitoring tasks more effectively and cost-efficiently.
🛸 The use of drones can contribute in many ways to increasing the effectiveness of monitoring, reducing costs and minimizing disturbance - https://www.researchgate.net/profile/Steffen-Doering.

Best regards!
Steffen

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discussion

Selecting a thermal imaging drone for wildlife monitoring

Hi All,I'm in a small volunteer conservation group in the inner western suburbs of Melbourne, Australia. We care for a small patch of remnant wetlands, and work closely with the...

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Hi Doug,

we are a young startup that uses AI as a tool in nature and wildlife conservation. At the moment we develop a drone with on-board AI (for object detection) and thermal and "normal" camera. If you want to know more about the project, you can contact me philipp@raingers.ai. I would be happy to help you.

 

Hi all,

maybe it helps 😉 My free manual 'Drones in Biomonitoring' - https://doi.org/10.5281/zenodo.8077113 can help to get (more) knowledge how to proceed easily and successfully 😉

📖 The manual was developed to help authorities, landscape conservation / maintenance or nature conservation associations etc. in nature conservation to manage their growing monitoring tasks more effectively and cost-efficiently.
🛸 The use of drones can contribute in many ways to increasing the effectiveness of monitoring, reducing costs and minimizing disturbance - https://www.researchgate.net/profile/Steffen-Doering.

Best regards!
Steffen

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event

ForestSAT

Seeing the forest and the trees: Promoting the application of spatial technologies for forest observation and analysis

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Happy to announce that the event will be recorded! Although unfortunately access to recordings will not be free.By registering you will gain access to all session and workshop...
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Link

Handbook 'Drones in Biomonitoring & Nature Conservation'

The use of drones can contribute in various ways to increase the effectiveness of monitoring, reduce costs, and minimize disturbances. This manual has been developed to support conservation efforts and to help make the growing monitoring tasks more effective and cost-efficient.

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article

New WILDLABS Funding & Finance group

WildLabs will soon launch a 'Funding and Finance' group. What would be your wish list for such a group? Would you be interested in co-managing or otherwise helping out?

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This is great, Frank! @StephODonnell, maybe we can try to bring someone from #Superorganism (@tomquigley ?) or another venture company (#XPRIZE) into the fold!
I find the group to be dope, fundraising in the realm of conservation has been tough especially for emerging conservation leaders. There are no centralized grants tracking common...
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discussion

Using drones and camtraps to find sloths in the canopy

Recently, I started volunteering for Sloth Conservation Foundation and learned that it is extremely difficult to find sloths in the canopy  because: 1) they hardly move,...

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Yes,  if the canopy is sparse enough, you can see through the canopy with TIR what you cannot see in the RGB. We had tested with large mammals like rhinos and elephants that we could not see at all with the RGB under a semi-sparse canopy but were very clearly visible in TIR. It was actually quite surprising how easily we could detect the mammals under the canopy. It's likely similar for mid-sized mammals that live in the canopy that those drier seasons will be much easier to detect, although we did not test small mammals for visibility through the seasons. Other research has and there are a number of studies on primates now. 

I did quite a bit of flying above the canopy, and did not have many problems. It's just a matter of always flying bit higher than the canopy. There are built in crash avoidance mechanisms in the drones themselves for safety so they do not crash, although they do get confused with a very brancy understory. They often miss smaller branches.If you look in the specifications of the particular UAV you will see they do not perform well with certain understories, so there is a chance of crashing. The same with telephone wires or other infrastructure that you have to be careful about. 

Also, it's good practice to always be able to see the drone, line-of-sight, which is actually a requirement for flight operations in many countries. Although you may be able to get around it by being in a tower or being in an open area. 

 Some studies have used AI classifiers and interesting frameworks to discuss full or partial detections, sometimes it is unknown if it is the animal of interest. I would carefully plan any fieldwork around the seasons and make sure to get any of your paperwork approved well before the months of the dry season. It's going to be your best chance to detect them. 

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article

Introducing The Inventory!

The Inventory is your one-stop shop for conservation technology tools, organisations, and R&D projects. Start contributing to it now!

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Hi @hjayanto ! I've given your account the ability to edit without earning the badge just to save time while we figure out why you aren't getting your Sprout Badge, so you should...
Thank you @JakeBurton . Looks like I wasn't in community base group, instead misunderstood it was the same as thematic group. I have added our organization. Appreciate your help!
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