Acoustic sensors enable efficient and non-invasive monitoring of a wide range of species, including many that are difficult to monitor in other ways. Although they were initially limited in application scope largely due to cost and hardware constraints, the development of low-cost, open-source models like the Audiomoth in recent years has increased access immensely and opened up new avenues of research. For example, some teams are using them to identify illicit human activities through the detection of associated sounds, like gunshots, vehicles, or chainsaws (e.g. OpenEars).
With this relatively novel dimension of wildlife monitoring rapidly advancing in both marine and terrestrial systems, it is crucial that we identify and share information about the utility and constraints of these sensors to inform efforts. A recent study identified advancements in hardware and machine learning applications, as well as early development of acoustic biodiversity indicators, as factors facilitating progress in the field. In terms of limitations, the authors highlight insufficient reference sound libraries, a lack of open-source audio processing tools, and a need for standardization of survey and analysis protocols. They also stress the importance of collaboration in moving forward, which is precisely what this group will aim to facilitate.
If you're new to acoustic monitoring and want to get up to speed on the basics, check out these beginner's resources and conversations from across the WILDLABS platform:
Three Resources for Beginners:
- Listening to Nature: The Emerging Field of Bioacoustics, Adam Welz
- Ecoacoustics and Biodiversity Monitoring, RSEC Journal
- Monitoring Ecosystems through Sound: The Present and Future of Passive Acoustics, Ella Browning and Rory Gibb
Three Forum Threads for Beginners:
- AudioMoth user guide | Tessa Rhinehart
- Audiomoth and Natterjack Monitoring (UK) | Stuart Newson
- Help with analysing bat recordings from Audiomoth | Carlos Abrahams
Three Tutorials for Beginners:
- "How do I perform automated recordings of bird assemblages?" | Carlos Abrahams, Tech Tutors
- "How do I scale up acoustic surveys with Audiomoths and automated processing?" | Tessa Rhinehart, Tech Tutors
- Acoustic Monitoring | David Watson, Ruby Lee, Andy Hill, and Dimitri Ponirakis, Virtual Meetups
Want to know more about acoustic monitoring and learn from experts in the WILDLABS community? Jump into the discussion in our Acoustics group!
Header image: Carly Batist
Group curators
- @tessa_rhinehart
- | she/her
University of Pittsburgh
Studying macroecology and conservation using bioacoustics
- 2 Resources
- 21 Discussions
- 3 Groups
Technologist and Visual storyteller focusing on social, conservations issues.
- 1 Resources
- 64 Discussions
- 17 Groups
No showcases have been added to this group yet.
- @diego_lizcano
- | He/Him
Wildlife biologist interested in biodiversity monitoring and the conservation of mammals. Passionate photographer.
- 0 Resources
- 0 Discussions
- 8 Groups
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.
- 53 Resources
- 42 Discussions
- 34 Groups
- @sruizguz
- | He / Him / His
University of Pittsburgh
PhD student at the Kitzes lab - University of Pittsburgh. My research focuses on acoustic monitoring for ecology and conservation in tropical ecosystems.
- 0 Resources
- 0 Discussions
- 4 Groups
I'm a software developer that has pivotted to starting a company, Wildlife Security Innovations, to help people and wildlife live together safely.
- 0 Resources
- 518 Discussions
- 8 Groups
WILDLABS & Fauna & Flora
I'm the Platform and Community Support Project Officer at WILDLABS! Speak to me if you have any inquiries about using the WILDLABS Platform or AI for Conservation: Office Hours.
- 33 Resources
- 48 Discussions
- 2 Groups
Technologist and Visual storyteller focusing on social, conservations issues.
- 1 Resources
- 64 Discussions
- 17 Groups
Birding. Sound recording. Software tools for Bioacoustics. ML related to these subjects.
- 0 Resources
- 7 Discussions
- 2 Groups
- @VMRocchi
- | Maxi
I am an Argentine biologist and a doctoral fellow at CONICET and APN, researching the conservation of Darwin’s frog. I have worked on biodiversity projects in Patagonia and Antarctica with frogs and marine mammals. Beyond my academic work, I am passionate about nature photography
- 0 Resources
- 4 Discussions
- 4 Groups
- @jstalker
- | she/her
Herpetologist with the Florida Fish and Wildlife Conservation Commission
- 0 Resources
- 6 Discussions
- 3 Groups
- @torresk
- | she/her
MS Forestry Student at SIU; PEASE Lab
- 2 Resources
- 5 Discussions
- 9 Groups
My research focuses on using Next-Generation Sequencing (NGS) to study endangered species, including carnivores, chiropterans (bats), and lizards, as well as their microbiomes.
- 7 Resources
- 9 Discussions
- 20 Groups
- @fshort
- | He / Him
Summer 2026 WWF Intern at WILDLABS working on WILDLABS Award program outcomes and reach evaluation, expansion and refinement of The Inventory resource, and community engagement. Boston University PhD Candidate in Biological Anthropology.
- 0 Resources
- 2 Discussions
- 2 Groups
New paper from our biodiversity team at Microsoft AI for Good! We developed an adaptive AI framework that combines deep learning, CLAP, and active learning to improve acoustic monitoring of endangered Cook Inlet belugas...
17 June 2026
Looking to 3D print custom accessories such as mounting hardware or security housings for your Wildlife Acoustics recorders? We've published the 3D models for our latest Song Meters, EMT, and Power Kit at our Knowledge...
11 June 2026
This role would suit someone with a background in ecology or environmental science who enjoys combining fieldwork, data analysis, and applied research to support real-world environmental outcomes.
8 June 2026
Monitoring amphibians across the temperate forests of Patagonia presents significant logistical and technical challenges. Remote locations, harsh environmental conditions, and the large volumes of data generated by...
4 June 2026
🌍 Conservation technology is transforming how we protect wildlife, but are we thinking carefully enough about the risks? Drones, camera traps, GPS trackers, acoustic sensors, AI, and remote sensing have become...
22 May 2026
A 3-year, fully-funded PhD studentship at the interface of ecological theory, AI and global biodiversity mapping
28 April 2026
Invitation to submit articles for a Special Issue of the journal "Sensors"
28 April 2026
I'm looking for a new team member at the Australian Museum to advance machine learning techniques in species identification from bioacoustic data! 🐸 🎵
2 April 2026
The incumbent will join a research group led by Dr. Dena J. Clink to develop, evaluate, and apply quantitative methods for large-scale biodiversity monitoring and conservation.
19 March 2026
Come find us at our booth, and don't miss our informative session talks!
6 February 2026
For the 10th year in a row, we’re inviting the community to share photos and videos of how they’re engaging with technology for wildlife conservation. Participate to connect with the community, vote for your favorites,...
20 January 2026
The 2025 study tested airborne eDNA, acoustic monitoring, manual surveys, and camera traps to detect birds and mammals in an agroforestry site in the Netherlands.
11 December 2025
September 2026
event
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October 2026
event
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November 2026
event
June 2026
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May 2026
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66 Products
Recently updated products
| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| Hi all!I'm part of a study which will be looking at seabird bioacoustics in Svalbard this August, trying to track colony activity patterns... |
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Acoustics | 18 hours 20 minutes ago | |
| That is a great dataset! |
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Acoustics | 1 day 3 hours ago | |
| Hi Akiba,Thanks for this - that's very helpful! We're looking to borrow quite a few of our AudioMoths, so they wouldn't be modified or modifiable by us in any way. I will... |
|
Acoustics | 3 days 4 hours ago | |
| Hi Tabitha, What recording settings were you using when you saw these differences? I've measured the consumption across some different firmware versions and I can't see any... |
+10
|
Acoustics | 2 years 1 month ago | |
| Hi — I came across this thread and wanted to chime in on the microphone selection question, as it touches on some tricky hardware trade-offs.For bird monitoring in the 50-20kHz... |
+3
|
Acoustics | 6 days 23 hours ago | |
| Love this advice down to the chip level 😀 |
+1
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Acoustics | 1 week 1 day ago | |
| Thanks for this! I've shared this post with the WildTrax (https://wildtrax.ca/) team and CanAvian (https://canavian.ca/) to investigate. We're exploring data standards as... |
|
Acoustics, Autonomous Camera Traps for Insects, Camera Traps, Data Management & Mobilisation, Open Source Solutions, Software Development | 2 weeks 6 days ago | |
| Actually, on the subject of acoustics, the Raspberry Pi based sound localization system I developed has been running continuously since 2023 writing to a 256GB SD card :-) ... |
+7
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Acoustics | 3 weeks ago | |
| That is so cool! Love the video! |
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Acoustics, AI for Conservation, Latin America Community, Open Source Solutions | 3 weeks 5 days ago | |
| Spectrolipi is a tool for visualizing sound, annotating spectrograms, and exporting ML‑ready acoustic datasets.Spectrolipi V2.0.0... |
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Acoustics, AI for Conservation, Software Development | 4 weeks ago | |
| Como dijo Carly, Audiomoths y Song Meter Micro, son los que mas te recomiendo. lo unico a tener en cuenta es que para audiomoths vas a tener que comprar o armar alguna especie de... |
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Acoustics | 1 month ago | |
| Hi everyone,I'm a student in Mexico studying engineering with a focus on conservation technology — working on IoT sensor networks, wildlife... |
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Acoustics, Conservation Tech Training and Education, Latin America Community, East Africa Community, Connectivity, Marine Conservation, Camera Traps, Sustainable Fisheries, Software Development, Data Management & Mobilisation, Protected Area Management Tools, Early Career, Sensors, Open Source Solutions, Emerging Tech | 2 months ago |
Loaning Bioacoustics Recorders
6 July 2026 2:16am
NBM update: 13359 annotated birds calls now accessible
1 July 2026 12:54pm
AudioMoths in Arctic conditions?
2 July 2026 12:17am
3 July 2026 4:50am
Hi Barbara.
If you are able to power the Audiomoth externally from a lithium-ion source, the lithium-ion batteries can be used down to -20 deg C. They can't be charged below 0 deg C though so if you were thinking of a solar charging setup as well, then you'd need to look at the temperature range you're planning to use them in.
In regards to the battery life for continuous recording, I found this information from here:
The recording lifespan of the AudioMoth on one set of batteries has previously been measured only for a subset of the possible configuration settings. Hill et al. reported the battery life of the AudioMoth using 3000 mAh lithium batteries for some common configurations [15], reporting that an AudioMoth could record for 115 days recording at 8 kHz, the lowest sample rate, for 30 s every 5 min. The developers also reported the AudioMoth lasted 9 days recording nonstop at a 48 kHz sample rate. While the AudioMoth configuration app provides estimates of battery life for any chosen configuration settings, these estimates have not to our knowledge been validated empirically.
Even derating the battery life by a factor of 2 due to cold temperature conditions would seem to get you over the finish line. One experiment you can try is to record continuously in a refrigerator and look at the recording duration. Typical refrigerators are around 2 deg C which could approximate conditions you mentioned.
If you will be using stock Audiomoths with no modification for rechargeable batteries, then I'd recommend using Energizer Lithium AA batteries which have some of the highest battery capacities for disposable batteries. Those are airplane safe if they go in your carry-on luggage.
Hope that helps.
Akiba
3 July 2026 3:53pm
Hi Maxi, thanks so much for this! That's really helpful to know. We were planning on using just a basic plastic windshield. Do you have any advice for what has worked for you against wind? Could I ask also, how long did your AudioMoths last on just regular alkaline batteries?
3 July 2026 3:56pm
Hi Akiba,
Thanks for this - that's very helpful! We're looking to borrow quite a few of our AudioMoths, so they wouldn't be modified or modifiable by us in any way. I will definitely try your idea to record in a fridge! Probably will have to be lithium AAs - thanks for the Energizer recommendation.
Charting the Future of Ocean Passive Acoustics: From observations to science and management
1 July 2026 4:52pm
Audiomoth Energy consuption estimates
4 March 2024 12:25pm
16 May 2024 9:34pm
We had this same issue, and found that the firmware version 1.9.2 was our issue. We bumped it back to 1.9.0 and our energy consumption was back to normal.
We record data for 7 hours a day (3.5 hour blocks), using sandisk extreme 64GB micro SD cards. We don’t use re-chargeable batteries, and the ARUs are set for 14-day periods before being collected. With the 1.9.2 firmware, for some reason they’d only record for maybe 9 days tops before dying. At firmware 1.9.0, we were back to our normal recording of minimum 14 days (although they often last longer). We tried different batteries, different energy saving settings, nothing worked besides bumping the firmware down. This issue was in both our brand new AudioMoths and 2-year old AudioMoths.
I hope this helps.
17 May 2024 11:42am
Very helpful! Thank you, I'll try that.
19 May 2024 11:27am
Hi Tabitha, What recording settings were you using when you saw these differences? I've measured the consumption across some different firmware versions and I can't see any difference. Were these AudioMoth 1.2.0 devices? Alex
Applied Bioacoustics for Conservation in Theory and Practice
1 July 2026 8:42am
Microphone for bird monitoring on Raspberry Pi
21 August 2019 5:45pm
9 May 2022 4:04pm
apologies - ignore this reply (or if someone can delete it please do!) I have forum blindness and thought this thread was also about using Birdnet but I realise it isn't.... I suspect this is a setting on Birdnet-Pi so will post on their forums...
Hi Paul, have been trying to get a i2c mic working with Birdnet but am having challenges in getting it working. I can install the adafruit mems you mention above and getting it working directly but when I try to use it through Birdnet I am failing. Have done some rebooting, testing, search forums but am drawing a blank - did yours work "out the box"?
27 May 2022 3:42pm
Hi Julien,
I use this mic for my raspberry pi setup and it works well picking up bird species singing in our garden while the mic and raspberry sit under our roof tiles.
Greetings,
Robin
USB Mikrofon, iGOKU Omnidirektionaler Kondensator Lavalier Clip On Mic für Computer, Laptop, Mac, Podcast, Interviews, MSN, PS4, Netzwerksingen, Skype, Audio Video Recording [Plug: Amazon.de: Computer & Zubehör
USB Mikrofon, iGOKU Omnidirektionaler Kondensator Lavalier Clip On Mic für Computer, Laptop, Mac, Podcast, Interviews, MSN, PS4, Netzwerksingen, Skype, Audio Video Recording [Plug - Kostenloser Versand ab 29€. Jetzt bei Amazon.de bestellen!
29 June 2026 8:37pm
Hi — I came across this thread and wanted to chime in on the microphone selection question, as it touches on some tricky hardware trade-offs.
For bird monitoring in the 50-20kHz range, the MEMS route is actually more accessible than it might seem. The ICS-43432 from InvenSense is a solid choice — it's an I2S MEMS microphone, so it connects directly to the Raspberry Pi's I2S interface without needing a sound card at all, and it has good sensitivity and low self-noise in the relevant frequency range. No plugin power needed, no USB complexity. A simple breakout board (SparkFun or Adafruit have them) and a few lines of configuration and you're up.
If you want to avoid I2S configuration entirely and still keep costs reasonable, the ICS-40720 you mentioned is also excellent and can be used with a simple circuit — a basic op-amp buffer stage is straightforward to build and eliminates the need for a sound card entirely. I can sketch out a basic circuit if that would help.
The Audiomoth uses the SPM0408LE5H-TB partly because of its very low noise floor, but for a Pi-based system the ICS-43432 gets you most of the way there with much simpler integration.
What's your target deployment environment — indoor, outdoor fixed, or field portable? That affects the enclosure and weatherproofing approach more than the microphone choice itself.
HELP! USB device code, not recognised by Android
7 November 2024 8:02pm
24 June 2026 8:28am
I used your uf2 file to flash up a Pico (one I built, not the commercial one) and shoved a signal genny on GP28. It shows up in BatGizmo and correctly identifies and heterodynes the signal I put into it.
Does that help? If not, let me know, I do USB all the time. I'm developing a bat mic for a STM32 (just because I can).
Pengy
28 June 2026 3:19pm
Hi — I came across this thread just joining the community. I'm an electronics and embedded systems engineer with 30 years of firmware and hardware design experience, mostly on STM32 and similar ARM Cortex-M targets.
The UAC2/Android issue is a known pain point. Android's UAC2 support has been inconsistent across vendors and API levels — it was only partially addressed in Android 5.0 and many OEMs never fully implemented it. Phil is right that if TinyUSB only exposes UAC2 descriptors, most Android devices will simply ignore the device.
A possible path forward without abandoning TinyUSB: some versions of TinyUSB do allow building a composite device or overriding the audio class descriptor manually. If you can post the relevant section of your usb_descriptors.c (specifically the audio function descriptor and the bcdADC field), I can take a look and see if there's a way to force UAC1 compatibility at the descriptor level without breaking the existing hosts.
Alternatively — and this might be the simpler path — have you considered a small STM32F0 or STM32G0 as the USB bridge? They have mature HAL USB audio support with UAC1 out of the box, cost under £1 in volume, and would leave your Pico firmware untouched.
Happy to help either way.
28 June 2026 4:02pm
Love this advice down to the chip level 😀
Safe and Sound project report: Is Camtrap DP a suitable standard for (bio)acoustic data?
18 March 2026 4:17pm
12 April 2026 6:19pm
Your report on extending Camtrap DP to bioacoustics resonated with something we are just beginning to explore in Mindoro Island, Philippines.
We have ongoing camera trap deployments in interior forest habitats and are beginning to examine the acoustic layer embedded in those recordings, particularly for nocturnal species such as the Mindoro Boobook. The discussion around terminology and how datasets are structured feels especially relevant, though I am still trying to understand how frameworks like Camtrap DP would apply in practice to this kind of data.
It is encouraging to see this direction being shaped at the community level. I will be following this closely as we continue to learn and figure out how our own datasets might eventually align.
15 June 2026 11:54pm
Thanks for this! I've shared this post with the WildTrax (https://wildtrax.ca/) team and CanAvian (https://canavian.ca/) to investigate. We're exploring data standards as part of a recent initiative so this will be very helpful! @jeffcullis
Adaptive Acoustic Monitoring for Endangered Cook Inlet Beluga Whales in Complex Soundscapes
17 June 2026 6:03pm
List of bioacoustics software
1 July 2020 3:23pm
10 June 2026 3:37pm
Thank you Tessa. I have filled up the google form as well (Bioacoustics software database submissions).
13 June 2026 4:56pm
Hi Tessa, thanks so much for the update!!! I love that there is an interactive website now. This is such a valuable website, I'm happy to see the updates ;) - Liz
15 June 2026 9:00am
Actually, on the subject of acoustics, the Raspberry Pi based sound localization system I developed has been running continuously since 2023 writing to a 256GB SD card :-)
https://github.com/hcfman/sbts-aru
I submitted it for addition to that list a few years ago. Should be there also I guess.
I have three of these running around my house. Off power though because I can. Actually I use one of them as a time server for all my computer equipment because it maintains microsecond time accuracy continuously.
XX CongresoArgentino de Acústica y V Listening for Aquatic Mammals in Latin America Workshop
12 June 2026 4:49pm
3D CAD models for custom Song Meter/EMT Accessories
11 June 2026 9:44pm
🐸 WILDLABS Awards 2025: Open-Source Solutions for Amphibian Monitoring: Adapting Autonomous Recording Devices (ARDs) and AI-Based Detection in Patagonia
27 May 2025 8:39pm
12 November 2025 7:36pm
🌿 Project Update — November 2025
Sharing our experience at the Symposium on Physics Applied to Ecology and Conservation (Foz do Iguaçu, Brazil).

We’d like to thank Carlos Araujo for kindly inviting us to take part in the Symposium on Physics Applied to Ecology and Conservation, held on November 6–7, 2025, at the PTI Campus – Universidade Federal da Integração Latino-Americana (UNILA) in Foz do Iguaçu, Brazil.

The event aimed to build bridges between researchers from different disciplines and countries, exploring how physics can support acoustic monitoring, ecological data collection, and biodiversity conservation.

🎙️ We joined Roundtable 3 — Hardware, Sensors, and Audio Recording, where we discussed:
Open-source autonomous recorders for biodiversity monitoring.
Energy-efficient design and sensor integration.
Alternative battery types and power solutions (particularly relevant to our developments)
🎥 Watch the roundtable recording here.
It was also a great opportunity to share our experience and highlight the WildLabs community, connecting with colleagues working at the intersection of physics, ecology, and technology.







9 June 2026 3:36pm
Hi everyone!
Following up on our project development, we have just published the full report on our work integrating environmental monitoring into AudioMoth devices and the resulting BirdNET workflows for Patagonian amphibians. You can find the complete documentation and results here.
Beyond the technical implementation, we’ve documented the custom firmware, the AI training pipeline for our species, and the practical challenges we faced during field deployments:
Project Video: YouTube Video Link
Firmware: AudioMoth I2C Firmware Repository (GitLab)
AI Workflow: BirdNET-based Workflow for Amphibians (GitHub)
Edge Models: TinyFrog Repository (GitHub)
PyTorch reimplementation: BirdNET-Analyzer (GitHub)
If you are working on similar setups or have questions about the hardware or the workflow, feel free to reach out. I hope this documentation proves useful for your own research.
Thanks for the support and the exchange of ideas during these months!
10 June 2026 1:58pm
That is so cool! Love the video!
Biodiversity Monitoring Scientist
8 June 2026 5:22pm
Spectrolipi v2.0.1
8 June 2026 10:34am
Course on Fundamentals of Underwater Acoustics
5 June 2026 3:17pm
Open-Source Solutions for Amphibian Passive Acoustic Monitoring: Lessons from Patagonia
4 June 2026 4:57pm
Microphone Choices for Bird and Amphibian Bioacoustic Research
6 August 2024 12:56am
7 August 2024 8:02pm
Thank you so much for the thoughtful reply Carly - this was incredibly helpful.
24 September 2024 3:25pm
Or you could use my sbts-aru project. Which is free software that runs on Raspberry Pis. It also allows you to perform sound localization remotely if required, without bringing the SD card back. Last night I had a listen to some calls in the jungle from Lajuma research center in South Africa that was recorded with them. @nlubcker and I expect to do some localization tests soon from the species down there.
If your Pi is connected to a network you can do localization in near real time (less than 10 minutes manually) as you don't have to stop the recorder or post process the recordings. If you write you own pipeline you can implement real-time sound localization with it and output a URL to a google maps location.
GitHub - hcfman/sbts-aru: Low cost Raspberry Pi sound localizing portable Autonomous Recording Unit (ARU)
Low cost Raspberry Pi sound localizing portable Autonomous Recording Unit (ARU) - hcfman/sbts-aru
My advice for microphones is the em272 microphone capsules based ones, which are very high quality microphones used as by the Swedish company Telinga in their parabolic microphones. That's what I use. They are very low noise and very sensitive. Here's a link to one, likely hard to get at your side of the world though.
Clippy EM272Z1 Mono Microphone - Veldshop
A clip-on lavalier microphone using the superb low noise, high sensitivity Primo EM272Z1 omni capsule.
In my testing they appeared to be similar in performance to some Rode clip microphones and similar in price. They are likely more easily obtained where you are.
3 June 2026 5:19pm
Como dijo Carly, Audiomoths y Song Meter Micro, son los que mas te recomiendo. lo unico a tener en cuenta es que para audiomoths vas a tener que comprar o armar alguna especie de cajita protectora. los de Wildlife acoustic, ya viene con protección, solo recomiendo hacer un "techo" con algun plastico.
Creating a classifier with Kaleidoscope + BirdNet for semi-automated frog identification (Intermediate level)
1 June 2026 1:22pm
Integrating BirdNET Analyzer & Kaleidoscope Pro
1 June 2026 1:20pm
Virtual Meeting June 2026 – Latin American WILDLABS Community
29 May 2026 2:10pm
Looking for internships, fellowships, and scholarships in conservation technology
2 May 2026 9:03am
Women in Conservation Forum: Monday 2nd March 2026 Nairobi
15 January 2026 7:21am
Help shape best-practice guidance on conservation technology - input to survey
22 May 2026 10:20am
Project Showcase: "Global Birdsong Radio" - A distributed edge-to-cloud acoustic sensor network using live streams
27 February 2026 1:00am
15 May 2026 1:24pm
This totally makes sense. All that effort deserves a reward, plus am sure the server plus AI costs are not cheap.
18 May 2026 4:48pm
This is really impressive Avi! Would you mind sharing what kind of hardware the local ingestion + detection is running on?
It's a fun experiment to think if this could be expanded to any live stream happening on any platform (Instagram, TikTok)
21 May 2026 12:10am
Hi Luke,
The local hardware is just a laptop and a few SIM routers.
I guess the heart of it is the user experience, where the users can navigate their own choice of nature real time stream mosaic.
Engineer Searching for Biologists
20 May 2026 3:18pm
5 July 2026 4:47pm
That is a great dataset!