Las cámaras trampa autónomas para insectos ofrecen una herramienta para el monitoreo remoto a largo plazo de insectos. Estos sistemas combinan cámaras, visión artificial e infraestructura autónoma, como paneles solares, minicomputadoras y telemetría de datos, para recopilar imágenes de insectos.
A medida que se reconoce cada vez más la importancia de los insectos como el componente dominante de casi todos los ecosistemas, existe una creciente preocupación de que la biodiversidad de insectos ha disminuido a nivel mundial, con graves consecuencias para los servicios ecosistémicos de los que todos dependemos.
Las cámaras trampa automatizadas para insectos ofrecen una de las soluciones más prácticas y rentables para un monitoreo más estandarizado de insectos en todo el mundo. Sin embargo, para lograrlo, necesitamos equipos interdisciplinarios que colaboren para desarrollar sistemas de hardware, componentes de IA, estándares de metadatos, análisis de datos y mucho más.
Este WILDLABS grupo fue creado por personas de todo el mundo que individualmente han abordado partes de este desafío y que creen que podemos hacer más trabajando juntos.
Esperamos que formes parte de este grupo donde compartimos nuestros conocimientos y experiencia para avanzar en esta tecnología.
Vea la charla de Tom en Variety Hour para obtener una introducción a este grupo.
Aprenda sobre las cámaras trampa autónomas para insectos consultando las grabaciones de nuestra serie de seminarios web:
- Diseño de hardware de cámaras trampa para el monitoreo de polillas
- Evaluar la eficacia de estos sistemas autónomos en situaciones reales y comparar los resultados con los métodos de monitorización tradicionales.
- Diseño de herramientas de aprendizaje automático para procesar datos de cámaras trampa automáticamente
- Desarrollo de sistemas de cámaras automatizados para monitorear polinizadores
- Proyectos centrados en la India para el monitoreo de insectos
Conoce al resto del grupo y preséntate en nuestro hilo de bienvenida. - https://wildlabs.net/discussion/welcome-autonomous-camera-traps-insects-group
Curadores del grupo
- @tom_august
- | he/him
Computational ecologist with interests in computer vision, citizen science, open science, drones, acoustics, data viz, software engineering, public engagement
- 9 Recursos
- 57 Discusiones
- 5 Grupos
- 9 Recursos
- 2 Discusiones
- 9 Grupos
Aún no se han agregado destacados a este grupo.
- @StephODonnell
- | She / Her
Tech, Sustainable Finance at World Bank & CFA (prev. Founder WILDLABS)
- 197 Recursos
- 670 Discusiones
- 31 Grupos
- @Cris
- | he / him
Octophin Digital
Senior Developer at Octophin Digital and constant maker.
- 0 Recursos
- 5 Discusiones
- 5 Grupos
- @tom_august
- | he/him
Computational ecologist with interests in computer vision, citizen science, open science, drones, acoustics, data viz, software engineering, public engagement
- 9 Recursos
- 57 Discusiones
- 5 Grupos
- @juanhurtado
- | he/him/él
Evolutionary geneticist exploring insect seminal proteins and their role in reproduction. Alongside this work, I have developed a growing interest in insect conservation and automated monitoring in the Paraná Atlantic Forest.
- 0 Recursos
- 2 Discusiones
- 2 Grupos
- @silbelliard
- | she/her/ella
National Scientific and Technical Research Council of Argentina (CONICET)
Argentina-based researcher specializing in ecophysiology of insects. I am also co-founder of Tymbachu'i reserve. I am currently working to establish long-term insect monitoring in the Paraná Atlantic Forest.
- 0 Recursos
- 0 Discusiones
- 6 Grupos
DIY electronics for behavioral field biology
- 8 Recursos
- 97 Discusiones
- 4 Grupos
- @TaliaSpeaker
- | She/her
WILDLABS & World Wide Fund for Nature/ World Wildlife Fund (WWF)
I'm the Executive Manager of WILDLABS at WWF
- 28 Recursos
- 64 Discusiones
- 33 Grupos
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 Recursos
- 10 Discusiones
- 20 Grupos
- @cwsapp05
- | He/Him
University of Central Florida Arboretum
Undergraduate Computer Science student @ UCF with a passion for ecology and conservation
- 0 Recursos
- 1 Discusiones
- 3 Grupos
- @Riley
- | she/they
I'm a Data Scientist at Western EcoSystems Technology. I am interested in AI processing and statistical modeling of acoustic data and camera trap and drone imagery.
- 3 Recursos
- 5 Discusiones
- 6 Grupos
- @HenriBe
- | He
Engineer/applied mathematician passionnate about sustainability
- 0 Recursos
- 12 Discusiones
- 6 Grupos
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 Recursos
- 42 Discusiones
- 34 Grupos
Artículo
Improving the computer vision detection model for the Mothbox, an automatic insect monitoring tool from Dinalab
30 Mayo 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 Mayo 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
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 Enero 2026
A 6-month experience to work on image management produced worldwide by NewtCAMs.
4 November 2025
New opportunity to work with moths, camera light traps and citizen science in Germany.
5 August 2025
Proud of sharing our paper introducing our underwater camera trap, a solution for automating the production of underwater images and videos of amphibians, reptiles, invertebrates, mammals...
2 July 2025
Sticky Pis are scalable, smart sticky traps using a high frequency Raspberry Pi camera to automatically score when, which and where insects were captured. Author: Quentin Geissmann, 2023
29 April 2025
Sharing this website that provides instructions on DIY hardware assembly, software setup, model training and deployment of the Insect Detect camera trap that can be used for automated insect monitoring. Authors:...
29 April 2025
Applications are open until April 15th
14 Marzo 2025
Up to 6 months internship position to work on DiMON project which aims to develop a non-lethal, compact device that, when coupled with traditional entomological traps, captures high-resolution, multi-view insect images...
25 February 2025
Julio 2026
Marzo 2026
evento
| Descripción | Actividad | Respuestas | Grupos | Actualizado |
|---|---|---|---|---|
| This is a great project! Some comments:RaspberryPI though accessible is not the best fit for video pipelines and AI workloads or off grid deployments:- it lacks onboard ISP which... |
+22
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IA para la Conservación, Cámaras Trampa Autónomas para Insectos, Cámaras Trampa, Edge Computing | 20 horas 24 minutos ago | |
| THanks for this!!! |
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Cámaras Trampa Autónomas para Insectos | 1 día 22 horas ago | |
| Hello! The "MIB Paradox" is absolutely real, and PIR sensors are a dead end for insect detection due to their lack of thermal mass. However, falling back on a regular-interval... |
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Cámaras Trampa Autónomas para Insectos | 3 semanas 1 día 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... |
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Acústica, Cámaras Trampa Autónomas para Insectos, Cámaras Trampa, Data Management & Mobilisation, Soluciones de Código Abierto, Desarrollo de Software | 3 semanas 2 días ago | |
| Important Mothbox Unique Name Change with latest firmware!Firmware release 5.2.1! (and version 4.18.1 for DIY with same... |
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Cámaras Trampa Autónomas para Insectos | 2 meses 2 semanas ago | |
| oh and one other fun update, we finally got https://www.mothbox.org! It just redirects to the same documentation site as before, but it's much easier to type! |
|
Cámaras Trampa Autónomas para Insectos | 3 meses 2 semanas ago | |
| Greetings, I'm based in Gibsonia, PA and looking to help anyway I can part time either local or remote.My skillsets are the following:.NET... |
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Acústica, IA para la Conservación, Movimiento Animal, Cámaras Trampa Autónomas para Insectos, Comunidad para Crear tus Propios Registradores de Datos, Cámaras Trampa, Ciencia Ciudadana, Cambio Climático, Base Comunitaria, Conectividad, Perros de Conservación , Capacitación y Educación en Tecnología para la Conservación, Data Management & Mobilisation, Drones, Comunidad de Observación de la Tierra 101, Comunidad de África Oriental, Edge Computing, ADN ambiental y genómica, Tecnologías Emergentes, Ética de la Tecnología para la Conservación, Financiamiento y Finanzas, Geoespacial, Human-Wildlife Coexistence, Comunidad Latinoamericana, Conservación Marina, Herramientas para la Gestión de Áreas Protegidas, Sensores, Sustainable Fisheries | 3 meses 2 semanas ago | |
| There aren’t that many close-focus trail cameras. The only current model I’m aware of is the GardePro E8PCF. It is fixed focus at 200mm (no zoom). I have not... |
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Cámaras Trampa Autónomas para Insectos, Cámaras Trampa, Comunidad Latinoamericana | 4 meses ago | |
| We just got back from ICTC in Peru! It was an amazing conference put together by the team at Wildlabs that was really engaging despite... |
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Cámaras Trampa Autónomas para Insectos | 4 meses ago | |
| Thanks to feedback from our workshop mixing with our buddy Bernat's cool brain at ICTC, we now rapidly implemented a version of the... |
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Cámaras Trampa Autónomas para Insectos | 4 meses ago | |
| I have been cranking during the limbo period between years to get you a lot of cool new improvements and refinements for the Mothbox! I am... |
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Cámaras Trampa Autónomas para Insectos | 5 meses 3 semanas ago | |
| Insect AI 2026 will be hosted in Serbia (22-23 April), and will be a celebration of research from around the world ... |
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IA para la Conservación, Cámaras Trampa Autónomas para Insectos, Cámaras Trampa, Ciencia Ciudadana, Tecnologías Emergentes, Soluciones de Código Abierto | 5 meses 4 semanas ago |
Mini AI Wildlife Monitor
25 Junio 2025 12:27pm
5 July 2026 5:19pm
Wow, what a great project.
8 July 2026 8:36pm
This is a great project! Some comments:
RaspberryPI though accessible is not the best fit for video pipelines and AI workloads or off grid deployments:
- it lacks onboard ISP which means either software implemented ISP, distorted data or on camera non energy optimized ISP.
- it lacks any power management techniques, low power modes, etc.
- it runs from SDCard using the same one for OS, swap and data, any corruption can lead to full loss.
- it runs any AI/ML workload on CPU which is extremely non efficient and any addon accelerators such as Hailo8 add a lot to power consumption and heat dissipation representing more challenges.
The advantages are of course plenty of documentation, community and all kind of makers addons, hats, etc.
For something more realistic, real life suitable I would suggest using something based on SoC with integrated NPU such as Hailo 15, Renesas RZ/V, Synaptics SL1680, MediaTek Genio or even the I.MX8M Plus for very light AI/ML workload. All of these have variety of SBCs, kits or even standalone smart camera oriented designs available from different vendors.
Mothbox - Upcoming Features
7 Marzo 2025 8:03pm
10 March 2025 3:45pm
@hikinghack that's a complete update!
A lot of compassion regarding the budget situation, especially knowing how great @briannaljohns is.
It’s great to see a clear plan for the hardware development! I hope you'll have nice outcomes from it!
29 June 2026 8:53pm
On the microcontroller approach for power gating the Pi — this is a well-proven pattern and worth doing even if the idle power is already low, because it also gives you a hardware watchdog for free.
The typical architecture is a small ultra-low-power MCU (STM32L0, SAMD21, or even an ATtiny) that stays awake in stop mode drawing a few microamps, handles the RTC wake-up schedule, and drives a P-channel MOSFET or load switch to cut power to the Pi entirely. When the Pi is done with its task, it signals the MCU via a GPIO line and the MCU cuts power and goes back to sleep. The key advantage over software sleep is that even a hung Pi gets cut off at the next scheduled cycle — no manual intervention needed in the field.
For the Mothbox use case where the Pi might sit idle for weeks, even 10mA idle current adds up to about 168mAh per week — enough to matter for a solar-charged system during a cloudy period. A properly gated system can get standby down to under 1mA including the MCU and RTC.
One practical note on the integrated PCB direction — if you're planning to integrate the MCU on the same board as the Pi interface, make sure to include a dedicated programming header (SWD for STM32, UPDI for modern ATtiny) so the MCU firmware can be updated in the field without disassembly. It's a small thing that saves a lot of frustration during deployment.
Happy to share more detail on the power switching circuit if useful.
7 July 2026 6:16pm
THanks for this!!!
DIY Noir Insect Camera Trap, solving the MIB paradox, looking for some advice.
9 Junio 2026 6:45pm
11 June 2026 4:38pm
Hi there! Thanks @Adrien_Pajot for the call-out as I didn't see this. Sandro, I completely feel for you with the challenge! We had attempted to use the motion trigger feature of the cameras, but ended up just recording video and using an object detection approach within the video. I should mention too that our results were not perfect, but our aim was to mostly work out the process, not refine it so there's certainly room for improvement and increase in sample size and training development. But I did think that there was a bit better luck with the nighttime moth detection as compared to daytime (if you take a look at about minute 4:25 in the video at the bottom of this link https://www.oceanscienceanalytics.com/terrestrial-pollinators). I think if we were to continue development, nighttime monitoring would be an interesting route to go. I am not sure about the 850 nm for the Voopeak IR but it didn't seem to attract the insects in the data I reviewed (but I could certainly be wrong!).
I'll be interested in learning more about how your project goes!
15 June 2026 9:57am
Depends a bit on how much activity you expect and how long insects stay around on average, but similar to what has been suggested before, I'd consider not using a motion trigger, but instead taking pictures in regular interval.
17 June 2026 1:06pm
Hello! The "MIB Paradox" is absolutely real, and PIR sensors are a dead end for insect detection due to their lack of thermal mass. However, falling back on a regular-interval time-lapse is a trap that will likely kill your battery and cost you the most interesting data.
Writing to an SD card is highly energy-intensive (causing current spikes often over 100mA). Doing this blindly every few minutes to save static pictures wastes a massive amount of power on empty frames. Worse, if a bug does show up, you only capture a single frozen moment and miss the entire temporal dynamic of its behavior.
Instead of a blind time-lapse, you can use your camera and a lightweight microcontroller (like an ESP32) as an Intelligent Optical Trigger. Here is how you can bypass the paradox:
- The Low-FPS Radar: Configure your camera to capture images at a very low framerate (1 or 2 frames per second) and in low resolution.
- The RAM Buffer: Do not write these interval images to your SD card. Keep them strictly ephemeral, stored only in the RAM.
- The Binary Judge: Run a tiny, highly optimized machine learning model (TinyML) on that low-res frame to answer a single question: "Is there an insect?"
- The Duty Cycle: If the frame is empty, the system discards the image and immediately drops into a fractional deep sleep for the remaining milliseconds of that second. The SD card is never powered on.
- The Action Trigger: If the AI detects a target, the system wakes up entirely. It triggers your MOSFET to turn on the IR lights, switches the camera to a higher framerate, and begins writing the full video stream directly to the SD card.
This architecture gives you the best of both worlds. You get the energy efficiency of a motion trigger by treating disposable low-res frames as a "virtual PIR," and you only pay the heavy energy cost of lighting and SD card writing when there is guaranteed action to record.
Safe and Sound project report: Is Camtrap DP a suitable standard for (bio)acoustic data?
18 Marzo 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
Boring Fund Report for Creating Global Open-Access Ground-Truth Datasets for Insect Monitoring
30 Mayo 2026 8:01pm
Help shape best-practice guidance on conservation technology - input to survey
22 Mayo 2026 10:20am
Open PhD project: Decoding and mapping Earth's species interactions with ecological AI
28 April 2026 4:51pm
"Sensor Systems for Biodiversity and Ecosystem Monitoring" - Special Issue Invitation
28 April 2026 12:10pm
Mothbox New firmware! Updated Post Processing! World Tour Phase 2
21 April 2026 11:06pm
Mothbox firmware 5.2.0 update! + Call for user info!
21 Marzo 2026 7:21pm
21 March 2026 7:25pm
oh and one other fun update, we finally got https://www.mothbox.org! It just redirects to the same documentation site as before, but it's much easier to type!
Looking To Utilize My Skillsets To Help
19 Marzo 2026 10:26pm
Camera trap or fixed-camera setups for insect guild monitoring at dung/carrion stations (Brazil)
24 Enero 2026 8:51pm
3 March 2026 2:14pm
@Hubertszcz maybe you have advice: "Minimum resolution or lens characteristics that are sufficient for guild-level classification"
i don't really know what guild-level means.
@domvonmatter - do you have a photo or drawing example of what a carrion station would look like on the forest floor? like will the camera be on the ground? Will it be above the ground but looking down?
how big of an area does it need to image?
what data do you need to get out? Like behavior that might need full motion video but maybe lower visual resolution? or just identification that might need lower temporal resolution, but higher visual resolution
6 March 2026 1:36pm
6 March 2026 11:28pm
There aren’t that many close-focus trail cameras. The only current model I’m aware of is the GardePro E8PCF. It is fixed focus at 200mm (no zoom). I have not used this camera, but know others who have. It has a timelapse feature. One thing to check before buying is that the timelapse feature works at night. The GP website has a picture that suggests this true, but I know (for example) that in Browning camera timelapse does not work at night.
[There are other options. You can attach lenses from reading glasses to a standard focus trail camera to convert it to close focus. I have developed firmware hacks for older Browning SpecOps and ReconForce cameras that allows the timelapse to work around the clock. Alas, these hacks don’t work on the latest HP5-Ultra models, and retrofitting optics on a pile of cameras is probably not how you want to spend your time. I'd try the GP]
Mothbox March Updates
3 Marzo 2026 2:34pm
Mothbox's MothBOT Software Update
3 Marzo 2026 2:03pm
Join the 2026 #Tech4Wildlife Challenge! (Feb. 2-6)
20 Enero 2026 6:21pm
20 January 2026 10:22pm
Best time of the year!
2 February 2026 9:45am
This year am In for the @tech4Wildlife challenge
25 February 2026 9:47am
Edge AI for Conservation Workshop
23 February 2026 8:38am
Hi All, thanks so much to everyone who participated in the workshop and made it a success! We've uploaded the slides here:
Thanks!
Jenna
23 February 2026 8:38am
Hi All, thanks so much to everyone who participated in the workshop and made it a success! We've uploaded the slides here:
Thanks!
Jenna
Usability Improvements! Firmware 4.16.5 released!
14 Enero 2026 2:55pm
Insect AI 2026 - Abstract submission open
10 Enero 2026 10:09am
Mothbox Open Hours - Thursday 1pm UTC-5 (+ More updates)
16 Diciembre 2025 3:46pm
24 December 2025 4:56am
Gearing up for May Moth Madness.
@hikinghack Couldn't join the open hours as I am across the planet. Is there a recording somewhere ?
25 December 2025 7:35pm
sorry, nope!
Testing Raspberry Pi cameras: Results
5 Mayo 2023 5:11pm
10 January 2024 11:47pm
Hey @kimhendrikse , thanks for all these details. I just caught up. I like your approach of supporting multiple object detectors and using the python websockets wrapper! Is your code available somewhere?
11 January 2024 6:02am
Yep, here:
Currently it only installs on older Jetsons as in the coming weeks I’ll finish the install code for current jetsons.
Technically speaking, if you were an IT specialist you could even make it work in wsl2 Ubuntu on windows, but I haven’t published instructions for that. If you were even more of a specialist you wouldn’t need wsl2 either. One day I’ll publish instructions for that once I’ve done it. Though it would be slow unless the windows machine had an NVidia GPU and you PyTorch work with it.
1 December 2025 3:39am
Have your findings/recommendations changed since 2023 on possible RPi cameras?
Has there been experience trying to use the different cameras (particularly the Hawkeye) in hot climates? The Pi Camera 3 lasts only a few months here before the lens cover/filter becomes all milky.
And is it correct that the IMX519 and Hawkeye work for our purposes without additional lenses?
Insect cameras in The Inventory
1 Mayo 2024 9:26pm
16 May 2024 3:16pm
Hey there @JakeBurton , sorry, I did not see your message!
Why don't you shoot me an email with some tentative availability to luca.pegoraro (at) wsl.ch, and we take it from there?
Again sorry for the delay!
26 November 2025 9:55am
Hi @JakeBurton , sorry it has been ages (!), but we are finally prototyping the first version of our hardware database!
Now would be an excellent time to briefly chat and make sure we are aligning efforts 👍
Would you mind sending me a few options to meet in the next two weeks perhaps? If you prefer, feel free to get in touch via email: [email protected].
We (@LucaPego, @qgeissmann, @Graham_Smith) are based in Europe, FYI.
Looking forward to meet!
All the best,
Luca.
26 November 2025 5:11pm
Hi @LucaPego! Hope all is good with you. I'll take a look who in my team is free and what times could line up and drop you an email later this week with some options. Interested to learn more about your database.
Internship - Unveiling Freshwater Communities with Underwater Camera Systems
4 November 2025 9:02am
EntoCam Beam, new multiple wavelenghts Insect-Attracting LED
3 November 2025 8:24pm
From Scratch Tutorial on AI Object Detection
10 July 2024 2:32pm
15 October 2025 8:44am
I'm currently considering either using fiftyone or possibly building something myself to validate my insect model predictions, would be really grateful if anyone else has experience using fiftyone or similar software and would share their thoughts and experience :)
22 October 2025 5:25pm
We started getting frustrated with fiftyone, and are working with a friend to build really nice user friendly data labeler. We will share here when it is ready! Maybe that can help you out?
I got frustrated with 51 because there were some weird bugs in terms of the user interaction that really started holding us back
28 October 2025 9:17am
Hi Andrew,
thanks for your reply, good to know that fiftyone is not the perfect solution. Excited to see your data labeller when its finished :D
Manufacturable Mothbox October Update
26 Octubre 2025 2:34am
Call For Papers: AAAI-26 AI and Wildlife Conservation Bridge
20 Octubre 2025 11:20pm
AI TECH FOR CONSERVATION,
27 August 2025 7:09pm
9 September 2025 2:17pm
Hi! Could you provide more information about the project so folks in the community can read more and give their input, views, and comments like you requested? Perhaps there is a webpage to learn more that you can share.
1 October 2025 7:05pm
Yes sure
Here is a webpage
Mothbox Documentary [Wildlabs Award 2024)
5 August 2025 8:10pm
6 August 2025 11:59am
Hi there... we are looking at projects involving camera trapping for pollinators in a Critically Endangered ecosystem (renosterveld - near the southern tip of Africa). I cannot access these videos... I get an error message saying the site cannot be reached...?
7 August 2025 4:53pm
how odd, yeah it works for me! maybe try this?
8 June 2026 9:15pm
In case someone. Find this totally out of place commemt… this is how I solved it, I've decided to use a IMX477 HQ Camera, building a *manual, heavy-duty optical rig* utilizing C/CS-mount lenses and physical macro extension tubes.