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- AgTech: Breaking out of silos
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- Brokering finance deals to fund nature restoration with Rob Gardner
This is the title of an episode of Ben Goldsmith's 'Rewilding the World' podcast series. I have been wondering for a while, how is it done? Here is a crystal clear outline.
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- Overview of Image Analysis and Visualization from Camera traps
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- Nature Tech for Biodiversity Sector Map launched!
Conservation International is proud to announce the launch of the Nature Tech for Biodiversity Sector Map, developed in partnership with the Nature Tech Collective!
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- Behind the Buzz Season 1: From Data to Decisions
Come along to the first season of Behind the Buzz, where we’ll bring in experts to break down the basics of global conservation policy frameworks through the lens of animal movement and explore how our community can better translate movement data to decision-making.
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- GPS collars for domestic dogs
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- Effectiveness of canine-assisted surveillance and human searches for early detection of invasive spotted lanternfly
A published research study
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- From Field to Funder: How to communicate impact?
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- Application of computer vision for off-highway vehicle route detection: A case study in Mojave desert tortoise habitat
Driving off-highway vehicles (OHVs), which contributes to habitat degradation and fragmentation, is a common recreational activity in the United States and other parts of the world, particularly in desert environments with fragile ecosystems. Although habitat degradation and mortality from the expansion of OHV networks are thought to have major impacts on desert species, comprehensive maps of OHV route networks and their changes are poorly understood. To better understand how OHV route networks have evolved in the Mojave Desert ecoregion, we developed a computer vision approach to estimate OHV route location and density across the range of the Mojave desert tortoise (Gopherus agassizii). We defined OHV routes as non-paved, linear features, including designated routes and washes in the presence of non-paved routes. Using contemporary (n = 1499) and historical (n = 1148) aerial images, we trained and validated three convolutional neural network (CNN) models. We cross-examined each model on sets of independently curated data and selected the highest performing model to generate predictions across the tortoise's range. When evaluated against a ‘hybrid’ test set (n = 1807 images), the final hybrid model achieved an accuracy of 77%. We then applied our model to remotely sensed imagery from across the tortoise's range and generated spatial layers of OHV route density for the 1970s, 1980s, 2010s, and 2020s. We examined OHV route density within tortoise conservation areas (TCA) and recovery units (RU) within the range of the species. Results showed an increase in the OHV route density in both TCAs (8.45%) and RUs (7.85%) from 1980 to 2020. Ordinal logistic regression indicated a strong correlation (OR = 1.01, P < 0.001) between model outputs and ground-truthed OHV maps from the study region. Our computer vision approach and mapped results can inform conservation strategies and management aimed at mitigating the adverse impacts of OHV activity on sensitive ecosystems.
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- Can RGB drone data & Machine Learning be of value in Conservation?
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- Nature Tech for Biodiversity Sector Map launched!
Conservation International is proud to announce the launch of the Nature Tech for Biodiversity Sector Map, developed in partnership with the Nature Tech Collective!
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Camera Trapping for Conservation
Introduction to Conservation Technology
Environmental DNA for Terrestrial Vertebrate Conservation
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Hello everyone! I'm Akio, and I'm new to this group.I'd love to start a discussion about GPS trackers for wildlife. As the developer of Loko—an open-source, offline GPS tracker—I’...
27 February 2025
Akio commented on "GPS Tracker For Wildlife"