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Vision Transformers and Convolutional Neural Networks for Land Use Scene Classification
Announce Type: replace Abstract: Land Use Scene Classification (LUSC) from remote sensing imagery plays a critical role in environmental monitoring, urban planning, and sustainable resource management. In recent years, deep learning methods have significantly advanced the state of the art, with Convolutional Neural Networks (CNNs) dominating the field because of their strong ability to capture local spatial features. However, the emergence of Vision Transformers (ViTs) has introduced a new...
Satellites reveal cities' 'urban pulse,' tracking neighborhood growth in near real time
Satellites reveal cities' 'urban pulse,' tracking neighborhood growth in near real time Robert Egan Associate Editor For over a century, doctors have used electrocardiograms (EKGs) to render the invisible electrical activity of the human heart visible, using the pulse to diagnose disease before it becomes fatal. Now, scientists have invented a way to do the exact same thing for the places where most of humanity lives: cities. In a recent study published in the Proceedings of the National...
Tessera AI model offers accessible way to view Earth
Tessera AI model offers accessible way to view Earth Lisa Lock Scientific Editor Andrew Zinin Lead Editor A foundation model trained on Earth observation data from Copernicus Sentinel-1 and Sentinel-2 has been made widely available to researchers, it was announced at a computer industry conference this week in Denver, U.S. Tessera, an advanced artificial intelligence (AI) model, offers high-accuracy datasets that encode what the satellite "sees" of Earth's surface during the course of a...
The secret underground system keeping the Grand Canyon alive
The secret underground system keeping the Grand Canyon alive - Date: - June 2, 2026 - Source: - Northern Arizona University - Summary: - Scientists are venturing into the Grand Canyon’s hidden cave networks to solve a mystery: how snowmelt travels underground to supply the park’s vital springs. Their discoveries could help protect the canyon’s water from drought, contamination, and other growing threats. - Share: Every year, millions of people visiting Grand Canyon National Park stop at one...
Indonesia's air quality got worse after China banned plastic waste imports, research shows
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NASA satellites reveal major ocean nutrient stress
NASA satellites reveal major ocean nutrient stress Lisa Lock Scientific Editor Robert Egan Associate Editor A new study combining NASA satellite observations, ocean surveys and genetic testing of marine microorganisms found evidence that warming ocean waters may be limiting nutrient availability across much of the global ocean. The researchers report that this nutrient stress affects microscopic marine organisms and could influence marine ecosystems over time. The research, published June 5...
These California wildflowers could save other plants
These California wildflowers could save other plants Lisa Lock Scientific Editor Andrew Zinin Lead Editor As wildflowers go, the mountain jewelflower is demure, clever and quietly unbreakable. It has spread across many of California's iconic landscapes, from Sonoma wine country to the oak-dotted foothills, even over the Sierra Crest, where snow covers the ground during winter. "It seems at first glance like it could grow just about anywhere," said Jennifer Gremer, an associate professor in...
The future of agriculture
The future of agriculture Lisa Lock Scientific Editor Andrew Zinin Lead Editor It's a mild early spring morning at the historic Cottonwood Field Station in western South Dakota, and a herd of 150 Angus steers are scheduled to move to a new pasture rotation. Moving cattle can be tricky and often requires some extra help, electrical fencing and quite a bit of time. But today, there are no extra ranchers, no gates swinging open and no temporary fences in place.