[HTML][HTML] Pattern recognition and remote sensing techniques applied to land use and land cover mapping in the Brazilian Savannah
Abstract The Brazilian Savannah, or Cerrado, has gained vital importance in the discussions
about sustainable land development after the conversion of half of its natural vegetation. For …
about sustainable land development after the conversion of half of its natural vegetation. For …
Spatio-temporal mixed pixel analysis of savanna ecosystems: a review
Reliable estimates of savanna vegetation constituents (ie, woody and herbaceous
vegetation) are essential as they are both responders and drivers of global change. The …
vegetation) are essential as they are both responders and drivers of global change. The …
Mapping native and non-native vegetation in the Brazilian Cerrado using freely available satellite products
K Lewis, F de V. Barros, MB Cure, CA Davies… - Scientific reports, 2022 - nature.com
Native vegetation across the Brazilian Cerrado is highly heterogeneous and biodiverse and
provides important ecosystem services, including carbon and water balance regulation …
provides important ecosystem services, including carbon and water balance regulation …
Mapping deforestation in cerrado based on hybrid deep learning architecture and medium spatial resolution satellite time series
Cerrado is the second largest biome in Brazil, covering about 2 million km 2. This biome has
experienced land use and land cover changes at high rates due to agricultural expansion so …
experienced land use and land cover changes at high rates due to agricultural expansion so …
OpenForest: A data catalogue for machine learning in forest monitoring
Forests play a crucial role in Earth's system processes and provide a suite of social and
economic ecosystem services, but are significantly impacted by human activities, leading to …
economic ecosystem services, but are significantly impacted by human activities, leading to …
[HTML][HTML] Mapping the Brazilian savanna's natural vegetation: A SAR-optical uncertainty-aware deep learning approach
Abstract The Brazilian savanna (Cerrado) is considered a hotspot for conservation. Despite
its environmental and social importance, the biome has suffered a rapid transformation …
its environmental and social importance, the biome has suffered a rapid transformation …
Vegetation Mapping in the Permafrost Region: A Case Study on the Central Qinghai-Tibet Plateau
An accurate and detailed vegetation map is of crucial significance for understanding the
spatial heterogeneity of subsurfaces, which can help to characterize the thermal state of …
spatial heterogeneity of subsurfaces, which can help to characterize the thermal state of …
Hierarchical mapping of Brazilian Savanna (Cerrado) physiognomies based on deep learning
The Brazilian Savanna, also known as Cerrado, is considered a global hotspot for
biodiversity conservation. The detailed mapping of vegetation types, called physiognomies …
biodiversity conservation. The detailed mapping of vegetation types, called physiognomies …
Enhancing Remote Sensing Based Machine Learning Applications through Analysis Ready Data: A Comprehensive Review
The evolution and applications of remote sensing introduced the emergence of Analysis
Ready Data (ARD) for efficient utilization of remote sensing imagery. ARD addresses the …
Ready Data (ARD) for efficient utilization of remote sensing imagery. ARD addresses the …
Investigating Sar-Optical Deep Learning Data Fusion to Map the Brazilian Cerrado Vegetation with Sentinel Data
Despite its environmental and societal importance, accurately mapping the Brazilian
Cerrado's vegetation is still an open challenge. Its diverse but spectrally similar …
Cerrado's vegetation is still an open challenge. Its diverse but spectrally similar …