[HTML][HTML] Pattern recognition and remote sensing techniques applied to land use and land cover mapping in the Brazilian Savannah

LMG Fonseca, TS Körting, HN Bendini… - Pattern recognition …, 2021 - Elsevier
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 …

Spatio-temporal mixed pixel analysis of savanna ecosystems: a review

HS Nghiyalwa, M Urban, J Baade, IPJ Smit… - Remote Sensing, 2021 - mdpi.com
Reliable estimates of savanna vegetation constituents (ie, woody and herbaceous
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 …

Mapping deforestation in cerrado based on hybrid deep learning architecture and medium spatial resolution satellite time series

BM Matosak, LMG Fonseca, EC Taquary, RV Maretto… - Remote sensing, 2022 - mdpi.com
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 …

OpenForest: A data catalogue for machine learning in forest monitoring

A Ouaknine, T Kattenborn, E Laliberté… - arXiv preprint arXiv …, 2023 - arxiv.org
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 …

[HTML][HTML] Mapping the Brazilian savanna's natural vegetation: A SAR-optical uncertainty-aware deep learning approach

P Silva Filho, C Persello, RV Maretto… - ISPRS Journal of …, 2024 - Elsevier
Abstract The Brazilian savanna (Cerrado) is considered a hotspot for conservation. Despite
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

D Zou, L Zhao, G Liu, E Du, G Hu, Z Li, T Wu, X Wu… - Remote Sensing, 2022 - mdpi.com
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 …

Hierarchical mapping of Brazilian Savanna (Cerrado) physiognomies based on deep learning

AK Neves, TS Körting, LMG Fonseca… - Journal of Applied …, 2021 - spiedigitallibrary.org
The Brazilian Savanna, also known as Cerrado, is considered a global hotspot for
biodiversity conservation. The detailed mapping of vegetation types, called physiognomies …

Enhancing Remote Sensing Based Machine Learning Applications through Analysis Ready Data: A Comprehensive Review

W Vlach, L Lin, C Zhang, L Di… - 2023 11th International …, 2023 - ieeexplore.ieee.org
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 …

Investigating Sar-Optical Deep Learning Data Fusion to Map the Brazilian Cerrado Vegetation with Sentinel Data

P Silva Filho, C Persello, RV Maretto… - IGARSS 2023-2023 …, 2023 - ieeexplore.ieee.org
Despite its environmental and societal importance, accurately mapping the Brazilian
Cerrado's vegetation is still an open challenge. Its diverse but spectrally similar …