Towards the automatic monitoring of deforestation in Brazilian rainforest

L Bragagnolo, RV da Silva, JMV Grzybowski - Ecological Informatics, 2021 - Elsevier
Deforestation is considered one of the main environmental threats to the ecological balance
on the planet. At the same time, monitoring changes in forest cover is a major challenge …

Amazon forest cover change mapping based on semantic segmentation by U-Nets

L Bragagnolo, RV da Silva, JMV Grzybowski - Ecological Informatics, 2021 - Elsevier
Deforestation remains a major concern with regard to climate change and the maintenance
of biodiversity. Meanwhile, the development of new image processing techniques and the …

Evaluation of deep learning techniques for deforestation detection in the Brazilian Amazon and cerrado biomes from remote sensing imagery

M Ortega Adarme, R Queiroz Feitosa, P Nigri Happ… - Remote Sensing, 2020 - mdpi.com
Deforestation is one of the major threats to natural ecosystems. This process has a
substantial contribution to climate change and biodiversity reduction. Therefore, the …

Monitoring forest change in the amazon using multi-temporal remote sensing data and machine learning classification on Google Earth Engine

MA Brovelli, Y Sun, V Yordanov - ISPRS International Journal of Geo …, 2020 - mdpi.com
Deforestation causes diverse and profound consequences for the environment and species.
Direct or indirect effects can be related to climate change, biodiversity loss, soil erosion …

[PDF][PDF] Evaluation of Deep Learning Techniques for Deforestation Detection in the Brazilian Amazon and Cerrado Biomes From Remote Sensing Imagery.

MO Adarme, RQ Feitosa, PN Happ… - Remote …, 2020 - pdfs.semanticscholar.org
Deforestation is one of the major threats to natural ecosystems. This process has a
substantial contribution to climate change and biodiversity reduction. Therefore, the …

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 …

Change detection of deforestation in the Brazilian Amazon using landsat data and convolutional neural networks

PP De Bem, OA de Carvalho Junior… - Remote Sensing, 2020 - mdpi.com
Mapping deforestation is an essential step in the process of managing tropical rainforests. It
lets us understand and monitor both legal and illegal deforestation and its implications …

Deforestation detection with fully convolutional networks in the amazon forest from landsat-8 and sentinel-2 images

DL Torres, JN Turnes, PJ Soto Vega, RQ Feitosa… - Remote Sensing, 2021 - mdpi.com
The availability of remote-sensing multisource data from optical-based satellite sensors has
created new opportunities and challenges for forest monitoring in the Amazon Biome. In …

Integration of deep learning algorithms with a Bayesian method for improved characterization of tropical deforestation frontiers using Sentinel-1 SAR imagery

R Sun, F Zhao, C Huang, H Huang, Z Lu, P Zhao… - Remote Sensing of …, 2023 - Elsevier
Tropical deforestation frontiers continue to expand at alarming rates, but their fine-scale
temporal patterns (eg, start timing, patch forming speed, temporal clustering within a year) …

Improving deforestation detection on tropical rainforests using sentinel-1 data and convolutional neural networks

M Ortega Adarme, J Doblas Prieto, R Queiroz Feitosa… - Remote Sensing, 2022 - mdpi.com
Detecting early deforestation is a fundamental process in reducing forest degradation and
carbon emissions. With this procedure, it is possible to monitor and control illegal activities …