[HTML][HTML] TransU-Net++: Rethinking attention gated TransU-Net for deforestation mapping

A Jamali, SK Roy, J Li, P Ghamisi - International Journal of Applied Earth …, 2023 - Elsevier
Deforestation has become a major cause of climate change, and as a result, both
characterizing the drivers and estimating segmentation maps of deforestation have piqued …

[HTML][HTML] FCD-AttResU-Net: An improved forest change detection in Sentinel-2 satellite images using attention residual U-Net

K Kalinaki, OA Malik, DTC Lai - … Journal of Applied Earth Observation and …, 2023 - Elsevier
Abstract Forest Change Detection (FCD) is a critical component of natural resource
monitoring and conservation strategies, enabling informed decision-making. Various …

Spatial-temporal mapping of forest vegetation cover changes along highways in Brunei using deep learning techniques and Sentinel-2 images

K Kalinaki, OA Malik, DTC Lai, RS Sukri… - Ecological …, 2023 - Elsevier
Infrastructure development is a leading driver of forest cover loss in the tropics, resulting in a
significant decrease in biodiversity. With recent advancements in digital image processing …

Monitoring deforestation in Jordan using deep semantic segmentation with satellite imagery

A Alzu'bi, L Alsmadi - Ecological Informatics, 2022 - Elsevier
Jordan is witnessing major transformations in its environmental and topographic features,
where the desert dominates a large part of the territory, with very limited forest areas. Over …

Denseppmunet-a: A robust deep learning network for segmenting water bodies from aerial images

D Xiang, X Zhang, W Wu, H Liu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The identification of water bodies from aerial images using semantic segmentation networks
can provide accurate information for ecological monitoring, flood prevention, and disaster …

Deforestation detection using a spatio-temporal deep learning approach with synthetic aperture radar and multispectral images

JV Solórzano, JF Mas, JA Gallardo-Cruz, Y Gao… - ISPRS Journal of …, 2023 - Elsevier
Deforestation is a global change driver that contributes to atmospheric carbon emissions,
causes biodiversity loss and ecosystem services degradation. Usually, this process has …

The accuracy of winter wheat identification at different growth stages using remote sensing

S Liu, D Peng, B Zhang, Z Chen, L Yu, J Chen, Y Pan… - Remote Sensing, 2022 - mdpi.com
The aim of this study was to explore the differences in the accuracy of winter wheat
identification using remote sensing data at different growth stages using the same methods …

[HTML][HTML] Remote sensing image segmentation of gully erosion in a typical black soil area in Northeast China based on improved DeepLabV3+ model

X Zhang, S Zhang, X Meng, G Zhang, D Zang… - Ecological …, 2024 - Elsevier
Gully erosion, a cause of soil degradation and reduced crop yields is widespread in the
diffuse river and hillock regions of Northeast China. The surface conditions in gully erosion …

Roadless areas in Brazil: land cover, land use, and conservation status

A Lupinetti-Cunha, DW Cirino, MM Vale… - Regional Environmental …, 2022 - Springer
Roadless areas (RLAs) are places with little to no influence of roads, usually sustaining well-
preserved habitats, whereas road-effects zones (REZs) are areas affected by roads. Here …

Remote sensing for detecting freshly manured fields

OD Pedrayes, R Usamentiaga, Y Trichakis… - Ecological …, 2023 - Elsevier
The application of manure on fields during the rainy season can pollute the environment by
leaching nitrates into nearby bodies of water. To reduce and prevent this problem, closed …