Combining Sentinel-1 and Sentinel-2 Satellite Image Time Series for land cover mapping via a multi-source deep learning architecture
Sign Up to like & getrecommendations! Published in 2019 at "Isprs Journal of Photogrammetry and Remote Sensing"
DOI: 10.1016/j.isprsjprs.2019.09.016
Abstract: Abstract The huge amount of data currently produced by modern Earth Observation (EO) missions has allowed for the design of advanced machine learning techniques able to support complex Land Use/Land Cover (LULC) mapping tasks. The… read more here.
Keywords: time series; sentinel sentinel; time; architecture ... See more keywords
High-precision mapping of aquaculture ponds based on multi-feature fusion, using Sentinel-1 and Sentinel-2 time series images
Sign Up to like & getrecommendations! Published in 2025 at "International Journal of Remote Sensing"
DOI: 10.1080/01431161.2025.2586472
Abstract: ABSTRACT To mitigate the negative impacts of unregulated aquaculture development and promote sustainable industry growth, it is essential to quickly and accurately identify and extract aquaculture ponds. These ponds are distinctive grid-like water bodies segmented… read more here.
Keywords: sentinel sentinel; aquaculture ponds; water; extraction ... See more keywords
Multi-temporal analysis of forest canopy cover in Ngel Nyaki Forest Reserve using the Sentinel-1 and Sentinel-2 data
Sign Up to like & getrecommendations! Published in 2024 at "African Geographical Review"
DOI: 10.1080/19376812.2024.2441680
Abstract: ABSTRACT This research used the Sentinel-1 and Sentinel-2 data to map forest canopy cover. The main aim of this study is to assess the capability and value of SAR and Optical image data for mapping,… read more here.
Keywords: sentinel sentinel; cover; forest canopy; sentinel data ... See more keywords
Integrating Landsat, Sentinel-2 and Sentinel-1 time series for mapping intermediate crops
Sign Up to like & getrecommendations! Published in 2025 at "European Journal of Remote Sensing"
DOI: 10.1080/22797254.2025.2507738
Abstract: ABSTRACT Intermediate crops are grown between main crops to protect soils and nutrients when fields would otherwise be bare. Despite being an essential constituent of cropping systems, spatial information on intermediate crops is scarce. Here,… read more here.
Keywords: sentinel sentinel; integrating landsat; intermediate crops; sar data ... See more keywords
Combined Sentinel-1A With Sentinel-2A to Estimate Soil Moisture in Farmland
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"
DOI: 10.1109/jstars.2020.3043628
Abstract: In this article, seven filter algorithms were compared. The Lee sigma method was more suitable for estimating soil moisture (SM) than the other filtering methods under different land cover types. First, we used a combination… read more here.
Keywords: soil; estimate; vegetation; sentinel sentinel ... See more keywords
Combined Use of Sentinel-1 and Sentinel-2 for Glacier Mapping: An Application Over Central East Alps
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"
DOI: 10.1109/jstars.2022.3179050
Abstract: The systematic monitoring of glaciers is essential to both evaluate water resource availability and better understand the effects of climate change. The increased speed of glacier changes observed in the past few years requires a… read more here.
Keywords: sentinel sentinel; combined use; east alps; glacier ... See more keywords
Prediction of soil organic carbon stock combining Sentinel-1 and Sentinel-2 images in the Zoige Plateau, the northeastern Qinghai-Tibet Plateau
Sign Up to like & getrecommendations! Published in 2024 at "Ecological Processes"
DOI: 10.1186/s13717-024-00515-7
Abstract: Background Soil organic carbon (SOC) is a critical component of the global carbon cycle, and an accurate estimate of regional SOC stock (SOCS) would significantly improve our understanding of SOC sequestration and cycles. Zoige Plateau,… read more here.
Keywords: sentinel sentinel; plateau; soil organic; organic carbon ... See more keywords
A Novel Canopy Height Mapping Method Based on UNet++ Deep Neural Network and GEDI, Sentinel-1, Sentinel-2 Data
Sign Up to like & getrecommendations! Published in 2025 at "Forests"
DOI: 10.3390/f16111663
Abstract: As a vital carbon reservoir in terrestrial ecosystems, forest canopy height plays a pivotal role in determining the precision of biomass estimation and carbon storage calculations. Acquiring an accurate Canopy Height Map (CHM) is crucial… read more here.
Keywords: sentinel sentinel; sentinel; gedi; unet deep ... See more keywords
Detecting Soil Tillage in Portugal: Challenges and Insights from Rules-Based and Machine Learning Approaches Using Sentinel-1 and Sentinel-2 Data
Sign Up to like & getrecommendations! Published in 2024 at "Sustainability"
DOI: 10.3390/su162310389
Abstract: Monitoring soil tillage activities, such as plowing and cultivating, is essential for aligning agricultural practices with environmental standards for soil health. Detecting these activities presents significant challenges, especially when relying on remotely sensed data. This… read more here.
Keywords: sentinel sentinel; soil tillage; soil; machine learning ... See more keywords