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Using artificial intelligence and data fusion for environmental monitoring: A review and future perspectives
Analyzing satellite images and remote sensing (RS) data using artificial intelligence (AI)
tools and data fusion strategies has recently opened new perspectives for environmental …
tools and data fusion strategies has recently opened new perspectives for environmental …
Land cover 2.0
Interest in knowing more about the Earth's land cover and how it has changed over time
motivated the mission and sensor design of early terrestrial remote sensing systems. Rapid …
motivated the mission and sensor design of early terrestrial remote sensing systems. Rapid …
Key issues in rigorous accuracy assessment of land cover products
Accuracy assessment and land cover map** have been inexorably linked throughout the
first 50 years of publication of Remote Sensing of Environment. The earliest developers of …
first 50 years of publication of Remote Sensing of Environment. The earliest developers of …
[HTML][HTML] Operational flood map** using multi-temporal Sentinel-1 SAR images: A case study from Bangladesh
Bangladesh is one of the most flood-affected countries in the world. In the last few decades,
flood frequency, intensity, duration, and devastation have increased in Bangladesh …
flood frequency, intensity, duration, and devastation have increased in Bangladesh …
[HTML][HTML] Map** the presence and distribution of tree species in Canada's forested ecosystems
Abstract Knowledge of tree species is required to inform management, planning, and
monitoring of forests as well as to characterize habitat and ecosystem function. Remotely …
monitoring of forests as well as to characterize habitat and ecosystem function. Remotely …
Ecosystem service value assessment of a natural reserve region for strengthening protection and conservation
Abstract Ecosystem Services (ESs) refer to the direct and indirect contributions of
ecosystems to human well-being and subsistence. Ecosystem valuation is an approach to …
ecosystems to human well-being and subsistence. Ecosystem valuation is an approach to …
Disturbance-informed annual land cover classification maps of Canada's forested ecosystems for a 29-year Landsat time series
Land cover classification of large geographic areas over multiple decades at an annual time
step is now possible based upon free and open access to the Landsat data archive. Annual …
step is now possible based upon free and open access to the Landsat data archive. Annual …
Spatial dependence between training and test sets: another pitfall of classification accuracy assessment in remote sensing
Spatial autocorrelation is inherent to remotely sensed data. Nearby pixels are more similar
than distant ones. This property can help to improve the classification performance, by …
than distant ones. This property can help to improve the classification performance, by …
Effect of classifier selection, reference sample size, reference class distribution and scene heterogeneity in per-pixel classification accuracy using 26 Landsat sites
A major issue in land cover map** is classifier selection. Here we investigated classifier
performance under different sample sizes, reference class distribution, and scene …
performance under different sample sizes, reference class distribution, and scene …
[HTML][HTML] High-resolution wall-to-wall land-cover map** and land change assessment for Australia from 1985 to 2015
Computational and data handling limitations have constrained time-series analyses of land-
cover change at high-spatial resolution over large (eg, continental) extents. However, a new …
cover change at high-spatial resolution over large (eg, continental) extents. However, a new …