How accurate are existing land cover maps for agriculture in Sub-Saharan Africa?
Satellite Earth observations (EO) can provide affordable and timely information for assessing
crop conditions and food production. Such monitoring systems are essential in Africa, where …
crop conditions and food production. Such monitoring systems are essential in Africa, where …
Uncertainty quantification for probabilistic machine learning in earth observation using conformal prediction
Abstract Machine learning is increasingly applied to Earth Observation (EO) data to obtain
datasets that contribute towards international accords. However, these datasets contain …
datasets that contribute towards international accords. However, these datasets contain …
[HTML][HTML] Large-area mapping of active cropland and short-term fallows in smallholder landscapes using PlanetScope data
Cropland mapping in smallholder landscapes is challenged by complex and fragmented
landscapes, labor-intensive and unmechanized land management causing high within-field …
landscapes, labor-intensive and unmechanized land management causing high within-field …
Validation and refinement of cropland map in southwestern China by harnessing ten contemporary datasets
Accurate cropland map serves as the cornerstone of effective agricultural monitoring.
Despite the continuous enrichment of remotely sensed cropland maps, pervasive …
Despite the continuous enrichment of remotely sensed cropland maps, pervasive …
[HTML][HTML] National high-resolution cropland classification of Japan with agricultural census information and multi-temporal multi-modality datasets
Multi-modality datasets offer advantages for processing frameworks with complementary
information, particularly for large-scale cropland mapping. Extensive training datasets are …
information, particularly for large-scale cropland mapping. Extensive training datasets are …
A framework for separating natural and anthropogenic contributions to evapotranspiration of human-managed land covers in watersheds based on machine learning
Actual EvapoTranspiration (ET) represents the water consumption in watersheds;
distinguishing between natural and anthropogenic contributions to ET is essential for water …
distinguishing between natural and anthropogenic contributions to ET is essential for water …
[HTML][HTML] Decoding the inconsistency of six cropland maps in China
Accurate cropland information is critical for agricultural planning and production, especially
in food-stressed countries like China. Although widely used medium-to-high-resolution …
in food-stressed countries like China. Although widely used medium-to-high-resolution …
Fusing multiple land cover products based on locally estimated map-reference cover type transition probabilities
W Zhang, J Wang, H Lin, M Cong, Y Wan, J Zhang - Remote Sensing, 2023 - mdpi.com
There are a variety of land cover products generated from remote-sensing images. However,
misclassification errors in individual products and inconsistency among them undermine …
misclassification errors in individual products and inconsistency among them undermine …
Study of agricultural land use variability in Doukkala irrigated area between 1998 and 2020
M Bounif, A Bouasria, A Rahimi… - 2021 Third International …, 2021 - ieeexplore.ieee.org
Agricultural intensification is a production logic that depends on several factors. These
factors are diverse and can be economic, technical and agro-ecological. It is a strategy …
factors are diverse and can be economic, technical and agro-ecological. It is a strategy …
Optimizing crop monitoring: mapping cultivation stages and types with sentinel-1/2 and random forest algorithm
Crop-type mapping is essential for agricultural monitoring, improving crop yield models, and
supporting sustainable land management. Studying crop phenology, which includes the …
supporting sustainable land management. Studying crop phenology, which includes the …