Daniel Moraes
@danielmoraesofc.bsky.social
Earth Observation & Machine Learning
🔍 Paper alert
We used Sentinel-2 & point-based NFI data as sparse labels for weakly supervised CNN-based national LC mapping. We also showed that pretraining a self-supervised MAE before finetuning with NFI data improved model performance.
doi.org/10.3390/rs17...
We used Sentinel-2 & point-based NFI data as sparse labels for weakly supervised CNN-based national LC mapping. We also showed that pretraining a self-supervised MAE before finetuning with NFI data improved model performance.
doi.org/10.3390/rs17...
A Weakly Supervised and Self-Supervised Learning Approach for Semantic Segmentation of Land Cover in Satellite Images with National Forest Inventory Data
National Forest Inventories (NFIs) provide valuable land cover (LC) information but often lack spatial continuity and an adequate update frequency. Satellite-based remote sensing offers a viable alter...
doi.org
March 12, 2025 at 1:06 AM
🔍 Paper alert
We used Sentinel-2 & point-based NFI data as sparse labels for weakly supervised CNN-based national LC mapping. We also showed that pretraining a self-supervised MAE before finetuning with NFI data improved model performance.
doi.org/10.3390/rs17...
We used Sentinel-2 & point-based NFI data as sparse labels for weakly supervised CNN-based national LC mapping. We also showed that pretraining a self-supervised MAE before finetuning with NFI data improved model performance.
doi.org/10.3390/rs17...
A step-by-step guide on how to install and use the CCD-Plugin for QGIS. #changedetection #qgis #earthobservation
medium.com/@moraesd90/c...
medium.com/@moraesd90/c...
Continuous Change Detection plugin for QGIS
Interest in satellite time series modeling and segmentation has been steadily increasing. One of the most effective methods for this task…
medium.com
January 5, 2025 at 11:33 PM
A step-by-step guide on how to install and use the CCD-Plugin for QGIS. #changedetection #qgis #earthobservation
medium.com/@moraesd90/c...
medium.com/@moraesd90/c...