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...

🔍 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...

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…

A step-by-step guide on how to install and use the CCD-Plugin for QGIS. #changedetection #qgis #earthobservation

medium.com/@moraesd90/c...

I'd like to be added. Cheers