Deep learning applications

Deforestation

• An attention-based U-Net for detecting deforestation within satellite sensor imagery - https://www.sciencedirect.com/science/article/pii/S0303243422000113

Time series / temporal data

• Self-attention for raw optical Satellite Time Series Classification

• Detecting Urban Changes with Recurrent Neural Networks from Multitemporal Sentinel-2 Data - https://arxiv.org/abs/1910.07778

• Simultaneous registration, segmentation and change detection from multisensor, multitemporal satellite image pairs - https://ieeexplore.ieee.org/document/7729469