Magellium attends the DGA TIM workshop to show its recent works related with semantic segmentation. These works include automatic building footprint extraction, automatic land cover classification from simulated Sentinel-2 images, ship detection (on behalf an undisclosed customer), handwritten digits recognition from 18th-19th century maps and on-going works on cloud and vehicle detection.