An Introduction to Deep Learning with CNNs Applied on Earth Observation Data

Kurzfassung

Since 2012, Deep Learning with Convolutional Neural Networks (CNNs) is the state of the art approach for image recognition (IR), segmentation (IS) and object detection (OD). CNNs have mainly been developed in Computer Vision (CV). Here we introduce the evolution of CNNs in CV and its transition to Earth Observation (EO) applications, by reviewing CV and EO publications from 2012 to late 2019.