(Англ.) Когда глубокое обучение встречается со спутниковыми снимками

When deep learning meets satellite imagery -- A handy guide to understanding the specificities and challenges of satellite images when using deep learning. -- CREDITS Speaker - Julie Imbert Script - Julie Imbert and Ségolène Husson With the participation of Renaud, Tugdual, Thomas and all the Earthcube team Filmmaker, editing & motion design - Julien Mascheroni ILLUSTRATIONS Intellectual property Earthcube, proprietary detections Satellite images fMoW dataset, Functional Map of the World, CVPR, Gordon Christie, Neil Fendley, James Wilson, and Ryan Mukherjee, 2018 Maxar Metadata Maxar Aerial image USGS ARTICLES Sara Sabour and Nicholas Frosst and Geoffrey E Hinton, Dynamic Routing Between Capsules,2017 arXiv Y. Lecun, L. Bottou, Y. Bengio and P. Haffner, Gradient-based learning applied to document recognition, in Proceedings of the IEEE, vol. 86, no. 11, pp. 2278-2324, Nov. 1