When deep learning meets satellite imagery
When deep learning meets satellite imagery
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A handy guide to understanding the specificities and challenges of satellite images when using deep learning.
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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. 1998.
--
https://youtu.be/Y-jDp03jrhM
https://www.earthcube.eu
https://medium.com/earthcube-stories
https://medium.com/earthcube-stories/improving-the-description-of-satellite-images-using-gis-data-95d9f01ff980
Видео When deep learning meets satellite imagery канала Preligens
--
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. 1998.
--
https://youtu.be/Y-jDp03jrhM
https://www.earthcube.eu
https://medium.com/earthcube-stories
https://medium.com/earthcube-stories/improving-the-description-of-satellite-images-using-gis-data-95d9f01ff980
Видео When deep learning meets satellite imagery канала Preligens
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