(Англ.) Earthcube для обнаружения транспортных средств на спутниковых снимках
Earthcube’s Recipe for Vehicle Detection
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Data selection, training, architecture... Dive into the process of designing a deep learning model and get new advices with this handy guide, to develop a powerful vehicle detector on satellite images!
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CREDIT
Speaker - Julie Imbert
Script - Julie Imbert & Ségolène Husson
With the participation of the Earthcube team
Filmmaker, editing & motion design - Julien Mascheroni
ILLUSTRATIONS
Earthcube Proprietary Detections
Satellite Images
fMoW dataset, Functional Map of the World, CVPR, Gordon Christie, Neil Fendley, James Wilson, and Ryan Mukherjee, 2018
Maxar
Illustrations from Articles
5:44 Olaf Ronneberger, Philipp Fischer, Thomas Brox, U-Net: Convolutional Networks for Biomedical Image Segmentation, 2015, arXiv,
6:19 Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun, Deep Residual Learning for Image Recognition, 2015, arXiv,
6:25 Abhijit Guha