IM2ELEVATION: Building Height Estimation from Single-View Aerial Imagery

IM2ELEVATION: Building Height Estimation from Single-View Aerial Imagery

Estimation of the Digital Surface Model (DSM) and building heights from single-view aerial imagery is a challenging inherently ill-posed problem that we address in this paper by resorting to machine learning. We propose an end-to-end trainable convolutional-deconvolutional deep neural network archit...

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Bibliographic Details
Main Authors: Chao-Jung Liu, Vladimir A. Krylov, Paul Kane, Geraldine Kavanagh, Rozenn Dahyot
Format: Article
Language:English
Published: MDPI AG 2020-08-01
Series:Remote Sensing
Subjects:
building height estimation
digital surface model
optical aerial imagery
aerial Lidar
image coregistration
convolutional neural networks
Online Access:https://www.mdpi.com/2072-4292/12/17/2719

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