Monocular Semantic Occupancy Grid Mapping With Convolutional Variational Encoder-Decoder Networks

In this letter, we research and evaluate end-to-end learning of monocular semantic-metric occupancy grid mapping from weak binocular ground truth. The network learns to predict four classes, as well as a camera to bird's eye view mapping. At the core, it utilizes a variational encoder-decoder n...

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Bibliographic Details
Published in:IEEE robotics and automation letters Vol. 4; no. 2; pp. 445 - 452
Main Authors: Chenyang Lu, van de Molengraft, Marinus Jacobus Gerardus, Dubbelman, Gijs
Format: Journal Article
Language:English
Published: Piscataway IEEE 01.04.2019
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN:2377-3766, 2377-3766
Online Access:Get full text
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