Lightweight 2D Map Construction of Vehicle Environments Using a Semi-Supervised Depth Estimation Approach

This paper addresses the problem of constructing a real-time 2D map for driving scenes from a single monocular RGB image. We presented a method based on three neural networks (depth estimation, 3D object detection, and semantic segmentation). We proposed a depth estimation neural network architectur...

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Bibliographic Details
Main Authors: Alexey Kashevnik, Ammar Ali
Format: Article
Language:English
Published: MDPI AG 2023-06-01
Series:Engineering Proceedings
Subjects:
Online Access:https://www.mdpi.com/2673-4591/33/1/28