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author:

Liu, W. (Liu, W..) [1] (Scholars:刘文犀) | Li, Q. (Li, Q..) [2] | Yang, W. (Yang, W..) [3] | Cai, J. (Cai, J..) [4] | Yu, Y. (Yu, Y..) [5] (Scholars:于元隆) | Ma, Y. (Ma, Y..) [6] | He, S. (He, S..) [7] | Pan, J. (Pan, J..) [8]

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Scopus

Abstract:

HD map reconstruction is crucial for autonomous driving. LiDAR-based methods are limited due to expensive sensors and time-consuming computation. Camera-based methods usually need to perform road segmentation and view transformation separately, which often causes distortion and missing content. To push the limits of the technology, we present a novel framework that reconstructs a local map formed by road layout and vehicle occupancy in the bird's-eye view given a front-view monocular image only. We propose a front-to-top view projection (FTVP) module, which takes the constraint of cycle consistency between views into account and makes full use of their correlation to strengthen the view transformation and scene understanding. In addition, we apply multi-scale FTVP modules to propagate the rich spatial information of low-level features to mitigate spatial deviation of the predicted object location. Experiments on public benchmarks show that our method achieves various tasks on road layout estimation, vehicle occupancy estimation, and multi-class semantic estimation, at a performance level comparable to the state-of-the-arts, while maintaining superior efficiency. IEEE

Keyword:

Autonomous driving BEV perception Estimation Feature extraction Layout Roads segmentation Task analysis Three-dimensional displays Transformers

Community:

  • [ 1 ] [Liu W.]College of Computer and Data Science, Fuzhou University, China
  • [ 2 ] [Li Q.]College of Computer and Data Science, Fuzhou University, China
  • [ 3 ] [Yang W.]College of Computer and Data Science, Fuzhou University, China
  • [ 4 ] [Cai J.]College of Computer and Data Science, Fuzhou University, China
  • [ 5 ] [Yu Y.]College of Computer and Data Science, Fuzhou University, China
  • [ 6 ] [Ma Y.]ShanghaiTech University, China
  • [ 7 ] [He S.]Singapore Management University, Singapore
  • [ 8 ] [Pan J.]University of Hong Kong, HKSAR, Hong Kong

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Source :

IEEE Transactions on Pattern Analysis and Machine Intelligence

ISSN: 0162-8828

Year: 2024

Issue: 9

Volume: 46

Page: 1-17

2 0 . 8 0 0

JCR@2023

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ESI Highly Cited Papers on the List: 0 Unfold All

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30 Days PV: 1

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