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author:

Liu, Wenxi (Liu, Wenxi.) [1] (Scholars:刘文犀) | Li, Qi (Li, Qi.) [2] | Yang, Weixiang (Yang, Weixiang.) [3] | Cai, Jiaxin (Cai, Jiaxin.) [4] | Yu, Yuanlong (Yu, Yuanlong.) [5] (Scholars:于元隆) | Ma, Yuexin (Ma, Yuexin.) [6] | He, Shengfeng (He, Shengfeng.) [7] | Pan, Jia (Pan, Jia.) [8]

Indexed by:

EI Scopus SCIE

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.

Keyword:

autonomous driving BEV perception segmentation

Community:

  • [ 1 ] [Liu, Wenxi]Fuzhou Univ, Coll Comp & Data Sci, Fuzhou 350025, Fujian, Peoples R China
  • [ 2 ] [Li, Qi]Fuzhou Univ, Coll Comp & Data Sci, Fuzhou 350025, Fujian, Peoples R China
  • [ 3 ] [Yang, Weixiang]Fuzhou Univ, Coll Comp & Data Sci, Fuzhou 350025, Fujian, Peoples R China
  • [ 4 ] [Cai, Jiaxin]Fuzhou Univ, Coll Comp & Data Sci, Fuzhou 350025, Fujian, Peoples R China
  • [ 5 ] [Yu, Yuanlong]Fuzhou Univ, Coll Comp & Data Sci, Fuzhou 350025, Fujian, Peoples R China
  • [ 6 ] [Ma, Yuexin]ShanghaiTech Univ, Shanghai 201210, Peoples R China
  • [ 7 ] [He, Shengfeng]Singapore Management Univ, Singapore 188065, Singapore
  • [ 8 ] [Pan, Jia]Univ Hong Kong, Pok Fu Lam, Hong Kong, Peoples R China

Reprint 's Address:

  • [Yu, Yuanlong]Fuzhou Univ, Coll Comp & Data Sci, Fuzhou 350025, Fujian, Peoples R China;;

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Source :

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

ISSN: 0162-8828

Year: 2024

Issue: 9

Volume: 46

Page: 6109-6125

2 0 . 8 0 0

JCR@2023

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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