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author:

Lian, Renbao (Lian, Renbao.) [1] | Zhang, Zhenmin (Zhang, Zhenmin.) [2] | Zou, Changzhong (Zou, Changzhong.) [3] (Scholars:邹长忠) | Huang, Liqin (Huang, Liqin.) [4] (Scholars:黄立勤)

Indexed by:

EI SCIE

Abstract:

Road digitizing is a labor-intensive task. For reducing labor cost, this letter presents an effective semiautomatic road delineation method based on geodesic distance field (GDF) and piecewise polygon fitting. The main components of the approach are optimal circle calculation, soft road center kernel density estimation (KDE), fast GDF generation, and piecewise polygon fitting model. First, the adaptive circular template is proposed to automatically measure the road width. Next, the soft road center kernel density is estimated for fast GDF generation, which supports the extraction of road centerline between two adjacent seeds. Finally, piecewise polygon fitting is used to refine the road centerline. Extensive experiments demonstrate that the proposed algorithm is efficient and robust in road delineation. The proposed approach takes almost the same time to extract any length of road segment given fixed image size, and no hyperparameters needs to be set.

Keyword:

Adaptation models Adaptive circular template Estimation Fitting geodesic distance field (GDF) high-resolution remote sensing images Kernel Manuals Roads semiautomatic road centerline extraction Surface fitting

Community:

  • [ 1 ] [Lian, Renbao]Fujian Jiangxia Univ, Coll Elect & Informat Sci, Fuzhou 350108, Peoples R China
  • [ 2 ] [Zhang, Zhenmin]Fujian Jiangxia Univ, Coll Elect & Informat Sci, Fuzhou 350108, Peoples R China
  • [ 3 ] [Lian, Renbao]Fujian Jiangxia Univ, Smart Home Informat Collect & Proc Internet Thing, Fuzhou 350108, Peoples R China
  • [ 4 ] [Zhang, Zhenmin]Fujian Jiangxia Univ, Smart Home Informat Collect & Proc Internet Thing, Fuzhou 350108, Peoples R China
  • [ 5 ] [Zou, Changzhong]Fuzhou Univ, Coll Comp & Data Sci, Fuzhou 350108, Peoples R China
  • [ 6 ] [Huang, Liqin]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China

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Source :

IEEE GEOSCIENCE AND REMOTE SENSING LETTERS

ISSN: 1545-598X

Year: 2022

Volume: 19

4 . 8

JCR@2022

4 . 0 0 0

JCR@2023

ESI HC Threshold:51

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 3

SCOPUS Cited Count: 3

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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