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author:

Xie, Qiyuan (Xie, Qiyuan.) [1] | Li, Hui (Li, Hui.) [2] | Jing, Linhai (Jing, Linhai.) [3] | Zhang, Kongwen (Zhang, Kongwen.) [4]

Indexed by:

CPCI-S EI Scopus

Abstract:

Previous road extraction research based on remote sensing data mainly used traditional optical remote sensing imagery acquired during the daytime, but some roads on the images were affected by problems such as building shadows and similar spectral features of road with other materials, which reduced the accuracy of road extraction. The Glimmer Imager (GI) equipped on the Sustainable Development Science Satellite 1 (SDGSAT-1) provides nighttime light (NTL) images with relatively high spatial resolution (RGB: 40m; PAN: 10m), which show detail of road networks. In order to explore the potential of the NTL data obtained from SDGSAT-1 on road extraction,a deep learning framework combining ResUnet and Dynamic Snake Convolution (DSC) module was proposed in this study. The experimental results demonstrated the effectiveness of SDGSAT-1 NTL on road extraction tasks and the extracted roads can be used for road dataset updating.

Keyword:

Deep learning Nighttime light data OSM Road extraction SDGSAT-1

Community:

  • [ 1 ] [Xie, Qiyuan]Fuzhou Univ, Zijin Sch Geol & Min, Fuzhou 350108, Peoples R China
  • [ 2 ] [Xie, Qiyuan]Int Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R China
  • [ 3 ] [Li, Hui]Int Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R China
  • [ 4 ] [Jing, Linhai]Int Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R China
  • [ 5 ] [Li, Hui]Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
  • [ 6 ] [Jing, Linhai]Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
  • [ 7 ] [Li, Hui]Hainan Aerosp Informat Res Inst, Hainan Key Lab Earth Observat, Wenchang 571399, Peoples R China
  • [ 8 ] [Zhang, Kongwen]Univ Fraser Valley, Sch Comp, 33844 King Rd, Abbotsford, BC V2S 7M7, Canada

Reprint 's Address:

  • 谢齐元

    [Xie, Qiyuan]Fuzhou Univ, Zijin Sch Geol & Min, Fuzhou 350108, Peoples R China;;[Xie, Qiyuan]Int Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R China

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Source :

2024 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS 2024)

ISSN: 2153-6996

Year: 2024

Page: 8033-8036

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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