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Author:

Liu, Mingliang (Liu, Mingliang.) | Huang, Jinjie (Huang, Jinjie.) | Ma, Lei (Ma, Lei.) | Wan, Ling (Wan, Ling.) | Guo, Jialong (Guo, Jialong.) | Yao, Dongpan (Yao, Dongpan.)

Indexed by:

EI Scopus

Abstract:

Change detection for high resolution remote sensing images is an important but challenging task. In this article, we propose a spatial-temporal-channel attention Unet++ (STC-Unet++) for remote sensing image change detection. The STC-Unet++ takes advantage of the Unet++ structure, combining semantic information to change detection. In addition, it employs a spatial-temporal-channel attention mechanism, extracting features more discriminatively and improving the change detection accuracy without increasing training time. Finally, experiments are carried out on the LEVIR-CD dataset, and the results show that the STC-Unet++ can effectively detect the changes, achieving 89.0% recall, 88.3% accuracy, 88.4% F1-score, 79.49% IoU and 94.1% AUC. © 2021 IEEE.

Keyword:

Semantics Remote sensing Change detection

Author Community:

  • [ 1 ] [Liu, Mingliang]Harbin University of Science and Technology, Harbin; 150080, China
  • [ 2 ] [Liu, Mingliang]Institute of Automation, Chinese Academy of Sciences, Beijing; 100190, China
  • [ 3 ] [Huang, Jinjie]Harbin University of Science and Technology, Harbin; 150080, China
  • [ 4 ] [Ma, Lei]Institute of Automation, Chinese Academy of Sciences, Beijing; 100190, China
  • [ 5 ] [Ma, Lei]University of Chinese Academy of Sciences, Beijing; 100039, China
  • [ 6 ] [Wan, Ling]Institute of Automation, Chinese Academy of Sciences, Beijing; 100190, China
  • [ 7 ] [Wan, Ling]University of Chinese Academy of Sciences, Beijing; 100039, China
  • [ 8 ] [Guo, Jialong]Institute of Automation, Chinese Academy of Sciences, Beijing; 100190, China
  • [ 9 ] [Guo, Jialong]Beijing University of Technology, Beijing; 100124, China
  • [ 10 ] [Yao, Dongpan]Institute of Automation, Chinese Academy of Sciences, Beijing; 100190, China
  • [ 11 ] [Yao, Dongpan]University of Chinese Academy of Sciences, Beijing; 100039, China

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Year: 2021

Page: 4344-4347

Language: English

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 7

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 10

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