Sensors (Sep 2018)

Flood Detection in Gaofen-3 SAR Images via Fully Convolutional Networks

  • Wenchao Kang,
  • Yuming Xiang,
  • Feng Wang,
  • Ling Wan,
  • Hongjian You

DOI
https://doi.org/10.3390/s18092915
Journal volume & issue
Vol. 18, no. 9
p. 2915

Abstract

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Emergency flood monitoring and rescue need to first detect flood areas. This paper provides a fast and novel flood detection method and applies it to Gaofen-3 SAR images. The fully convolutional network (FCN), a variant of VGG16, is utilized for flood mapping in this paper. Considering the requirement of flood detection, we fine-tune the model to get higher accuracy results with shorter training time and fewer training samples. Compared with state-of-the-art methods, our proposed algorithm not only gives robust and accurate detection results but also significantly reduces the detection time.

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