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DETECTION OF RIVER WATER SURFACE CHANGES IN NANCHANG BASED ON GRAPH GENERATIVE STRUCTURE-AWARE TRANSFORMERS

  • Chenduo Hu
  • , Yuanchao Su
  • , Mengying Jiang
  • , Lianru Gao
  • , Jianjian Gao
  • , Xu Sun
  • , Haixia Bi
  • , Yuansheng Tian
  • Xi'an University of Science and Technology
  • Shaanxi Key Laboratory of Optical Remote Sensing and Intelligent Information Processing
  • University of Macau
  • Ltd.
  • Xi'an Jiaotong University
  • CAS - Aerospace Information Research Institute
  • Suide Soil and Water Conservation Scientific Experimental Station of Yellow River Water Conservancy Commission
  • Soil Conservation Supervision Bureau for Shanxi Shaanxi-Inner Mogolia Contiguous Areas

Research output: Contribution to journalConference articlepeer-review

Abstract

River surface change detection is a vital technology for watershed monitoring, enabling real-time identification of dynamic hydrological variations through remote sensing image analysis. However, accurately identifying river surfaces remains a challenge, as it requires simultaneously considering both local and global information within the river area. Recently, we developed a graph generative structure-aware Transformer (GraphGST) for hyperspectral image classification. Considering that the model can efficiently capture both local and global contextual dependencies without the need for additional operations, this paper extends the model to achieve river surface change detection for hyperspectral images.These results demonstrates the superiority of our approach in refining water body contour recognition and enhancing overall change detection performance.

Original languageEnglish
Pages (from-to)1851-1854
Number of pages4
JournalInternational Geoscience and Remote Sensing Symposium (IGARSS)
DOIs
StatePublished - 2025
Event2025 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2025 - Brisbane, Australia
Duration: 3 Aug 20258 Aug 2025

Keywords

  • Graph generative structure-aware transformer
  • Image classification
  • Remote sensing image change detection

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