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• W3193090194 abstract "Geohazards such as landslides have caused great losses to the safety of people's lives and property, which is often accompanied with surface cracks. If such surface cracks could be identified in time, it is of great significance for the monitoring and early warning of geohazards. Currently, the most common method for crack identification is manual detection, which is with low efficiency and accuracy. In this paper, a deep transfer learning framework is proposed to effectively and efficiently identify slope surface cracks for the sake of fast monitoring and early warning of geohazards such as landslides. The essential idea is to employ transfer learning by training (a) the large sample dataset of concrete cracks and (b) the small sample dataset of soil and rock masses cracks. In the proposed framework, (1) pretrained cracks identification models are constructed based on the large sample dataset of concrete cracks; (2) refined cracks identification models are further constructed based on the small sample dataset of soil and rock masses cracks. The proposed framework could be applied to conduct UAV surveys on high-steep slopes to realize the monitoring and early warning of landslides to ensure the safety of people's lives and property." @default.
• W3193090194 created "2021-08-16" @default.
• W3193090194 creator A5032883585 @default.
• W3193090194 creator A5065661879 @default.
• W3193090194 date "2021-08-08" @default.
• W3193090194 modified "2023-09-26" @default.
• W3193090194 title "Deep Transfer Learning for Identifications of Slope Surface Cracks." @default.
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• W3193090194 hasPublicationYear "2021" @default.
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