Identification and mapping of gully using machine learning and deep learning algorithms in the loess hilly and gully region in ChinaOA

作者：Boyang Liu;Ziyan Yuan;Jialong Guo;Shufang Wu;Hao Feng;Chongfeng Bu;Kadambot H.M.Siddique

作者单位：Key Laboratory of Agricultural Soil and Water Engineering in Arid and Semiarid Areas,Ministry of Education,Northwest A & F University,Yangling 712100,China||Institute of Water Saving Agriculture in Arid Areas of China,Northwest A & F University,Yangling 712100,ChinaKey Laboratory of Agricultural Soil and Water Engineering in Arid and Semiarid Areas,Ministry of Education,Northwest A & F University,Yangling 712100,China||Institute of Water Saving Agriculture in Arid Areas of China,Northwest A & F University,Yangling 712100,ChinaKey Laboratory of Agricultural Soil and Water Engineering in Arid and Semiarid Areas,Ministry of Education,Northwest A & F University,Yangling 712100,China||Institute of Water Saving Agriculture in Arid Areas of China,Northwest A & F University,Yangling 712100,ChinaKey Laboratory of Agricultural Soil and Water Engineering in Arid and Semiarid Areas,Ministry of Education,Northwest A & F University,Yangling 712100,China||Institute of Water Saving Agriculture in Arid Areas of China,Northwest A & F University,Yangling 712100,ChinaState Key Laboratory of Soil and Water Conservation and Desertification Control,College of Soil and Water Conservation Sciences and Engineering(Institute of Soil and Water Conservation),Northwest A&F University,Yangling 712100,ChinaInstitute of Soil and Water Conservation,CAS & MWR,Yangling 712100,ChinaThe UWA Institute of Agriculture and School of Agriculture & Environment,The University of Western Australia,Perth,WA 6001,Australia

中文关键词：Gully detectionHigh-resolution imageryVision transformerConvolutional neural networksLoess plateau

英文关键词：Gully detectionHigh-resolution imageryVision transformerConvolutional neural networksLoess plateau

刊名：《国际水土保持研究（英文）》 2026 (2)

页码/页数：124-139,16

DOI：10.1016/j.iswcr.2025.10.003