Large-scale apple orchard mapping from multi-source data using the semantic segmentation model with image- to- image translation and transfer learning

Tingting Zhang, Danni Hu, Chunxiao Wu, Yundan Liu,Jianyu Yang, Kaixuan Tang

Computers and Electronics in Agriculture（2023）

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摘要

•A robust semantic segmentation method based on CycleGAN and transfer learning is developed.•Coupling UAV data with satellite images enables large-scale mapping of apple orchards.•Overall good agreement between results and statistical area.

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关键词

Apple orchard mapping,Remote sensing,Semantic segmentation,Transfer learning,Image- to- image translation

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