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Automated 3D Segmentation of Plant Organs via the Plant-MAE:A Self-Supervised Learning Framework

Kai Xie Chenxi Cui Xue Jiang Jianzhong Zhu Jinbao Liu Aobo Du Wanneng Yang Peng Song Ruifang Zhai

植物表型组学(英文)2025,Vol.7Issue(2):205-219,15.
植物表型组学(英文)2025,Vol.7Issue(2):205-219,15.DOI:10.1016/j.plaphe.2025.100049

Automated 3D Segmentation of Plant Organs via the Plant-MAE:A Self-Supervised Learning Framework

Automated 3D Segmentation of Plant Organs via the Plant-MAE:A Self-Supervised Learning Framework

Kai Xie 1Chenxi Cui 1Xue Jiang 1Jianzhong Zhu 1Jinbao Liu 1Aobo Du 1Wanneng Yang 2Peng Song 3Ruifang Zhai4

作者信息

  • 1. College of Informatics,Huazhong Agricultural University,Wuhan 430070,China
  • 2. National Key Laboratory of Crop Genetic Improvement,National Center of Plant Gene Research,Huazhong Agricultural University,Wuhan,430070,China||Engineering Research Center of Intelligent Technology for Agriculture,Ministry of Education,Huazhong Agricultural University,Wuhan 430070,China||College of Plant Science,Huazhong Agricultural University,Wuhan 430070,China
  • 3. National Key Laboratory of Crop Genetic Improvement,National Center of Plant Gene Research,Huazhong Agricultural University,Wuhan,430070,China||College of Plant Science,Huazhong Agricultural University,Wuhan 430070,China
  • 4. College of Informatics,Huazhong Agricultural University,Wuhan 430070,China||National Key Laboratory of Crop Genetic Improvement,National Center of Plant Gene Research,Huazhong Agricultural University,Wuhan,430070,China||Engineering Research Center of Intelligent Technology for Agriculture,Ministry of Education,Huazhong Agricultural University,Wuhan 430070,China
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摘要

关键词

Organ segmentation/Plant phenotyping/Point clouds/Deep learning/Self-supervised learning/MAE

Key words

Organ segmentation/Plant phenotyping/Point clouds/Deep learning/Self-supervised learning/MAE

引用本文复制引用

Kai Xie,Chenxi Cui,Xue Jiang,Jianzhong Zhu,Jinbao Liu,Aobo Du,Wanneng Yang,Peng Song,Ruifang Zhai..Automated 3D Segmentation of Plant Organs via the Plant-MAE:A Self-Supervised Learning Framework[J].植物表型组学(英文),2025,7(2):205-219,15.

基金项目

This work was supported by the National Key Research and Devel-opment Program of China(2023YFF1000100,2022YFD2002304). (2023YFF1000100,2022YFD2002304)

植物表型组学(英文)

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