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DBGCN:Dual-branch Graph Convolutional Network for organ instance inference on sparsely labeled 3D plant data

Dawei Li Zhaoyi Zhou Si Yang Weiliang Wen

植物表型组学（英文）2026，Vol.8Issue(2)：118-135,18.

植物表型组学（英文）2026，Vol.8Issue(2)：118-135,18.DOI:10.1016/j.plaphe.2026.100188

DBGCN:Dual-branch Graph Convolutional Network for organ instance inference on sparsely labeled 3D plant data

Dawei Li ¹Zhaoyi Zhou ²Si Yang ³Weiliang Wen³

作者信息

1. School of Information and Intelligent Science,Donghua University,Shanghai,201620,China||State Key Laboratory of Advanced Fiber Materials(SKLAFM),Donghua University,Shanghai,201620,China||Engineering Research Center of Digitized Textile & Fashion Technology,Ministry of Education,Donghua University,Shanghai,201620,China
2. School of Information and Intelligent Science,Donghua University,Shanghai,201620,China
3. Information Technology Research Center,Beijing Academy of Agriculture and Forestry Sciences,Beijing,100097,China||Beijing Key Lab of Digital Plant,National Engineering Research Center for Information Technology in Agriculture,Beijing,100097,China
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摘要

关键词

Organ instance segmentation/Plant point cloud/Plant phenotyping/Transductive learning/Dual-branch graph convolutional network

Key words

Organ instance segmentation/Plant point cloud/Plant phenotyping/Transductive learning/Dual-branch graph convolutional network

引用本文复制引用

Dawei Li,Zhaoyi Zhou,Si Yang,Weiliang Wen..DBGCN:Dual-branch Graph Convolutional Network for organ instance inference on sparsely labeled 3D plant data[J].植物表型组学（英文）,2026,8(2):118-135,18.

基金项目

This work was supported in part by the National Natural Science Foundation of China(32472001),and in part by Donghua University 2025 Cultivation Project of Discipline Innovation(xkcx-202505). （32472001）

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