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The blessing of Depth Anything:An almost unsupervised approach to crop segmentation with depth-informed pseudo labeling

Songliang Cao Binghui Xu Wei Zhou Letian Zhou Jiafei Zhang Yuhui Zheng Weijuan Hu Zhiguo Han Hao Lu

植物表型组学（英文）2025，Vol.7Issue(1)：49-65,17.

植物表型组学（英文）2025，Vol.7Issue(1)：49-65,17.DOI:10.1016/j.plaphe.2025.100005

The blessing of Depth Anything:An almost unsupervised approach to crop segmentation with depth-informed pseudo labeling

Songliang Cao ¹Binghui Xu ¹Wei Zhou ²Letian Zhou ²Jiafei Zhang ³Yuhui Zheng ³Weijuan Hu ⁴Zhiguo Han ³Hao Lu²

作者信息

1. National Key Laboratory of Multispectral Information Intelligent Processing Technology,School of Artificial Intelligence and Automation,Huazhong University of Science and Technology,Wuhan,430074,China||PhenoTrait Technology Co.,Ltd.,Beijing,100096,China||MetaPheno Laboratory,Shanghai,201114,China
2. National Key Laboratory of Multispectral Information Intelligent Processing Technology,School of Artificial Intelligence and Automation,Huazhong University of Science and Technology,Wuhan,430074,China
3. PhenoTrait Technology Co.,Ltd.,Beijing,100096,China||MetaPheno Laboratory,Shanghai,201114,China||SpeCloud Technology Co.,Ltd.,Sanya,572025,China
4. State Key Laboratory of Plant Cell and Chromosome Engineering,Institute of Genetics and Developmental Biology,Chinese Academy of Sciences,Beijing,100101,China
折叠

摘要

关键词

Crop segmentation/Plant phenotyping/Depth anything/Segment anything/Efficient labeling

Key words

Crop segmentation/Plant phenotyping/Depth anything/Segment anything/Efficient labeling

引用本文复制引用

Songliang Cao,Binghui Xu,Wei Zhou,Letian Zhou,Jiafei Zhang,Yuhui Zheng,Weijuan Hu,Zhiguo Han,Hao Lu..The blessing of Depth Anything:An almost unsupervised approach to crop segmentation with depth-informed pseudo labeling[J].植物表型组学（英文）,2025,7(1):49-65,17.

基金项目

This work was jointly supported by the Chinese Academy of Sciences"Strategic Priority Research Program"Under Grant No.XDA24040201,Central Government's Guidance Fund for Local Science and Technology Development Under Grant No.2024ZY-CGZY-19,National Natural Sci-ence Foundation of China Under Grant No.32370435,National Key R & D Program of China Under Grant No.2023YFF1001502,and Changchun Science and Technology Development Programme Under Grant No.23SH18. （）

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