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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

Plant Phenomics2025,Vol.7Issue(1):P.49-65,17.
Plant Phenomics2025,Vol.7Issue(1):P.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
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摘要

关键词

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

分类

农业科技

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].Plant Phenomics,2025,7(1):P.49-65,17.

基金项目

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 Science Foundation of China Under Grant No.32370435 ()

National Key R&D Program of China Under Grant No.2023YFF1001502 ()

Changchun Science and Technology Development Programme Under Grant No.23SH 18. ()

Plant Phenomics

2097-0374

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