Self-Supervised Leaf Segmentation under Complex Lighting Conditions

Xufeng Lin,Chang-Tsun Li,Scott Adams,Abbas Kouzani,Richard Jiang,Ligang He,Yongjian Hu,Michael Vernon,Egan Doeven,Lawrence Webb,Todd Mcclellan,Adam Guskic

Pattern Recognition（2023）

引用 12|浏览39

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摘要

•Color is generalizable across plant species for leaf segmentation.•Leaves in image can be segmented accurately without using annotated data.•Self-supervised semantic segmentation beneficial for segmenting leaves in image.•Self-learning color correction is effective for images taken under artificial lights.

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关键词

Self-supervised learning,Convolutional neural networks,Image-based plant phenotyping,Leaf segmentation,Color correction,Cannabis

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