A Framework for Measuring Tree Rings Based on Panchromatic Images and Deep Learning

ABSTRACT Tree‐ring data are pivotal for decoding the age and growth patterns of trees, reflecting the impact of environmental factors over time. Addressing the significant shortcomings of traditional, labour‐intensive and resource‐demanding methods, we propose an innovative automated technique that...

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Veröffentlicht in:	Plant, cell and environment cell and environment, 2025-01, Vol.48 (1), p.189-198
Hauptverfasser:	Wang, Sheng, Zhao, Chaoyue, Su, Yun, Cao, Kangjian, Mou, Chao, Xu, Fu
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Artificial neural networks automation China convolutional neural networks data collection Decoding Deep Learning dendroclimatology environment Environmental factors Environmental impact forestry Growth patterns growth rings Image enhancement Image processing Image Processing, Computer-Assisted - methods Image quality Image segmentation Information processing Machine learning Neural networks Neural Networks, Computer panchromatic image tree ring Tree rings Trees Trees - anatomy & histology Trees - growth & development
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