Proximal hyperspectral sensing of abiotic stresses in plants
A Sanaeifar, C Yang, M de la Guardia, W Zhang… - Science of The Total …, 2023 - Elsevier
Recent attempts, advances and challenges, as well as future perspectives regarding the
application of proximal hyperspectral sensing (where sensors are placed within 10 m above …
application of proximal hyperspectral sensing (where sensors are placed within 10 m above …
Deep learning models based on hyperspectral data and time-series phenotypes for predicting quality attributes in lettuces under water stress
S Yu, J Fan, X Lu, W Wen, S Shao, D Liang… - … and Electronics in …, 2023 - Elsevier
Efficiently analyzing the relationship between plant phenotypes, quality, and resistance
remains challenging. In this study, deep learning models based on hyperspectral data and …
remains challenging. In this study, deep learning models based on hyperspectral data and …
A synthetic review of various dimensions of non-destructive plant stress phenotyping
D Ye, L Wu, X Li, TO Atoba, W Wu, H Weng - Plants, 2023 - mdpi.com
Non-destructive plant stress phenotyping begins with traditional one-dimensional (1D)
spectroscopy, followed by two-dimensional (2D) imaging, three-dimensional (3D) or even …
spectroscopy, followed by two-dimensional (2D) imaging, three-dimensional (3D) or even …
Inversion of Leaf Water Content of Cinnamomum camphora Based on Preferred Spectral Index and Machine Learning Algorithm
B Yang, H Zhang, X Lu, H Wan, Y Zhang, J Zhang… - Forests, 2023 - mdpi.com
Plant leaf water content significantly influences photosynthetic efficiency and crop yield. Leaf
water content (LWC) and equivalent water thickness (EWT) are indicators that reflect the …
water content (LWC) and equivalent water thickness (EWT) are indicators that reflect the …
Drought stress in horticultural plants
S Toscano, G Franzoni, S Álvarez - Horticulturae, 2022 - mdpi.com
Drought stress is one of the main factors limiting horticultural crops, especially in
environments such as the Mediterranean basin, which is often characterized by sub-optimal …
environments such as the Mediterranean basin, which is often characterized by sub-optimal …
[HTML][HTML] Early monitoring of drought stress in safflower (Carthamus tinctorius L.) using hyperspectral imaging: A comparison of machine learning tools and feature …
Early detection of drought stress is essential for preventing permanent plant damage and
minimizing yield loss. This study utilized hyperspectral imaging at the leaf level to visualize …
minimizing yield loss. This study utilized hyperspectral imaging at the leaf level to visualize …
[HTML][HTML] Enhancing water-deficient potato plant identification: assessing realistic performance of attention-based deep neural networks and hyperspectral imaging for …
J Lapajne, A Vojnović, A Vončina, U Žibrat - Plants, 2024 - mdpi.com
Hyperspectral imaging has emerged as a pivotal technology in agricultural research,
offering a powerful means to non-invasively monitor stress factors, such as drought, in crops …
offering a powerful means to non-invasively monitor stress factors, such as drought, in crops …
A hybrid CNN-Transformer model for identification of wheat varieties and growth stages using high-throughput phenotyping
YJ Jeon, MJ Hong, CS Ko, SJ Park, H Lee… - … and Electronics in …, 2025 - Elsevier
Wheat (Triticum aestivum L.) is a major crop consumed and cultivated worldwide, with
various varieties bred to meet the growth characteristics and resistances required by the …
various varieties bred to meet the growth characteristics and resistances required by the …
Rapid estimation of moisture content in unpeeled potato tubers using hyperspectral imaging
Potato (Solanum tuberosum L.) is one of the most significant vegetable crops grown
globally, especially in developing countries. Over the last few years, global potato …
globally, especially in developing countries. Over the last few years, global potato …
Monitoring freeze-damage in grapefruit by electric bioimpedance spectroscopy and electric equivalent models
D Romero Fogué, R Masot Peris, J Ibáñez Civera… - Horticulturae, 2022 - mdpi.com
Grapefruit is a cold-sensitive citrus fruit, and freezing can spoil the harvest when the fruit is
still on the tree and even later during manufacturing and transport due to inappropriate …
still on the tree and even later during manufacturing and transport due to inappropriate …