A review on the combination of deep learning techniques with proximal hyperspectral images in agriculture
JGA Barbedo - Computers and Electronics in Agriculture, 2023 - Elsevier
Hyperspectral images can capture the spectral characteristics of surfaces and objects,
providing a 2-D spacial component to the spectral profiles found in a given scene. There are …
providing a 2-D spacial component to the spectral profiles found in a given scene. There are …
A survey on computational spectral reconstruction methods from RGB to hyperspectral imaging
Hyperspectral imaging enables many versatile applications for its competence in capturing
abundant spatial and spectral information, which is crucial for identifying substances …
abundant spatial and spectral information, which is crucial for identifying substances …
A novel hyperspectral image classification model using bole convolution with three-direction attention mechanism: small sample and unbalanced learning
Currently, the use of rich spectral and spatial information of hyperspectral images (HSIs) to
classify ground objects is a research hotspot. However, the classification ability of existing …
classify ground objects is a research hotspot. However, the classification ability of existing …
Recent advances in counterfeit art, document, photo, hologram, and currency detection using hyperspectral imaging
Forgery and tampering continue to provide unnecessary economic burdens. Although new
anti-forgery and counterfeiting technologies arise, they inadvertently lead to the …
anti-forgery and counterfeiting technologies arise, they inadvertently lead to the …
A research review on deep learning combined with hyperspectral Imaging in multiscale agricultural sensing
L Shuai, Z Li, Z Chen, D Luo, J Mu - Computers and Electronics in …, 2024 - Elsevier
Efficient and automated data acquisition techniques, as well as intelligent and accurate data
processing and analysis techniques, are essential for the advancement of precision …
processing and analysis techniques, are essential for the advancement of precision …
[HTML][HTML] Comparative analysis of hyperspectral image reconstruction using deep learning for agricultural and biological applications
Hyperspectral imaging (HSI) has become a key technology for non-invasive quality
evaluation in various fields, offering detailed insights through spatial and spectral data …
evaluation in various fields, offering detailed insights through spatial and spectral data …
Spectrum imaging for phenotypic detection of greenhouse vegetables: A review
X Gao, S Li, Y He, Y Yang, Y Tian - Computers and Electronics in …, 2024 - Elsevier
Greenhouse vegetables have become increasingly important in global crop production due
to their ability to be cultivated out of season and ensure a year-round supply of vegetables …
to their ability to be cultivated out of season and ensure a year-round supply of vegetables …
Deep-learning-based multispectral image reconstruction from single natural color RGB image—Enhancing UAV-based phenoty**
Multispectral images (MSIs) are valuable for precision agriculture due to the extra spectral
information acquired compared to natural color RGB (ncRGB) images. In this paper, we thus …
information acquired compared to natural color RGB (ncRGB) images. In this paper, we thus …
Identification of geographical origin of beef by visible-near infrared hyperspectral recovery from color images
W Yi, X Zhao, X Yun, G Borjigin, T Dong - Journal of Food Composition and …, 2024 - Elsevier
Hyperspectral imaging technology has potential in meat origin authentication. However, the
high device costs, long imaging time and low hyperspectral image resolution are major …
high device costs, long imaging time and low hyperspectral image resolution are major …
Detection of fungal infection in apple using hyperspectral transformation of RGB images with kernel regression
G Zhu, S Zheng, Q Xu, M Qiu, H Wang… - Postharvest Biology and …, 2023 - Elsevier
Fungal infections cause the considerable losses in apple production and quality. Given its
ability to perceive external and internal characteristics, hyperspectral imaging (HSI) performs …
ability to perceive external and internal characteristics, hyperspectral imaging (HSI) performs …