Michael A. Beck

A comprehensive review of 3D convolutional neural network-based classification techniques of diseased and defective crops using non-UAV-based hyperspectral images

Noshiri, Nooshin; Beck, Michael A.; Bidinosti, Christopher P.; Henry, Christopher J. (Elsevier B.V., 2023-09-14)

Hyperspectral imaging (HSI) is a non-destructive and contactless technology that provides valuable information about the structure and composition of an object. It has the ability to capture detailed information about the ...
Leveraging Guided Backpropagation to Select Convolutional Neural Networks for Plant Classification

Mostafa, Sakib; Mondal, Debajyoti; Beck, Michael A.; Bidinosti, Christopher P.; Henry, Christopher J.; Stavness, Ian (2022-05-11)

The development of state-of-the-art convolutional neural networks (CNN) has allowed researchers to perform plant classification tasks previously thought impossible and rely on human judgment. Researchers often develop ...