Search

Now showing items 1-2 of 2

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 ...

An embedded system for the automated generation of labeled plant images to enable machine learning applications in agriculture

Beck, Michael A.; Liu, Chen-Yi; Bidinosti, Christopher P.; Henry, Christopher J.; Godee, Cara M.; Ajmani, Manisha (PLOS, 2020-12-17)

A lack of sufficient training data, both in terms of variety and quantity, is often the bottleneck in the development of machine learning (ML) applications in any domain. For agricultural applications, ML-based models ...