Mr. Myles McKay Profile

Myles McKay

at Pacific Northwest National Lab

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Publications (3)

Proceedings Article | 7 June 2024 Presentation + Paper

Chemical signature characterization with hyperspectral imagery: novel deep learning model architectures and physically-motivated data augmentation techniques

Eleanor Byler, Brenda Forland, Myles McKay

Proceedings Volume 13031, 130310I (2024) https://doi.org/10.1117/12.3012800

KEYWORDS: Data modeling, Deep learning, Galactic astronomy, Oxygen, Hyperspectral imaging, Atmospheric modeling

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Proceedings Article | 13 June 2023 Presentation + Paper

Impact of model architecture on robustness and interpretability of multispectral deep learning models

Charles Godfrey, Elise Bishoff, Myles McKay, Eleanor Byler

Proceedings Volume 12519, 125190L (2023) https://doi.org/10.1117/12.2662998

KEYWORDS: Image segmentation, Image processing, Deep learning, Satellites, Multispectral imaging, Neural networks, Image classification, Color image segmentation

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Proceedings Article | 13 June 2023 Presentation + Paper

Quantifying the robustness of deep multispectral segmentation models against natural perturbations and data poisoning

Elise Bishoff, Charles Godfrey, Myles McKay, Eleanor Byler

Proceedings Volume 12519, 125190M (2023) https://doi.org/10.1117/12.2663498

KEYWORDS: Multimodal imaging, Data fusion, RGB color model, Data modeling, Performance modeling, Near infrared, Education and training, Image segmentation, Image fusion, Multispectral imaging, Satellites

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