Mr. Linhai Ma Profile

Linhai Ma

at Univ of Miami

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Publications (3)

Proceedings Article | 2 April 2024 Poster + Paper

A sequential geometry-reconstruction-based deep learning approach to improve accuracy and consistence of lumbar spine MRI image segmentation

Linchen Qian, Jiasong Chen, Linhai Ma, Timur Urakov, Liang Liang

Proceedings Volume 12926, 1292634 (2024) https://doi.org/10.1117/12.3007064

KEYWORDS: Image segmentation, Deformation, Spine, Magnetic resonance imaging, Feature extraction, Image processing, Data modeling, Statistical modeling, Image quality

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Proceedings Article | 2 April 2024 Presentation + Paper

A general approach to improve adversarial robustness of DNNs for medical image segmentation and detection

Linhai Ma, Jiasong Chen, Linchen Qian, Liang Liang

Proceedings Volume 12926, 1292613 (2024) https://doi.org/10.1117/12.3006534

KEYWORDS: Education and training, Object detection, Image segmentation, Adversarial training, Medical imaging, Magnetic resonance imaging, Data modeling, Data analysis, Biomedical applications, Statistical modeling

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Proceedings Article | 3 April 2023 Poster + Paper

Towards lifting the trade-off between accuracy and adversarial robustness of deep neural networks with application on COVID 19 CT image classification and medical image segmentation

Linhai Ma, Liang Liang

Proceedings Volume 12464, 124641U (2023) https://doi.org/10.1117/12.2653392

KEYWORDS: Artificial neural networks, Adversarial training, Image segmentation, COVID 19, Image classification, Medical imaging

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