Dr. Steven Squires Profile

Dr. Steven Squires

at Univ of Exeter

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Publications (5)

Proceedings Article | 3 April 2024 Poster + Paper

Maintaining high resolution information in AI-based breast cancer risk prediction

Stepan Romanov, Sacha Howell, Elaine Harkness, D. Gareth Evans, Steven Squires, Martin Fergie, Sue Astley

Proceedings Volume 12927, 129271X (2024) https://doi.org/10.1117/12.3006522

KEYWORDS: Cancer, Mammography, Breast cancer, Deep learning, Breast density, Breast

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Proceedings Article | 7 April 2023 Poster + Paper

Artificial intelligence for image-based breast cancer risk prediction using attention

Stepan Romanov, Sacha Howell, Elaine Harkness, Megan Bydder, D. Gareth Evans, Steven Squires, Martin Fergie, Sue Astley

Proceedings Volume 12465, 1246526 (2023) https://doi.org/10.1117/12.2653875

KEYWORDS: Risk assessment, Mammography, Cancer, Breast cancer, Machine learning, Cancer detection, Deep learning, Breast

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SPIE Journal Paper | 5 April 2023 Open Access

Automatic assessment of mammographic density using a deep transfer learning method

Steven Squires, Elaine Harkness, Dafydd Gareth Evans, Susan Astley

JMI, Vol. 10, Issue 02, 024502, (April 2023) https://doi.org/10.1117/12.10.1117/1.JMI.10.2.024502

KEYWORDS: Education and training, Breast density, Deep learning, Data modeling, Mammography, Feature extraction, Linear regression, Performance modeling, Cancer, Image processing

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Proceedings Article | 4 April 2022 Presentation + Paper

Breast density distribution among the Saudi screening population and correlation between radiologist visual assessment and two automated methods

Areej Aloufi, Abdulrahman AlNaeem, Abeer Almousa, Mehreen Malik, Amani Hashem, Fatina Altahan, Mahmoud Elsharkawi, Manal ElMahdy, Reham Altokhais, Sara Alsultan, Rasha Sahloul, Khalid Alzimami, Steven Squires, Elaine Harkness, Susan Astley

Proceedings Volume 12035, 120350L (2022) https://doi.org/10.1117/12.2611894

KEYWORDS: Breast, Visualization, Mammography, Breast cancer, Tissues, Cancer, Imaging systems, Breast imaging, Statistical analysis, Reliability

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Proceedings Article | 22 May 2020 Paper

Automatic density prediction in low dose mammography

Steven Squires, Georgia Ionescu, Elaine Harkness, Alistair Mackenzie, D. Gareth Evans, Anthony Maxwell, Sacha Howell, Susan Astley

Proceedings Volume 11513, 115131D (2020) https://doi.org/10.1117/12.2564714

KEYWORDS: Mammography, Data modeling, Image processing, Breast, Breast cancer, Digital mammography, Cancer, Convolutional neural networks, Visualization, Feature extraction

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