Precision-medicine-toolbox: An open-source python package for facilitation of quantitative medical imaging and radiomics analysis

1 code implementation • 28 Feb 2022 • Sergey Primakov, Elizaveta Lavrova, Zohaib Salahuddin, Henry C Woodruff, Philippe Lambin

Medical image analysis plays a key role in precision medicine as it allows the clinicians to identify anatomical abnormalities and it is routinely used in clinical assessment.

Transparency of Deep Neural Networks for Medical Image Analysis: A Review of Interpretability Methods

no code implementations • 1 Nov 2021 • Zohaib Salahuddin, Henry C Woodruff, Avishek Chatterjee, Philippe Lambin

Artificial Intelligence has emerged as a useful aid in numerous clinical applications for diagnosis and treatment decisions.

Decision Making

FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging

no code implementations • 20 Sep 2021 • Karim Lekadir, Richard Osuala, Catherine Gallin, Noussair Lazrak, Kaisar Kushibar, Gianna Tsakou, Susanna Aussó, Leonor Cerdá Alberich, Kostas Marias, Manolis Tsiknakis, Sara Colantonio, Nickolas Papanikolaou, Zohaib Salahuddin, Henry C Woodruff, Philippe Lambin, Luis Martí-Bonmatí

The recent advancements in artificial intelligence (AI) combined with the extensive amount of data generated by today's clinical systems, has led to the development of imaging AI solutions across the whole value chain of medical imaging, including image reconstruction, medical image segmentation, image-based diagnosis and treatment planning.

Fairness Image Reconstruction +3