New pathways for end-to-end validation of CT ventilation imaging (CTVI) using deformable image registration. - John Kipritidis; Henry C. Woodruff; Enid M. Eslick; Fiona Hegi-Johnson; Paul J. Keall (ISBI, 2016)

Blockchain for Privacy Preserving and Trustworthy Distributed Machine Learning in Multicentric Medical Imaging (C-DistriM). - Fadila Zerka; Visara Urovi; Akshayaa Vaidyanathan; Samir Barakat; Ralph T. H. Leijenaar; Sean Walsh 004; Hanif Gabrani-Juma; Benjamin Miraglio; Henry C. Woodruff; Michel Dumontier; Philippe Lambin (IEEE Access, 2020)

Machine learning for grading and prognosis of esophageal dysplasia using mass spectrometry and histological imaging. - Manon Beuque; Marta Martin-Lorenzo; Benjamin Balluff; Henry C. Woodruff; Marit Lucas; Daniel M. de Bruin; Janita E. van Timmeren; Onno J. de Boer; Ron M. A. Heeren; Sybren L. Meijer; Philippe Lambin (Comput. Biol. Medicine, 2021)

Privacy preserving distributed learning classifiers - Sequential learning with small sets of data. - Fadila Zerka; Visara Urovi; Fabio Bottari; Ralph T. H. Leijenaar; Sean Walsh 004; Hanif Gabrani-Juma; Martin Gueuning; Akshayaa Vaidyanathan; Wim Vos; Mariaelena Occhipinti; Henry C. Woodruff; Michel Dumontier; et al. (Comput. Biol. Medicine, 2021)

FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging. - Karim Lekadir; Richard Osuala; Catherine Gallin; Noussair Lazrak; Kaisar Kushibar; Gianna Tsakou; Susanna Aussó; Leonor Cerdá Alberich; Konstantinos Marias; Manolis Tsiknakis; Sara Colantonio; Nickolas Papanikolaou 003; et al. (CoRR, 2021)

HNT-AI: An Automatic Segmentation Framework for Head and Neck Primary Tumors and Lymph Nodes in FDG- PET/CT Images. - Zohaib Salahuddin; Yi Chen; Xian Zhong; Nastaran Mohammadian Rad; Henry C. Woodruff; Philippe Lambin (HECKTOR@MICCAI, 2022)

Transparency of deep neural networks for medical image analysis: A review of interpretability methods. - Zohaib Salahuddin; Henry C. Woodruff; Avishek Chatterjee; Philippe Lambin (Comput. Biol. Medicine, 2022)

Precision-medicine-toolbox: An open-source python package for facilitation of quantitative medical imaging and radiomics analysis. - Sergey Primakov; Elizaveta Lavrova; Zohaib Salahuddin; Henry C. Woodruff; Philippe Lambin (CoRR, 2022)

Data harmonisation for information fusion in digital healthcare: A state-of-the-art systematic review, meta-analysis and future research directions. - Yang Nan 002; Javier Del Ser; Simon Walsh; Carola Schönlieb; Michael Roberts; Ian Selby; Kit Howard; John Owen; Jon Neville; Julien Guiot; Benoit Ernst; Ana Pastor; et al. (Inf. Fusion, 2022)

Leveraging Uncertainty Estimation for Segmentation of Kidney, Kidney Tumor and Kidney Cysts. - Zohaib Salahuddin; Sheng Kuang; Philippe Lambin; Henry C. Woodruff (KiTS@MICCAI, 2023)

UR-CarA-Net: A Cascaded Framework With Uncertainty Regularization for Automated Segmentation of Carotid Arteries on Black Blood MR Images. - Elizaveta Lavrova; Zohaib Salahuddin; Henry C. Woodruff; Mohamed Kassem; Robin Camarasa; Anja G. van der Kolk; Paul H. J. Nederkoorn; Daniel Bos; Jeroen Hendrikse; M. Eline Kooi; Philippe Lambin (IEEE Access, 2023)

FUTURE-AI: International consensus guideline for trustworthy and deployable artificial intelligence in healthcare. - Karim Lekadir; Aasa Feragen; Abdul Joseph Fofanah; Alejandro F. Frangi; Alena Buyx; Anais Emelie; Andrea Lara; Antonio R. Porras; An-Wen Chan; Arcadi Navarro; Ben Glocker; Benard Ohene Botwe; et al. (CoRR, 2023)

Precision-medicine-toolbox: An open-source python package for the quantitative medical image analysis. - Elizaveta Lavrova; Sergey Primakov; Zohaib Salahuddin; Manon Beuque; Damon Verstappen; Henry C. Woodruff; Philippe Lambin (Softw. Impacts, 2023)

Towards texture accurate slice interpolation of medical images using PixelMiner. - William Rogers; S. A. Keek; Manon Beuque; Elizaveta Lavrova; Sergey Primakov; G. Wu; C. Yan; S. Sanduleanu; H. A. Gietema; R. Casale; M. Occhipinti; Henry C. Woodruff; et al. (Comput. Biol. Medicine, 2023)

MSCDA: Multi-level semantic-guided contrast improves unsupervised domain adaptation for breast MRI segmentation in small datasets. - Sheng Kuang; Henry C. Woodruff; Renee Granzier; Thiemo J. A. van Nijnatten; Marc B. I. Lobbes; Marjolein L. Smidt; Philippe Lambin; Siamak Mehrkanoon (Neural Networks, 2023)

A review of handcrafted and deep radiomics in neurological diseases: transitioning from oncology to clinical neuroimaging. - Elizaveta Lavrova; Henry C. Woodruff; Hamza Khan; Eric Salmon; Philippe Lambin; Christophe Phillips (CoRR, 2024)

Methodological Explainability Evaluation of an Interpretable Deep Learning Model for Post-Hepatectomy Liver Failure Prediction Incorporating Counterfactual Explanations and Layerwise Relevance Propagation: A Prospective In Silico Trial. - Xian Zhong; Zohaib Salahuddin; Yi Chen; Henry C. Woodruff; Haiyi Long; Jianyun Peng; Nuwan Udawatte; Roberto Casale; Ayoub Mokhtari; Xiaoer Zhang; Jiayao Huang; Qingyu Wu; et al. (CoRR, 2024)

Counterfactuals and Uncertainty-Based Explainable Paradigm for the Automated Detection and Segmentation of Renal Cysts in Computed Tomography Images: A Multi-Center Study. - Zohaib Salahuddin; Abdalla Ibrahim; Sheng Kuang; Yousif Widaatalla; Razvan L. Miclea; Oliver Morin; Spencer Behr; Marnix P. M. Kop; Tom Marcelissen; Patricia Zondervan; Auke Jager; Philippe Lambin; et al. (CoRR, 2024)

A Hybrid Transformer-Graph Model for Multi-Class Lymph Node Segmentation in Histopathology. - Elzbieta Budginaite; Derek R. Magee; Maximilian Kloft; Matthew Nankivell; Ruth E. Langley; David Cunningham; William H. Allum; Gayatri Raghuram; Takaki Yoshikawa; Takashi Oshima; Henry C. Woodruff; Heike Irmgard Grabsch (MIUA (3), 2025)

Pixels to Prognosis: Harmonized Multi-Region CT-Radiomics and Foundation-Model Signatures Across Multicentre NSCLC Data. - Shruti Atul Mali; Zohaib Salahuddin; Danial Khan; Yumeng Zhang; Henry C. Woodruff; Eduardo Ibor-Crespo; Ana Jimenez-Pastor; Luis Martí-Bonmatí; Philippe Lambin (CoRR, 2025)

Explainable Anatomy-Guided AI for Prostate MRI: Foundation Models and In Silico Clinical Trials for Virtual Biopsy-based Risk Assessment. - Danial Khan; Zohaib Salahuddin; Yumeng Zhang; Sheng Kuang; Shruti Atul Mali; Henry C. Woodruff; Sina Amirrajab; Rachel Cavill; Eduardo Ibor-Crespo; Ana Jimenez-Pastor; Adrián Galiana-Bordera; Paula Jimenez Gomez; et al. (CoRR, 2025)

A Foundation Model Framework for Multi-View MRI Classification of Extramural Vascular Invasion and Mesorectal Fascia Invasion in Rectal Cancer. - Yumeng Zhang; Zohaib Salahuddin; Danial Khan; Shruti Atul Mali; Henry C. Woodruff; Sina Amirrajab; Eduardo Ibor-Crespo; Ana Jimenez-Pastor; Luis Martí-Bonmatí; Philippe Lambin (CoRR, 2025)