Philippe Lambin

41 papers A* 1C 2Journal 33Unranked 5

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	A Review of Methods for Trustworthy AI in Medical Imaging: The FUTURE-AI Guidelines. IEEE J. Biomed. Health Informatics Haridimos Kondylakis, Richard Osuala, Xènia Puig-Bosch, Noussair Lazrak, Oliver Díaz, Kaisar Kushibar, Ioanna Chouvarda, Stefanie Charalambous, Martijn P. A. Starmans, Sara Colantonio, Nikolaos S. Tachos, Smriti Joshi, Henry C. Woodruff, Zohaib Salahuddin, Gianna Tsakou, Susanna Aussó, Leonor Cerdá Alberich, Nikolaos Papanikolaou, Philippe Lambin, Kostas Marias, Manolis Tsiknakis, Dimitrios I. Fotiadis, Luis Martí-Bonmatí, Karim Lekadir
2026	J	`jnl`	Robust Multicentre Detection and Classification of Colorectal Liver Metastases on CT: Application of Foundation Models. CoRR Shruti Atul Mali, Zohaib Salahuddin, Yumeng Zhang, Andre Aichert, Xian Zhong, Henry C. Woodruff, Maciej Bobowicz, Katrine Riklund, Juozas Kupcinskas, Lorenzo Faggioni, Roberto Francischello, Razvan L. Miclea, Philippe Lambin
2025	J	`jnl`	A Foundation Model Framework for Multi-View MRI Classification of Extramural Vascular Invasion and Mesorectal Fascia Invasion in Rectal Cancer. CoRR 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
2025	J	`jnl`	Advancing breast, lung and prostate cancer research with federated learning. A systematic review. npj Digit. Medicine Anshu Ankolekar, Sebastian Boie, Maryam Abdollahyan, Emanuela Gadaleta, Seyed Alireza Hasheminasab, Guang Yang, Charles Beauville, Nikolaos Dikaios, George A. Kastis, Michael Bussmann, Claude Chelala, Sara Khalid, Hagen Kruger, Philippe Lambin, Giorgos Papanastasiou
2025	J	`jnl`	Explainable Anatomy-Guided AI for Prostate MRI: Foundation Models and In Silico Clinical Trials for Virtual Biopsy-based Risk Assessment. CoRR 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, Luis Martí-Bonmatí, Philippe Lambin
2025	J	`jnl`	Pixels to Prognosis: Harmonized Multi-Region CT-Radiomics and Foundation-Model Signatures Across Multicentre NSCLC Data. CoRR Shruti Atul Mali, Zohaib Salahuddin, Danial Khan, Yumeng Zhang, Henry C. Woodruff, Eduardo Ibor-Crespo, Ana Jimenez-Pastor, Luis Martí-Bonmatí, Philippe Lambin
2025	J	`jnl`	Radiology Report Conditional 3D CT Generation with Multi Encoder Latent diffusion Model. CoRR Sina Amirrajab, Zohaib Salahuddin, Sheng Kuang, Henry C. Woodruff, Philippe Lambin
2024	J	`jnl`	A review of handcrafted and deep radiomics in neurological diseases: transitioning from oncology to clinical neuroimaging. CoRR Elizaveta Lavrova, Henry C. Woodruff, Hamza Khan, Eric Salmon, Philippe Lambin, Christophe Phillips
2024	J	`jnl`	Advancing oncology with federated learning: transcending boundaries in breast, lung, and prostate cancer. A systematic review. CoRR Anshu Ankolekar, Sebastian Boie, Maryam Abdollahyan, Emanuela Gadaleta, Seyed Alireza Hasheminasab, Guang Yang, Charles Beauville, Nikolaos Dikaios, George A. Kastis, Michael Bussmann, Sara Khalid, Hagen Kruger, Philippe Lambin, Giorgos Papanastasiou
2024	J	`jnl`	Counterfactuals and Uncertainty-Based Explainable Paradigm for the Automated Detection and Segmentation of Renal Cysts in Computed Tomography Images: A Multi-Center Study. CoRR 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, Henry C. Woodruff
2024	J	`jnl`	Improving shared decision making for lung cancer treatment by developing and validating an open-source web based patient decision aid for stage I-II non-small cell lung cancer. Frontiers Digit. Health Iva Halilaj, Anshu Ankolekar, Anouk Lenaers, Avishek Chatterjee, Cary Dehing-Oberije, Lisanne Eppings, Hans J. M. Smit, Lizza E. L. Hendriks, Arthur Jochems, Relinde I. Y. Lieverse, Janita E. van Timmeren, Anke Wind, Philippe Lambin
2024	J	`jnl`	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. CoRR 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, Li Tan, Lili Chen, Dongming Li, Xiaoyan Xie, Manxia Lin, Philippe Lambin
2023	—	`conf`	Leveraging Uncertainty Estimation for Segmentation of Kidney, Kidney Tumor and Kidney Cysts. KiTS@MICCAI Zohaib Salahuddin, Sheng Kuang, Philippe Lambin, Henry C. Woodruff
2023	J	`jnl`	MSCDA: Multi-level Semantic-guided Contrast Improves Unsupervised Domain Adaptation for Breast MRI Segmentation in Small Datasets. CoRR Sheng Kuang, Henry C. Woodruff, Renee Granzier, Thiemo J. A. van Nijnatten, Marc B. I. Lobbes, Marjolein L. Smidt, Philippe Lambin, Siamak Mehrkanoon
2023	J	`jnl`	MSCDA: Multi-level semantic-guided contrast improves unsupervised domain adaptation for breast MRI segmentation in small datasets. Neural Networks Sheng Kuang, Henry C. Woodruff, Renee Granzier, Thiemo J. A. van Nijnatten, Marc B. I. Lobbes, Marjolein L. Smidt, Philippe Lambin, Siamak Mehrkanoon
2023	J	`jnl`	Precision-medicine-toolbox: An open-source python package for the quantitative medical image analysis. Softw. Impacts Elizaveta Lavrova, Sergey Primakov, Zohaib Salahuddin, Manon Beuque, Damon Verstappen, Henry C. Woodruff, Philippe Lambin
2023	J	`jnl`	Predicting the Tumour Response to Radiation by Modelling the Five Rs of Radiotherapy Using PET Images. J. Imaging Rihab Hami, Sena Apeke, Pascal Redou, Laurent Gaubert, Ludwig J. Dubois, Philippe Lambin, Dimitris Visvikis, Nicolas Boussion
2023	J	`jnl`	Towards texture accurate slice interpolation of medical images using PixelMiner. Comput. Biol. Medicine 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, Arthur Jochems, Philippe Lambin
2023	J	`jnl`	UR-CarA-Net: A Cascaded Framework With Uncertainty Regularization for Automated Segmentation of Carotid Arteries on Black Blood MR Images. IEEE Access 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
2022	J	`jnl`	Data Harmonisation for Information Fusion in Digital Healthcare: A State-of-the-Art Systematic Review, Meta-Analysis and Future Research Directions. CoRR Yang Nan, Javier Del Ser, Simon Walsh, Carola Schönlieb, Michael Roberts, Ian Selby, Kit Howard, John Owen, Jon Neville, Julien Guiot, Benoit Ernst, Ana Pastor, Angel Alberich-Bayarri, Marion I. Menzel, Sean Walsh, Wim Vos, Nina Flerin, Jean-Paul Charbonnier, Eva M. van Rikxoort, Avishek Chatterjee, Henry C. Woodruff, Philippe Lambin, Leonor Cerdá Alberich, Luis Martí-Bonmatí, Francisco Herrera, Guang Yang
2022	J	`jnl`	Data harmonisation for information fusion in digital healthcare: A state-of-the-art systematic review, meta-analysis and future research directions. Inf. Fusion Yang Nan, Javier Del Ser, Simon Walsh, Carola Schönlieb, Michael Roberts, Ian Selby, Kit Howard, John Owen, Jon Neville, Julien Guiot, Benoit Ernst, Ana Pastor, Angel Alberich-Bayarri, Marion I. Menzel, Sean Walsh, Wim Vos, Nina Flerin, Jean-Paul Charbonnier, Eva M. van Rikxoort, Avishek Chatterjee, Henry C. Woodruff, Philippe Lambin, Leonor Cerdá Alberich, Luis Martí-Bonmatí, Francisco Herrera, Guang Yang
2022	—	`conf`	HNT-AI: An Automatic Segmentation Framework for Head and Neck Primary Tumors and Lymph Nodes in FDG- PET/CT Images. HECKTOR@MICCAI Zohaib Salahuddin, Yi Chen, Xian Zhong, Nastaran Mohammadian Rad, Henry C. Woodruff, Philippe Lambin
2022	J	`jnl`	Precision-medicine-toolbox: An open-source python package for facilitation of quantitative medical imaging and radiomics analysis. CoRR Sergey Primakov, Elizaveta Lavrova, Zohaib Salahuddin, Henry C. Woodruff, Philippe Lambin
2022	J	`jnl`	Transparency of deep neural networks for medical image analysis: A review of interpretability methods. Comput. Biol. Medicine Zohaib Salahuddin, Henry C. Woodruff, Avishek Chatterjee, Philippe Lambin
2021	J	`jnl`	FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging. CoRR 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, Zohaib Salahuddin, Henry C. Woodruff, Philippe Lambin, Luis Martí-Bonmatí
2021	J	`jnl`	Machine learning for grading and prognosis of esophageal dysplasia using mass spectrometry and histological imaging. Comput. Biol. Medicine 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
2021	J	`jnl`	Privacy preserving distributed learning classifiers - Sequential learning with small sets of data. Comput. Biol. Medicine Fadila Zerka, Visara Urovi, Fabio Bottari, Ralph T. H. Leijenaar, Sean Walsh, Hanif Gabrani-Juma, Martin Gueuning, Akshayaa Vaidyanathan, Wim Vos, Mariaelena Occhipinti, Henry C. Woodruff, Michel Dumontier, Philippe Lambin
2021	J	`jnl`	Transparency of Deep Neural Networks for Medical Image Analysis: A Review of Interpretability Methods. CoRR Zohaib Salahuddin, Henry C. Woodruff, Avishek Chatterjee, Philippe Lambin
2020	J	`jnl`	Blockchain for Privacy Preserving and Trustworthy Distributed Machine Learning in Multicentric Medical Imaging (C-DistriM). IEEE Access Fadila Zerka, Visara Urovi, Akshayaa Vaidyanathan, Samir Barakat, Ralph T. H. Leijenaar, Sean Walsh, Hanif Gabrani-Juma, Benjamin Miraglio, Henry C. Woodruff, Michel Dumontier, Philippe Lambin
2020	J	`jnl`	Combining hypoxia-activated prodrugs and radiotherapy in silico: Impact of treatment scheduling and the intra-tumoural oxygen landscape. PLoS Comput. Biol. Sara Hamis, Mohammad Kohandel, Ludwig J. Dubois, Ala Yaromina, Philippe Lambin, Gibin G. Powathil
2020	J	`jnl`	Nine Recommendations for Decision Aid Implementation from the Clinician Perspective. CoRR Anshu Ankolekar, Ben G. L. Vanneste, Esther Bloemen-van Gurp, Joep G. van Roermund, Adriana Berlanga, Cheryl Roumen, Evert J. van Limbergen, Ludy Lutgens, Tom Marcelissen, Philippe Lambin, Andre Dekker, Rianne Fijten
2019	J	`jnl`	Development and validation of a patient decision aid for prostate Cancer therapy: from paternalistic towards participative shared decision making. BMC Medical Informatics Decis. Mak. Anshu Ankolekar, Ben G. L. Vanneste, Esther Bloemen-van Gurp, Joep G. van Roermund, Evert J. van Limbergen, Kees van de Beek, Tom Marcelissen, Victor Zambon, Matthias Oelke, Andre Dekker, Cheryl Roumen, Philippe Lambin, Adriana Berlanga, Rianne Fijten
2018	J	`jnl`	Multi-Scale Modeling and Oxygen Impact on Tumor Temporal Evolution: Application on Rectal Cancer During Radiotherapy. IEEE Trans. Medical Imaging Sena Apeke, Laurent Gaubert, Nicolas Boussion, Philippe Lambin, Dimitris Visvikis, Vincent Rodin, Pascal Redou
2015	—	`conf`	Information extraction of eligibility criteria for trial enrolment support. MIE M. Scott Marshall, Johan van Soest, R. Dresens, J. Paulissen, Philippe Lambin, Andre Dekker
2014	J	`jnl`	Ensemble analyses improve signatures of tumour hypoxia and reveal inter-platform differences. BMC Bioinform. Natalie S. Fox, Maud H. W. Starmans, Syed Haider, Philippe Lambin, Paul C. Boutros
2013	J	`jnl`	Automated delineation of lung tumors from CT images using a single click ensemble segmentation approach. Pattern Recognit. Yuhua Gu, Virendra Kumar, Lawrence O. Hall, Dmitry B. Goldgof, Ching-Yen Li, René Korn, Claus Bendtsen, Emmanuel Rios Velazquez, Andre Dekker, Hugo J. W. L. Aerts, Philippe Lambin, Xiuli Li, Jie Tian, Robert A. Gatenby, Robert J. Gillies
2011	—	`conf`	The Combination of Clinical, Dose-Related and Imaging Features Helps Predict Radiation-Induced Normal-Tissue Toxicity in Lung-cancer Patients - An in-silico Trial Using Machine Learning Techniques. ICMLA (2) Georgi I. Nalbantov, Andre Dekker, Dirk De Ruysscher, Philippe Lambin, Evgueni N. Smirnov
2009	C	`conf`	Survival Prediction in Lung Cancer Treated with Radiotherapy: Bayesian Networks vs. Support Vector Machines in Handling Missing Data. ICMLA Andre Dekker, Cary Dehing-Oberije, Dirk De Ruysscher, Philippe Lambin, Kartik Komati, Glenn Fung, Shipeng Yu, Andrew Hope, Wilfried De Neve, Yolande Lievens
2008	A*	`conf`	Privacy-preserving cox regression for survival analysis. KDD Shipeng Yu, Glenn Fung, Rómer Rosales, Sriram Krishnan, R. Bharat Rao, Cary Dehing-Oberije, Philippe Lambin
2007	—	`conf`	On Ranking in Survival Analysis: Bounds on the Concordance Index. NIPS Vikas C. Raykar, Harald Steck, Balaji Krishnapuram, Cary Dehing-Oberije, Philippe Lambin
2007	C	`conf`	Reducing a Biomarkers List via Mathematical Programming: Application to Gene Signatures to Detect Time-Dependent Hypoxia in Cancer. ICMLA Glenn Fung, Renaud Seigneuric, Sriram Krishnan, R. Bharat Rao, Brad G. Wouters, Philippe Lambin