paper

Auditing Unfair Biases in CNN-based Diagnosis of Alzheimer’s Disease
V.N. Dang, A. Casamitjana, M.P.A. Starmans, C. Martín-Isla, J. Hernández-González, K. Lekadir, Alzheimer's Disease Neuroimaging Initiative
Independent validation of CT radiomics models in colorectal liver metastases: predicting local tumour progression after ablation
D.J. Van der Reijd, C. Guerendel, F.C.R. Staal, M.P. Busard, M. De Oliveira Taveira, E.G. Klompenhouwer, K.F.D. Kuhlmann, A. Moelker, C. Verhoef, Martijn P.A. Starmans, D.M.J. Lambregts, R.G.H. Beets-Tan, S. Benson, Monique Maas
Automated Assessment of T2-Weighted MRI to Differentiate Malignant and Benign Primary Solid Liver Lesions in Noncirrhotic Livers Usiong Radiomics
Martijn P. A. Starmans, Razvan L. Miclea, Valerie Vilgrain, Maxime Ronot, Yvonne Purcell, Jef Verbeek, Wiro J. Niessen, Jan N.M. Ijzermans, Rob A. de Man, Michail Doukas, Stefan Klein, Maarten G. Thomeer
Data infrastructures for AI in medical imaging: a report on the experiences of five EU projects
Haridimos Kondylakis, Varvara Kalokyri, Stelios Sfakianakis, Kostas Marias, Manolis Tsiknakis, Ana Jimenez-Pastor, Eduardo Camacho-Ramos, Ignacio Blanquer, J. Damian Segrelles, Sergio López-Huguet, Caroline Barelle, Magdalena Kogut-Czarkowska, Gianna Tsakou, Nikolaos Siopis, Zisis Sakellariou, Paschalis Bizopoulos, Vicky Drossou, Antonios Lalas, Konstantinos Votis, Pedro Mallol, Luis Marti-Bonmati, Leonor Cerdá Alberich, Karine Seymour, Samuel Boucher, Esther Ciarrocchi, Lauren Fromont, Jordi Rambla, Alexander Harms, Andrea Gutierrez, Martijn P. A. Starmans, Fred Prior, Josep Ll Gelpi, Karim Lekadir
Optimization of Preoperative Lymph Node Staging in Patients with Muscle-Invasive Bladder Cancer Using Radiomics on Computed Tomography
Approximately 25% of the patients with muscle-invasive bladder cancer who are clinically node negative have occult lymph node metastases at radical cystectomy and pelvic lymph node dissection. The aim of this study was to evaluate preoperative CT-based radiomics to differentiate between pN+ and pN0 disease in patients with clinical stage cT2-T4aN0-N1M0 MIBC.
Martijn P. A. Starmans, Li Shen Ho, Fokko Smits, Nick Beije, Inge de Kruijff, Joep J de Jong, Diederik M Somford, Egbert R Boevé, Ed te Slaa, Evelyne C C Cauberg, Sjoerd Klaver, Antoine G van der Heijden, Carl J Wijburg, Addy C M van de Luijtgaarden, Harm H E van Melick, Ella Cauffman, Peter de Vries, Rens Jacobs, Wiro J Niessen, Jacob J Visser, Stefan Klein, Joost L Boormans, Astrid A M van der Veldt
Optimization of Preoperative Lymph Node Staging in Patients with Muscle-Invasive Bladder Cancer Using Radiomics on Computed Tomography
Differential diagnosis and molecular stratification of gastrointestinal stromal tumors on CT images using a radiomics approach
Martijn P. A. Starmans, Milea J M Timbergen, Melissa Vos, Michel Renckens, Dirk J Grünhagen, Geert J L H van Leenders, Roy S Dwarkasing, François E J A Willemssen, Wiro J Niessen, Cornelis Verhoef, Stefan Sleijfer, Jacob J Visser, Stefan Klein
Classification of Clinically Significant Prostate Cancer on Multi-Parametric MRI: A Validation Study Comparing Deep Learning and Radiomics
Jose M Castillo T, Muhammad Arif, Martijn P. A. Starmans, Wiro J Niessen, Chris H Bangma, Ivo Schoots, Jifke F Veenland
Predicting symptomatic mesenteric mass in small intestinal neuroendocrine tumors using radiomics
Anela Blazevic, Martijn P. A. Starmans, Tessa Brabander, Roy S Dwarkasing, Renza A H van Gils, Johannes Hofland, Gaston J H Franssen, Richard A Feelders, Wiro J Niessen, Stefan Klein, Wouter W de Herder
The BRAF P.V600E Mutation Status of Melanoma Lung Metastases Cannot Be Discriminated on Computed Tomography by LIDC Criteria nor Radiomics Using Machine Learning
Lindsay Angus, Martijn P. A. Starmans, Ana Rajicic, Arlette E Odink, Mathilde Jalving, Wiro J Niessen, Jacob J Visser, Stefan Sleijfer, Stefan Klein, Astrid A M van der Veldt
The effect of preprocessing on convolutional neurnal networks for medical image segmentation
Koen B de Raad, Karin A van Garderen, Marion Smits, Sebastian R van der Voort, Fatih Incekara, Edwin H G Oei, Jukka Hirvasniemi, Stefan Klein, Martijn P. A. Starmans