top of page
News & Resources


Radiomics analysis and metastatic patients: can we really continue to sidestep intra-patient tumor heterogeneity?
Henry, Théophraste & Sun, Roger & Lerousseau, Marvin & Estienne, Théo & Robert, Charlotte & Besse, Benjamin & Robert, Caroline &...
1 min read


Single-timepoint low-dimensional characterization and classification of acute versus chronic multiple sclerosis lesions using machine learning
Caba, Bastien & Cafaro, Alexandre & Lombard, Aurélien & Arnold, Douglas & Elliott, Colm & Liu, Dawei & Jiang, Xiaotong & Gafson, Arie &...
1 min read


SIMSEB: Unlocking the Dosimetric Potential of Sequential Boost Plans in VMAT Through Simultaneous Optimization
Fick, R.H.J. & Boule, T. & Pouille, A. & Lombard, A. & Bus, N. & Paragios, Nikos Year: 2020丨Publisher: International Journal of Radiation...
1 min read


Weakly supervised 3D ConvLSTMs for Monte-Carlo radiotherapy dose simulations
Martinot, S. & Bus, N. & Vakalopoulou, M. & Robert, C. & Deutsch, E. & Paragios, N. Year: 2021丨Publisher: MIDL
1 min read


End-to-end Treatment Planning Optimization through Dose/Anatomy-based Metric-learning kNN Embeddings
Vitry, L. & Fick, R. & Bus, N. & Dedieu, J. & Lombard, A. & Paragios, Nikos Year: 2021丨Publisher: ESTRO
1 min read


High-particle simulation of Monte-Carlo dose distribution with 3D ConvLSTMs
High-particle simulation of Monte-Carlo dose distribution with 3D ConvLSTMs Martinot, Sonia & Bus, Norbert & Vakalopoulou, Maria &...
1 min read


DeepDoseOpt: End-to-End VMAT Pelvis Dose Prediction & Treatment Planning Inference
DeepDoseOpt: End-to-End VMAT Pelvis Dose Prediction & Treatment Planning Inference Dedieu, J. & Shreshtha, K. & Lombard, A. & Bus, N. &...
1 min read


Fast Monte-Carlo dose simulation with recurrent deep learning
Fast Monte-Carlo dose simulation with recurrent deep learning Martinot, S. & Bus, N. & Vakalopoulou, M. & Robert, Charline & Deutsch, E....
1 min read


Dose Predictions for Head and Neck Cancers Using Hybrid Structure Sets Containing Manual and Automated Contours
Buatti, J.S. & Stathakis, S. & Kirby, N. & Li, R. & Oliveira, M. & Kabat, C. & Papanikolaou, N. & Paragios, N. Year: 2022丨Publisher:...
1 min read


A Multi-Centric Evaluation of AI-Driven OARs Low Field MRgRT Pelvic /Abdomen Contouring
Azria, D. & Andratschke, Nicolaus & Balermpas, Panagiotis & Boldrini, Luca & Bourdais, R. & Bruynzeel, Anna & Chuong, Michael & de...
1 min read


A Multi-Centric Evaluation of AI-Driven Synthetic CT Generation Form Low Field Magnetic Resonance Imaging
Gungor, Gorkem & Azria, D. & Balermpas, Panagiotis & Boldrini, Luca & Chuong, Michael & de ridder, Mark & Gevaert, Thierry & Hardy, L. &...
1 min read


AI surpassing human expert: a multi-centric evaluation for organ at risk delineation
Azria, D. & Boldrini, Luca & de ridder, Mark & Fenoglietto, Pascal & Gambacorta, Maria & Gevaert, Thierry & Gungor, Gorkem & Lagerwaard,...
1 min read


Clinical evaluation of organs at risk automatic-segmentation for T2-weigthed MRI
Newman, N. & Stathakis, S. & Thorwarth, Daniela & Zips, D. & Nachbar, Marcel & Kandiban, S. & Oumani, A. & Shreshtha, K. & Roque, T. &...
1 min read


AI-based OAR delineation in brain T1w-MRI: Overcoming Inter- and Intra-observer variability
Gungor, Gorkem & Klausner, Guillaume & Gur, Giyora & Serbez, I. & Temur, B. & Cafaro, Alexandre & Hardy, L. & Kandiban, S. & Oumani, A. &...
1 min read


Clinical evaluation of self-learning GAN based pseudo-CT generation software for low field pelvic MR
Fenoglietto, Pascal & Gevaert, Thierry & Boussaer, M. & Delasalles, E. & Ioannidou, D. & Shreshtha, K. & Roque, T. & Paragios, N. &...
1 min read


Dosimetric evaluation of dose calculation uncertainties for MR-only treatments of pelvic MRgRT
I. Coric, K. Shrestha, T. Roque, N. Paragios, D. Zips, D. Thorwarth, M. Nachbar Year: 2022丨Publisher: ESTRO
1 min read


Characterisation of synthetic CTs clinical quality: which gamma indices to evaluate in practice?
Andres, E. & Gasnier, A. & Veres, Cristina & Dhermain, Frédéric & Corbin, S. & Auville, F. & Biron, B. & Vatonne, A. & Henry, Théophraste...
1 min read


Dosimetric Evaluation of Dose Calculation Uncertainties for MR-Only Approaches in Prostate MR-Guided Radiotherapy
I. Coric, K. Shreshtha, T. Roque, N. Paragios, C. Gani, D. Zips, D. Thorwarth, M. Nachbar. Year: 2022丨Publisher: ESTRO
1 min read


Dosimetric evaluation of AI-based synthetic CTs for MRI-only brain radiotherapy
Veres, Cristina & Shrestha, K. & Roque, T. & Alvarez-Andres, E. & Gasnier, A. & Dhermain, Frédéric & Paragios, N. & Deutsch, E. & Robert,...
1 min read


Weakly Supervised Learning of Metric Aggregations for Deformable Image Registration
Ferrante, Enzo & Dokania, Puneet & Silva, Rafael & Paragios, Nikos Year: 2018丨Publisher: IEEE Journal of Biomedical and Health Informatics
1 min read
bottom of page