SP
Kebiri H, Canales-Rodríguez EJ, Lajous H, de Dumast P, Girard G, Alemán-Gómez Y, Koob M, Jakab A, Bach Cuadra M. Through-plane super-resolution with autoencoders in Diffusion Magnetic Resonance Imaging of the developing human brain - Frontiers in Neurology, 13: 827816, May 2022
Debarre T, Denoyelle Q, Unser M, Fageot J. Sparsest piecewise-linear regression of one-dimensional data - Journal of Computational and Applied Mathematics, 406: 114044, May 2022
Griffa A, Amico E, Liégeois R, Van De Ville D, Preti MG. Brain structure-function coupling provides signatures for task decoding and individual fingerprinting - NeuroImage, 250: 118970, April 2022
Dumast P de, Kebiri H, Payette K, Jakab A, Lajous H, Bach Cuadra M. Synthetic magnetic resonance images for domain adaptation: Application to fetal brain tissue segmentation - 2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI), 1(5): , March 2022
La Rosa F, Beck ES, Maranzano J, Todea R-A, van Gelderen P, de Zwart JA, Luciano NJ, Duyn JH, Thiran JP, Granziera C, Reich DS, Sati P, Bach Cuadra M. Multiple sclerosis cortical lesion detection with deep learning at ultra‐high‐field MRI - NMR in Biomedicine, 35(8): e4730, March 2022
Helmchen C, Koch PJ, Girard G, Brüggemann N, Machner B, Sprenger A. NPTX1‑related oculomotor apraxia: an intra‑hemispheric disconnection disorder - Journal of Neurology, 269(7): 3931-3936, March 2022
Aziznejad S, Debarre T, Unser M. Sparsest univariate learning models under Lipschitz constraint - IEEE Open Journal of Signal Processing, 3: 140-154, March 2022
Griffa A, Van De Ville D, Preti MG. Structure-function dependencies as informative features for brain decoding and fingerprinting - IEEE Xplore, : 1284-1287, March 2022
Rahmanzadeh R, Weigel M, Lu PJ, Melie-Garcia L, Nguyen TD, Cagol A, La Rosa F, Barakovic M, Lutti A, Wang Y, Bach Cuadra M, Radue EW, Gaetano L, Kappos L, Kuhle J, Magon S, Granziera C. A comparative assessment of myelin-sensitive measures in multiple sclerosis patients and healthy subjects - NeuroImage: Clinical, 36: 103177, August 2022
Goujon A, Aziznejad S, Naderi A, Unser M. Shortest-support multi-spline bases for generalized sampling - Journal of Computational and Applied Mathematics, 395(2021): 113610, October 2021
Van De Ville D, Farouj Y, Preti MG, Liégeois R, Amico E. When makes you unique: Temporality of the human brain fingerprint - Science Advances, 7(42): eabj0751, October 2021
Todea RA, Melie Garcia L, Barakovic M, Siebenborn N, Cagol A, Rahmanzadeh R, Galbusera R, Lu PJ, Weigel M, Ruberte E, Radue EW, Schaedelin S, Benkert P, Yaldizli O, Oechtering J, Sinnecker T, Müller S, Achtnichts L, Vehoff J, Disanto G, Findling O, Chan A, Salmen A, Pot C, Lalive P, Zecca C, Derfuss T, Remonda L, Wagner F, Vargas M, Du Pasquier R, Pravata E, Weber J, Gobbi C, Leppert D, Wuerfel J, Kober T, Marechal B, Corredor-Jerez R, Psychogios M, Lieb J, Kappos L, Bach Cuadra M, Kuhle J, Granziera C. Leman-PV as a clinical decision-support tool to assess MS activity: a multicentric longitudinal study at 1.5T and 3T MRI - ECTRIMS 2021 - Multiple Sclerosis Journal, 27(2_SUPPL): 499, October 2021
La Rosa F, Beck ES, Maranzano J, Thiran JP, Granziera C, Reich DS, Sati P, Bach Cuadra M. Automated detection of cortical lesions with single and multi-contrast 7T MRI - ECTRIMS 2021 - Multiple Sclerosis Journal, 27(2_SUPPL): 458-459, October 2021
La Rosa F, Lu PJ, Rahmanzadeh R, Cagol A, Barakovic M, Thiran JP, Granziera C, Bach Cuadra M. CLaiMS-Net: cortical lesions assessment in multiple sclerosis patients via a convolutional neural network and a single 3T MRI acquisition - ECTRIMS 2021 - Multiple Sclerosis Journal, 27(2_SUPPL): 457-458, October 2021
Müller J, Rahmanzadeh R, Tsagkas C, Barakovic M, Lu PJ, Yaldizli O, Weigel M, Beaumont J, La Rosa F, Bach Cuadra M, Kappos L, Kuhle J, Gambarota G, Granziera C. Cortical lesion detection using FLAWS in multiple sclerosis - ECTRIMS 2021 - Multiple Sclerosis Journal, 27(2_SUPPL): 465, October 2021
Rahmanzadeh R, Weigel M, Lu PJ, Melie-Garcia L, Nguyen TD, La Rosa F, Wang Y, Bach Cuadra M, Radue EW, Gaetano L, Magon S, Kappos L, Kuhle J, Granziera C. An assessment of intra-scanner reproducibility of myelin-sensitive MRI measures - ECTRIMS 2021 - Multiple Sclerosis Journal, 27(2_SUPPL): 430-431, October 2021
Bozorgtabar B, Vray G, Mahapatra D, Thiran JP. SOoD: Self-supervised Out-of-Distribution detection under domain shift for multi-class colorectal cancer tissue types - IEEE/CVF International Conference on Computer Vision (ICCV) Workshops, : 3324-3333, Virtual, October 2021
Kebiri H, Lajous H, Yasser Aleman-Gomez Y, Girard G, Canales Rodriguez E, Tourbier S, Pizzolato M, Ledoux JB, Fornari E, Jakab A, Bach Cuadra M. Quantitative evaluation of enhanced multi-plane clinical fetal diffusion MRI with a crossing-fiber phantom - 12th International Workshop, CDMRI 2021, 13006: 12-22, Strasbourg, France, October 2021
Anklin V, Pati P, Jaume G, Bozorgtabar B, Foncubierta-Rodriguez A, Thiran JP, Sibony M, Gabrani M, Goksel O. Learning whole-slide segmentation from inexact and incomplete labels using tissue graphs - Medical Image Computing and Computer Assisted Intervention – MICCAI 2021 24th International Conference, : 636-646, Strasbourg, France, October 2021
Rafael-Patino J, Girard G, Truffet R, Pizzolato M, Thiran JP, Caruyer E. The microstructural features of the diffusion-simulated connectivity (DiSCo) dataset - 12th International Workshop, CDMRI 2021, : 159-170, Strasbourg, France, September 2021
de Dumast P, Kebiri H, Atat C, Dunet V, Koob M, Bach Cuadra M. Segmentation of the cortical plate in fetal brain MRI with a topological loss - Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, and Perinatal Imaging, Placental and Preterm Image Analysis. UNSURE 2021, PIPPI 2021, : , Strasbourg, France, October 2021
Rensonnet G, Rafael-Patino J, Macq B, Thiran JP, Pizzolato M, Girard G. A Signal Peak Separation Index for axisymmetric B-tensor encoding - Computational Diffusion MRI, : 29-42, September 2021
Debarre T, Aziznejad S, Unser M. Continuous-domain formulation of inverse problems for composite sparse-plus-smooth signals - IEEE Open Journal of Signal Processing, 2: 545-558, 2021
Di Noto T, Atat C, Gamito Teiga E, Hegi M, Hottinger A, Bach Cuadra M, Hagmann P, Richiardi J. Diagnostic surveillance of high-grade gliomas: towards automated change detection using radiology report classification - Applications of Machine Learning in Pharma and Healthcare Workshop, MICCAI, : , Strasbourg, France, September 2021
Rafael-Patino J, Girard G, Truffet R, Pizzolato M, Caruyer E, Thiran JP. The diffusion-simulated connectivity (DiSCo) dataset - Data in Brief, 38(2021): 107429, September 2021
Lajous H, Hilbert T, Roy CW, Tourbier S, de Dumast P, Alemán-Gómez Y, Yu T, Kebiri H, Ledoux JB, Hagmann P, Meuli R, Dunet V, Koob M, Stuber M, Kober T, Bach Cuadra M. Simulated Half-Fourier Acquisitions Single-shot Turbo spin Echo (HASTE) of the fetal brain: application to super-resolution reconstruction - Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, and Perinatal Imaging, Placental and Preterm Image Analysis. UNSURE 2021, PIPPI 2021, 12959: 157-167, Strasbourg, France, September 2021
Niendorf T, Beenakker J, Langner S, Erb-Eigner K, Bach Cuadra M, Beller E, Millward JM, Niendorf TM, Stachs O. Ophthalmic magnetic resonance imaging: Where are we (heading to)? - Current Eye Research, 46(9): 1251-1270, September 2021
Unser M. A unifying representer theorem for inverse problems and machine learning - Foundations of Computational Mathematics, 21(2021): 941-960, August 2021
Schilling KG, Rheault F, Petit L, Hansen CB, Nath V, Yeh FC, Girard G, Barakovic M, Rafael-Patino J, Yu T, Fischi-Gomez E, Pizzolato M, Ocampo-Pineda M, Schiavi S, Canales-Rodríguez EJ, Daducci A, Granziera C, Innocenti G, Thiran JP, Mancini L, Wastling S, Cocozza S, Petracca M, Pontillo G, Mancini M, Vos SB, Vakharia VN, Duncan JS, Melero H, Manzanedo L, Sanz-Morales E, Peña-Melián A, Calamante F, Attyéw A, Cabeen RP, Korobova L, Toga AW, Vijayakumari AA, Parker D, Verma R, Radwan A, Sunaert S, Emsell L, De Luca A, Leemans A, Bajada CJ, Haroon H, Azadbakht H, Chamberland M, Genc S, Tax CMW, Yeh PH, Srikanchana R, Mcknight CD, Yang JYM, Chen J, Kelly CE, Yeh CH, Cochereau J, Maller JJ, Welton T, Almairac F, Seunarine KK, Clark CA, Zhang F, Makris N, Golby A, Rathi Y, O’Donnell LJ, Xia Y, Aydogan DB, Shi Y, Guerreiro Fernandes F, Raemaekers M, Warrington S, Michielse S, Ramírez-Manzanares A, Concha L, Aranda R, Rivera Meraz M, Lerma-Usabiaga G, Roitman L, Fekonja LS, Calarco N, Joseph M, Nakua H, Voineskos AN, Karan P, Grenier G, Haitz Legarreta JH, Adluru N, Nair VA, Prabhakaran V, Alexander AL, Kamagata K, Saito Y, Uchida W, Andica C, Abe M, Bayrak RG, Wheeler-Kingshott CAM, D’Angelo E, Palesi F, Savini G, Rolandi N, Guevara P, Houenou J, López-López N, Mangin JF, Poupon C, Román C, Vázquez A, Maffei C, Arantes M, Andrade JP, Silva SM, Calhoun VD, Caverzasi E, Sac S. Tractography dissection variability: What happens when 42 groups dissect 14 white matter bundles on the same dataset? - NeuroImage, 243(2021): 118502, August 2021
Koch PJ, Park CH, Gabriel Girard G, Beanato E, Egger P, Evangelista GG, Lee J, Wessel MJ, Morishita T, Koch G, Thiran JP, Guggisberg AG, Rosso C, Kim YH, Hummel FC. The structural connectome and motor recovery after stroke: predicting natural recovery - Brain, 144(7): 2107-2119, August 2021
Khawam M, de Dumast P, Deman P, Kebiri H, Yu T, Tourbier S, Lajous H, Hagmann P, Maeder P, Thiran JP, Meuli R, Dunet V, Bach Cuadra M, Koob M. Fetal brain biometric measurements on 3D super-resolution reconstructed T2-weighted MRI: an intra- and inter-observer agreement study - Frontiers in Pediatrics, 9(639746): 651, August 2021
Unser M, Aziznejad S. Convex optimization in sums of Banach spaces - Applied and Computational Harmonic Analysis, 56(2022): 1-25, July 2021
Strijbis VIJ, de Bloeme CM, Jansen RW, Kebiri H, Nguyen H-G, de Jong JC, Moll AC, Bach Cuadra M, de Graaf P, Steenwijk MD. Multi-view convolutional neural networks for automated ocular structure and tumor segmentation in retinoblastoma - Scientific Reports, 11: 14590, July 2021
Klauser P, Cropley VL, Baumann PS, Lv J, Steullet P, Dwir D, Alemán-Gómez Y, Bach Cuadra M, Cuenod M, Do KQ, Conus P, Pantelis C, Fornito A, Van Rheenen TE, Zalesky A. White matter alterations between brain network hubs underlie processing speed impairment in patients with schizophrenia - Schizophrenia Bulletin, 2(1): , July 2021
Payette K, de Dumast P, Kebiri H, Ivan Ezhov I, Paetzold JC, Shit S, Iqbal A, Khan R, Kottke R, Grehten P, Ji H, Lanczi L, Nagy M, Beresova M, Nguyen TD, Natalucci G, Karayannis T, Menze B, Bach Cuadra M, Jakab A. An automatic multi-tissue human fetal brain segmentation benchmark using the Fetal Tissue Annotation Dataset - Nature Scientific Data, 8(1): 167, July 2021
Jaume G, Pati P, Bozorgtabar B, Foncubierta A, Anniciello AM, Feroce F, Rau T, Thiran JP, Gabrani M, Goksel O. Quantifying Explainers of Graph Neural Networks in Computational Pathology - IEEE/CVF Conference on Computer Vision and Pattern Recognition, : 8106-8116, June 2021
Lu P-J, Barakovic M, Weigel M, Rahmanzadeh R, Galbusera R, Schiavi S, Daducci A, La Rosa M, Bach Cuadra M, Sandkühler R, Kuhle J, Kappos L, Cattin P and Granziera C. GAMER-MRI in multiple sclerosis identifies the diffusion-based microstructural measures that are most sensitive to focal damage: A deep-learning-based analysis and clinico-biological validation - Frontiers in Neuroscience, 15: 647535, April 2021
Barakovic M, Girard G, Schiavi S, Romascano D, Descoteaux M, Jones DK, Innocenti G, Thiran JP, Daducci A. Bundle-Specific Axon Diameter Index as a New Contrast to Differentiate White Matter Tracts - Frontiers in Neuroscience, 15: 68, June 2021
Badoual A, Romani L, Unser M. Active subdivision surfaces for the semiautomatic segmentation of biomedical volumes - IEEE Transactions on Image Processing, 30(2021): , June 2021
Bommarito G, Tarun A, Farouj Y, Preti MG, Petracca M, Droby A, El Mendili MM, Inglese M, Van De Ville D. Altered anterior default mode network dynamics in progressive multiple sclerosis - Multiple Sclerosis Journal, 1: 11, June 2021
Siffredi V, Preti MG, Obertino S, Leventer RJ, Wood AG, McIlroy A, Anderson V, Spencer-Smith MM, Van De Ville D. Revisiting brain rewiring and plasticity in children born without corpus callosum - Developmental Science, 24(6): e13126, June 2021
Rey G, Bolton TAW, Julian Gaviria J, Piguet C, Preti MG, Favre S, Aubry J-M, Van De Ville D, Vuilleumier P. Dynamics of amygdala connectivity in bipolar disorders: a longitudinal study across mood states - Neuropsychopharmacology, O: 1-9, June 2021
Maggi P, Kuhle J, Schädelin S, van der Meer F, Weigel M, Galbusera R, Mathias A, Lu P-L, Rahmanzadeh R, Benkert P, La Rosa F, Bach Cuadra M, Sati P, Théaudin M, Pot C, van Pesch V, Leppert D, Stadelmann C, Kappos L, Du Pasquier R, Reich DS, Absinta M, Granziera C. Chronic white matter inflammation and serum neurofilament levels in Multiple Sclerosis - Neurology, 97(6): e543-e553, June 2021
Caminiti R, Girard G, Battaglia-Mayer A, Borra E, Schito A, Innocenti GM, Luppino G. The complex hodological architecture of the macaque dorsal intraparietal areas as emerging from neural tracers and DW-MRI tractography - eNeuro, 8(4): , May 2021
La Rosa F, Barquero G, Al-Louzi O, Maréchal Mortamet BM, Kober T, Thiran JP, Sati P, Reich DS, Maggi P, Absinta M, Bach Cuadra, Granziera C. Automated assessment of paramagnetic rim lesions in multiple sclerosis patients with 3T and 7T MP2RAGE - Proceedings of the 29th ISMRM & SMRT Annual Meeting, : , Online, May 2021
Sainz Martinez C, Lemay M, Bach Cuadra M, Jorge J. BigBrain-MR: a computational phantom for ultra-high-resolution MR methods development - Proceedings of the 29th ISMRM & SMRT Annual Meeting, : , Online, May 2021
Lajous H, Hilbert T, Roy CW, Tourbier S, de Dumast P, Alemán-Gómez Y, Yu T, Hagmann P, Koob M, Dunet V, Kober T, Stuber M, Bach Cuadra M. A magnetic resonance imaging simulation framework of the developing fetal brain - Proceedings of the 29th ISMRM & SMRT Annual Meeting, : , Online, May 2021
Rahmanzadeh R, Lu PJ, Barakovic M, Weigel M, Gaetano L, Galbusera R, Nguyen TD, La Rosa F, Reich DS, Sati P, Wang Y, Bach Cuadra M, Radue EW, Kuhle J, Kappos L, Magon S, Granziera C. Quantitative myelin-sensitive MRIs exhibit differential sensitivity to multiple sclerosis pathology in distinct brain lesions and regions - Proceedings of the 29th ISMRM & SMRT Annual Meeting, : , Online, May 2021
Wynen M, La Rosa F, Sellimi A, Barquero G, Perrotta G, Lolli V, Van Pesch V, Granziera C, Kober T, Sati P, Macq B, Reich DS, Absinta M, Bach Cuadra M, Maggi P. Longitudinal automated assessment of paramagnetic rim lesions in multiple sclerosis using RimNet - Proceedings of the 29th ISMRM & SMRT Annual Meeting, : , Online, May 2021
Di Noto T, Marie G, Tourbier S, Alemán-Gómez y, Saliou G, Bach Cuadra M, Hagmann P, Richiardi J. Improving automated aneurysm detection on multi-site MRA data: lessons learnt from a public machine learning challenge - Proceedings of the 29th ISMRM & SMRT Annual Meeting, : , Online, May 2021
Villarreal Haro JL, Girard G, Thiran JP, Ramírez-Manzanares A. Estimation of individual brain signature and node-wise sensibility by a community-based DW-MRI connectome analysis - ISMRM & SMRT Annual Meeting, : , Online, May 2021
Girard G, Rafael-Patino J, Truffet R, Pizzolato M, Caruyer E, Thiran JP. A novel in silico phantom for microstructure, tractography and quantitative connectivity estimation - ISMRM & SMRT Annual Meeting, : , Online, May 2021
Maffei C, Girard G, Schilling KG, Baran Aydogan D, Adluru N, Zhylka A, Wu Y, Mancini M, Hamamci A, Sarica A, Karimi D, Yeh FC, Yildiz ME, Gholipour A, Quattrone A, Quattrone A, Yap PT, de Luca A, Pluim J, Lemans A, Prabhakaran V, Bendlin BB, Alexander AL, Landman BA, Canales-Rodríguez EJ, Barakovic M, Rafael-Patino J, Yu T, Rensonnet G, Schiavi S, Daducci A, Pizzolato M, Fischi-Gomez E, Thiran JP, Dai G, Grisot G, Puch S, Ramos M, Lazovski N, Rodrigues P, Prchkovska V, Jones R, Lehman J, Haber S, Yendiki A. New insights from the IronTract challenge: Simple post-processing enhances the accuracy of diffusion tractography - ISMRM & SMRT Annual Meeting, : , Online, May 2021
Lu PJ, Barakovic M, Weigel M, Rahmanzadeh R, Galbusera R, Schiavi S, Daducc A, La Rosa F, Bach Cuadra M, Sandkühler R, Kuhle J, Kappos L, Cattin P, Granziera C. Identification of diffusion-based micro-structural measures most sensitive to multiple sclerosis focal damage using GAMER-MRI - Proceedings of the 29th ISMRM & SMRT Annual Meeting, : , Online, May 2021
Huelnhagen T, Al Louzi O, Fartaria MJ, Daboul L, Maggi P, Granziera C, Bach Cuadra M, Richiardi J, Reich DS, Kober T, Sati P O. Toward fully automated assessment of the central vein sign using deep learning - Proceedings of the 29th ISMRM & SMRT Annual Meeting, : , Online, May 2021