Towards a coherent statistical framework for dense deformable template estimation S Allassonnière, Y Amit, A Trouvé Journal of the Royal Statistical Society Series B: Statistical Methodology …, 2007 | 279 | 2007 |
Medical image analysis methods in MR/CT-imaged acute-subacute ischemic stroke lesion: Segmentation, prediction and insights into dynamic evolution simulation models. A critical … I Rekik, S Allassonnière, TK Carpenter, JM Wardlaw NeuroImage: Clinical 1 (1), 164-178, 2012 | 169 | 2012 |
Construction of bayesian deformable models via a stochastic approximation algorithm: a convergence study S Allassonnière, E Kuhn, A Trouvé | 147 | 2010 |
Learning spatiotemporal trajectories from manifold-valued longitudinal data JB Schiratti, S Allassonniere, O Colliot, S Durrleman Advances in neural information processing systems 28, 2015 | 96 | 2015 |
A Bayesian mixed-effects model to learn trajectories of changes from repeated manifold-valued observations JB Schiratti, S Allassonnière, O Colliot, S Durrleman Journal of Machine Learning Research 18 (133), 1-33, 2017 | 81 | 2017 |
Sparse adaptive parameterization of variability in image ensembles S Durrleman, S Allassonnière, S Joshi International Journal of Computer Vision 101, 161-183, 2013 | 76 | 2013 |
Data augmentation in high dimensional low sample size setting using a geometry-based variational autoencoder C Chadebec, E Thibeau-Sutre, N Burgos, S Allassonnière IEEE Transactions on Pattern Analysis and Machine Intelligence 45 (3), 2879-2896, 2022 | 63 | 2022 |
Geodesic shooting and diffeomorphic matching via textured meshes S Allassonnière, A Trouvé, L Younes International Workshop on Energy Minimization Methods in Computer Vision and …, 2005 | 49 | 2005 |
AD Course Map charts Alzheimer’s disease progression I Koval, A Bône, M Louis, T Lartigue, S Bottani, A Marcoux, ... Scientific Reports 11 (1), 8020, 2021 | 47 | 2021 |
Tumor growth parameters estimation and source localization from a unique time point: Application to low-grade gliomas I Rekik, S Allassonnière, O Clatz, E Geremia, E Stretton, H Delingette, ... Computer Vision and Image Understanding 117 (3), 238-249, 2013 | 40 | 2013 |
Stochastic algorithm for bayesian mixture effect template estimation S Allassonnière, E Kuhn ESAIM: Probability and Statistics 14, 382-408, 2010 | 36* | 2010 |
Spatiotemporal propagation of the cortical atrophy: Population and individual patterns I Koval, JB Schiratti, A Routier, M Bacci, O Colliot, S Allassonnière, ... Frontiers in neurology 9, 235, 2018 | 35 | 2018 |
Statistical learning of spatiotemporal patterns from longitudinal manifold-valued networks I Koval, JB Schiratti, A Routier, M Bacci, O Colliot, S Allassonnière, ... Medical Image Computing and Computer Assisted Intervention− MICCAI 2017 …, 2017 | 33 | 2017 |
Bayesian mixed effect atlas estimation with a diffeomorphic deformation model S Allassonnière, S Durrleman, E Kuhn SIAM Journal on Imaging Sciences 8 (3), 1367-1395, 2015 | 31 | 2015 |
A mixed-effects model with time reparametrization for longitudinal univariate manifold-valued data JB Schiratti, S Allassonniere, A Routier, ... Information Processing in Medical Imaging: 24th International Conference …, 2015 | 30 | 2015 |
Convergent Stochastic Expectation Maximization algorithm with efficient sampling in high dimension. Application to deformable template model estimation S Allassonniere, E Kuhn Computational Statistics & Data Analysis 91, 4-19, 2015 | 28 | 2015 |
A stochastic algorithm for probabilistic independent component analysis S Allassonniere, L Younes | 26 | 2012 |
Pythae: Unifying generative autoencoders in python-a benchmarking use case C Chadebec, L Vincent, S Allassonnière Advances in Neural Information Processing Systems 35, 21575-21589, 2022 | 24 | 2022 |
A new class of stochastic EM algorithms. Escaping local maxima and handling intractable sampling S Allassonnière, J Chevallier Computational Statistics & Data Analysis 159, 107159, 2021 | 24 | 2021 |
Learning the clustering of longitudinal shape data sets into a mixture of independent or branching trajectories V Debavelaere, S Durrleman, S Allassonnière, ... International Journal of Computer Vision 128 (12), 2794-2809, 2020 | 23 | 2020 |