AM
Andreas Mang
math.OCcs.CVcs.NAmath.NA65K10cs.DC35Q9349J2068U1076D55
On Valency
published · living versionsW_ctyr365s·v1 · currentpublished
Identifying the Best Machine Learning Algorithms for Brain Tumor Segmentation, Progression Assessment, and Overall Survival Prediction in the BRATS Challenge
with Spyridon Bakas, Mauricio Reyes, Andras Jakab, Stefan Bauer +422
1 version
Preprints & journals
38 papers in the corpus · 2010–2026Tensor-Based Reduced-Order Modeling for Optimization-Based Inverse Problems2607.12613v2 · Sahidul Islam, Andreas Mang, Maxim Olshanskii2026 · 0 citationsarXiv
Tensorial Reduced-Order Models for Parametric Coupled Reaction-Diffusion Systems: Application to Brain Tumor Growth Modeling2603.14101v1 · Asikul Islam, Md Rezwan Bin Mizan, Maxim Olshanskii et al.2026 · 0 citationsarXiv
Fast -means clustering in Riemannian manifolds via Fréchet maps: Applications to large-dimensional SPD matrices2511.08993v1 · Ji Shi, Nicolas Charon, Andreas Mang et al.2025 · 0 citationsarXiv
Neural Networks for Bayesian Inverse Problems Governed by a Nonlinear ODE2510.14197v1 · German Villalobos, Johann Rudi, Andreas Mang2025 · 0 citationsarXiv
VPREG: An Optimal Control Formulation for Diffeomorphic Image Registration Based on the Variational Principle Grid Generation Method2510.13109v1 · Zicong Zhou, Baihan Zhao, Andreas Mang et al.2025 · 0 citationsarXiv
A Unified Framework for Lifted Training and Inversion Approaches2510.09796v2 · Xiaoyu Wang, Alexandra Valavanis, Azhir Mahmood et al.2025 · 0 citationsarXiv
A generalized alternating NGMRES method for PDE-constrained optimization problems governed by transport equations2510.08782v1 · Yunhui He, Andreas Mang2025 · 0 citationsarXiv
CLAIRE: Scalable GPU-Accelerated Algorithms for Diffeomorphic Image Registration in 3D2401.17493v1 · Andreas Mang2024 · 2 citationsarXiv
Rare Events Analysis and Computation for Stochastic Evolution of Bacterial Populations2308.14135v1 · Yingxue Su, Brett Geiger, Ilya Timofeyev et al.2023 · 3 citationsarXiv
An Operator-Splitting Approach for Variational Optimal Control Formulations for Diffeomorphic Shape Matching2307.10114v1 · Andreas Mang, Jiwen He, Robert Azencott2023 · 2 citationsarXiv
Automatic classification of deformable shapes2211.02530v1 · Hossein Dabirian, Radmir Sultamuratov, James Herring et al.2022 · 0 citationsarXiv
CLAIRE-Parallelized Diffeomorphic Image Registration for Large-Scale Biomedical Imaging Applications.36135416 · Himthani, Naveen, Brunn, Malte, Kim, Jae-Youn et al.2022 · 9 citationsJournal of imaging. 2022;8(9)
Stochastic Neural Networks for Automatic Cell Tracking in Microscopy Image Sequences of Bacterial Colonies2104.13482v2 · Sorena Sarmadi, James J. Winkle, Razan N. Alnahhas et al.2021 · 4 citationsMath. Comput. Appl. 2022, 27(2), 22
Estimating Glioblastoma Biophysical Growth Parameters Using Deep Learning Regression.34514469 · Pati, Sarthak, Sharma, Vaibhav, Aslam, Heena et al.2021 · 7 citationsBrainlesion : glioma, multiple sclerosis, stroke and traumatic brain injuries. BrainLes (Workshop). 2021;12658:157-167
CLAIRE: Constrained Large Deformation Diffeomorphic Image Registration on Parallel Computing Architectures.35295546 · Brunn, Malte, Himthani, Naveen, Biros, George et al.2022 · 5 citationsJournal of open source software. 2021;6(61)
Fast GPU 3D diffeomorphic image registration.33380769 · Brunn, Malte, Himthani, Naveen, Biros, George et al.2024 · 24 citationsJournal of parallel and distributed computing. 2021;149:149-162
Diffeomorphic Shape Matching by Operator Splitting in 3D Cardiology Imaging2011.10165v1 · Peng Zhang, Andreas Mang, Jiwen He et al.2020 · 4 citationsJournal of Optimization Theory and Applications volume 188, pages 143-168 (2021)
Multi-Node Multi-GPU Diffeomorphic Image Registration for Large-Scale Imaging Problems.35295823 · Brunn, Malte, Himthani, Naveen, Biros, George et al.2022 · 12 citationsInternational Conference for High Performance Computing, Networking, Storage and Analysis : [proceedings]. SC (Conference : Supercomputing). 2020;2020
Integrated Biophysical Modeling and Image Analysis: Application to Neuro-Oncology.32501772 · Mang, Andreas, Bakas, Spyridon, Subramanian, Shashank et al.2021 · 63 citationsAnnual review of biomedical engineering. 2020;22:309-341
IMAGE-DRIVEN BIOPHYSICAL TUMOR GROWTH MODEL CALIBRATION.33071533 · Scheufele, Klaudius, Subramanian, Shashank, Mang, Andreas et al.2024 · 21 citationsSIAM journal on scientific computing : a publication of the Society for Industrial and Applied Mathematics. 2020;42(3):B549-B580
Coupling brain-tumor biophysical models and diffeomorphic image registration.31857736 · Scheufele, Klaudius, Mang, Andreas, Gholami, Amir et al.2020 · 38 citationsComputer methods in applied mechanics and engineering. 2019;347:533-567
CLAIRE: A DISTRIBUTED-MEMORY SOLVER FOR CONSTRAINED LARGE DEFORMATION DIFFEOMORPHIC IMAGE REGISTRATION.34650324 · Mang, Andreas, Gholami, Amir, Davatzikos, Christos et al.2023 · 36 citationsSIAM journal on scientific computing : a publication of the Society for Industrial and Applied Mathematics. 2019;41(5):C548-C584
Identifying the Best Machine Learning Algorithms for Brain Tumor Segmentation, Progression Assessment, and Overall Survival Prediction in the BRATS Challenge1811.02629v3 · Spyridon Bakas, Mauricio Reyes, Andras Jakab et al.2018 · 1,441 citationsarXivon Valency
PDE-constrained optimization in medical image analysis1803.00058v1 · Andreas Mang, Amir Gholami, Christos Davatzikos et al.2018 · 49 citationsOptimization and Engineering 19, 765-812, 2018
A LAGRANGIAN GAUSS-NEWTON-KRYLOV SOLVER FOR MASS- AND INTENSITY-PRESERVING DIFFEOMORPHIC IMAGE REGISTRATION.29097881 · Mang, Andreas, Ruthotto, Lars2020 · 40 citationsSIAM journal on scientific computing : a publication of the Society for Industrial and Applied Mathematics. 2017;39(5):B860-B885
A SEMI-LAGRANGIAN TWO-LEVEL PRECONDITIONED NEWTON-KRYLOV SOLVER FOR CONSTRAINED DIFFEOMORPHIC IMAGE REGISTRATION.29255342 · Mang, Andreas, Biros, George2024 · 28 citationsSIAM journal on scientific computing : a publication of the Society for Industrial and Applied Mathematics. 2017;39(6):B1064-B1101
Distributed-memory large deformation diffeomorphic 3D image registration1608.03630v1 · Andreas Mang, Amir Gholami, George Biros2016 · 15 citationsProceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis, Article No. 72, 2016
Constrained H1-regularization schemes for diffeomorphic image registration.29075361 · Mang, Andreas, Biros, George2023 · 52 citationsSIAM journal on imaging sciences. 2016;9(3):1154-1194
An inverse problem formulation for parameter estimation of a reaction-diffusion model of low grade gliomas.25963601 · Gholami, Amir, Mang, Andreas, Biros, George2016 · 83 citationsJournal of mathematical biology. 2016;72(1-2):409-33
An Inexact Newton-Krylov Algorithm for Constrained Diffeomorphic Image Registration.27617052 · Mang, Andreas, Biros, George2020 · 53 citationsSIAM journal on imaging sciences. 2015;8(2):1030-1069
Identification of crucial parameters in a mathematical multiscale model of glioblastoma growth.24899919 · Schuetz, Tina A, Mang, Andreas, Becker, Stefan et al.2015 · 5 citationsComputational and mathematical methods in medicine. 2014;2014:437094
Modelling the progression of brain metastases.23096289 · Becker, S, Mang, A, Toma, A et al.2016 · 0 citationsBiomedizinische Technik. Biomedical engineering. 2012;57 Suppl 1
A mathematical model to simulate glioma growth and radiotherapy at the microscopic level.23096329 · Toma, A, Holl-Ulrich, K, Becker, S et al.2016 · 1 citationBiomedizinische Technik. Biomedical engineering. 2012;57 Suppl 1
Biophysical modeling of brain tumor progression: from unconditionally stable explicit time integration to an inverse problem with parabolic PDE constraints for model calibration.22830777 · Mang, Andreas, Toma, Alina, Schuetz, Tina A et al.2012 · 34 citationsMedical physics. 2012;39(7):4444-59
A novel method for simulating the extracellular matrix in models of tumour growth.22919426 · Toma, Alina, Mang, Andreas, Schuetz, Tina A et al.2013 · 17 citationsComputational and mathematical methods in medicine. 2012;2012:109019
A generic framework for modeling brain deformation as a constrained parametric optimization problem to aid non-diffeomorphic image registration in brain tumor imaging.23038648 · Mang, A, Toma, A, Schuetz, T A et al.2013 · 11 citationsMethods of information in medicine. 2012;51(5):429-40
A computational multiscale model of glioblastoma growth: regulation of cell migration and proliferation via microRNA-451, LKB1 and AMPK.23367447 · Schuetz, Tina A, Becker, Stefan, Mang, Andreas et al.2013 · 8 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2012;2012:6620-3
In-silico oncology: an approximate model of brain tumor mass effect based on directly manipulated free form deformation.20852951 · Becker, Stefan, Mang, Andreas, Toma, Alina et al.2011 · 17 citationsInternational journal of computer assisted radiology and surgery. 2010;5(6):607-22
Career total: 87 works. 38 are in this corpus.
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