Faezeh Fallah

M.Sc.

Former research assistant

E-Mail         Link

Address            Universität Stuttgart
                         Pfaffenwaldring 47
                         70550 Stuttgart
                         Deutschland
                         Room 2.211

Subject

Automatic volumetry, morphometry, and quantification of tissues on magnetic resonance images by implementing image processing methods based on
1) Deep neural networks
2) Differential geometry, Lie groups, and manifold learning
3) Graph-based optimizations
4) Sparse coding and dictionary learning
5) Ensemble classification
6) Texture analysis, feature extraction and feature dimension reduction

Publications

Faezeh Fallah, Felix Wiewel, Bin Yang
Semi-supervised Riemannian Dimensionality Reduction and Classification Using a Manifold-based Random Walker Graph
Proceedings of the European Signal Processing Conference (EUSIPCO), September 2020, Amsterdam, The Netherlands

Faezeh Fallah, Bin Yang
Supervised Canonical Correlation Analysis of Data on Symmetric Positive Definite Manifolds by Riemannian Dimensionality Reduction
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), May 2020, Barcelona, Spain

Faezeh Fallah, Karim Armanious, Bin Yang, Fabian Bamberg
Spatial and Hierarchical Riemannian Dimensionality Reduction and Dictionary Learning for Segmenting Multichannel Images
Proceedings of the European Signal Processing Conference (EUSIPCO), September 2019, A Coruña, Spain

Faezeh Fallah, Karim Armanious, Bin Yang, Fabian Bamberg
Volumetric Surface-guided Graph-based Segmentation of Cardiac Adipose Tissues on Fat-Water MR Images
Proceedings of the European Signal Processing Conference (EUSIPCO), September 2019, A Coruña, Spain

Faezeh Fallah, Sven S. Walter, Fabian Bamberg, Bin Yang
Simultaneous Volumetric Segmentation of Vertebral Bodies and Intervertebral Discs on Fat-Water MR Images
IEEE Journal of Biomedical and Health Informatics (2018)
DOI: 10.1109/JBHI.2018.2872810

Faezeh Fallah, Bin Yang, Sven S. Walter, Fabian Bamberg
Hierarchical Feature-learning Graph-based Segmentation of Fat-Water MR Images (Best Paper Award)
Proceedings of the IEEE Conference on Signal Processing, Algorithms, Architectures, Arrangements, and Applications (SPA), September 2018, Poznan, Poland

Faezeh Fallah, Bin Yang, Sven S. Walter, Fabian Bamberg
A Hierarchical Ensemble Classifier for Multilabel Segmentation of Fat-Water MR Images
Proceedings of the European Signal Processing Conference (EUSIPCO), September 2018, Rome, Italy

Faezeh Fallah, Doychin Mariyanov Tsanev, Bin Yang, Sven Walter, Fabian Bamberg
A Novel Objective Function Based on a Generalized Kelly Criterion for Deep Learning
Proceedings of the IEEE Conference on Signal Processing, Algorithms, Architectures, Arrangements, and Applications (SPA), September 2017, Poznan, Poland

Faezeh Fallah, Bin Yang, Fabian Bamberg
Accurate Robust Nonlinear Surface Registration with Simultaneous Point Cloud and Triangular Mesh Representation
Proceedings of the IEEE Conference on Signal Processing, Algorithms, Architectures, Arrangements, and Applications (SPA), September 2017, Poznan, Poland

Faezeh Fallah, Bin Yang, Fabian Bamberg
Automatic Atlas-Guided Constrained Random Walker Algorithm for 3D Segmentation of Muscles on Water Magnetic Resonance Images
Proceedings of the European Signal Processing Conference (EUSIPCO), September 2017, Kos Island, Greece

Faezeh Fallah, Bin Yang, Fritz Schick, Fabian Bamberg
A Combined Partial Volume Reduction and Super-resolution Reconstruction for Magnetic Resonance Images
Proceedings of the IEEE NSS/MIC Conference, November 2016, Strasbourg, France

Faezeh Fallah, Jürgen Machann, Petros Martirosian, Fabian Bamberg, Fritz Schick, Bin Yang
Comparison of T1-weighted 2D TSE, 3D SPGR, and two-point 3D Dixon MRI for automated segmentation of visceral adipose tissue at 3 Tesla
Magnetic Resonance Materials in Physics, Biology and Medicine (2016)
DOI:10.1007/s10334-016-0588-6

Faezeh Fallah, Petros Martirosian, Jürgen Machann, Bin Yang, Fritz Schick
Automatic Volumetry of Cardiac Adipose Tissues Using Opposed-Phase Magnetic Resonance Imaging at 3 Tesla
Proceedings of the 33rd Scientific Meeting of ESMRMB Congress, October 2016, Vienna, Austria, doi: 10.1007/s10334-016-0568-x

Faezeh Fallah, Nina Schwenzer, Fritz Schick, Bin Yang
Effects of Intensity Nonuniformities, Nonuniformity Correction Methods, and Intensity Normalizations on Texture-Based Classification of T2-weighted Aged Calf Muscles
Proceedings of the 33rd Scientific Meeting of ESMRMB Congress, October 2016, Vienna, Austria, doi: 10.1007/s10334-016-0570-3

Faezeh Fallah, Denis Di Franco, Bin Yang, Fabian Bamberg
Evaluation of the Performance of Post-acquisition Resolution Enhancement Methods for Magnetic Resonance Images
Proceedings of the 33rd Scientific Meeting of ESMRMB Congress, October 2016, Vienna, Austria, doi: 10.1007/s10334-016-0569-9

Faezeh Fallah, Petros Martirosian, Jürgen Machann, Fritz Schick, Bin Yang
Automatic Separate Quantification of Mammary Adipose Tissue and Subcutaneous Adipose Tissue in Female Breast using Fat-Water MR Imaging at 3 Tesla
Proceedings of 33rd Annual Scientific Meeting of ESMRMB Congress, October 2016, Vienna, Austria, doi: 10.1007/s10334-016-0571-2

Faezeh Fallah, Fritz Schick, Bin Yang
Simultaneous T1-weighted Imaging and Proton Density Fat Fraction Mapping Using Single-Scan Multi-Echo Spoiled GRE
Proceedings of the 32nd Scientific Meeting of ESMRMB Congress, October 2015, Edinburgh, UK, doi: 10.1007/s10334-015-0490-7

Faezeh Fallah, Fritz Schick, Bin Yang
A New 3D Hybrid Algorithm for Automatic Segmentation of Visceral Adipose Tissue
Proceedings of the 32nd Scientific Meeting of ESMRMB Congress, October 2015, Edinburgh, UK, doi: 10.1007/s10334-015-0487-2

Faezeh Fallah, Jürgen Machann, Petros Martirosian, Malte Bongers, Fritz Schick, Bin Yang
Comparison of T1-weighted Imaging and Two Point Chemical Shift Decomposition for Volumetry of Visceral Adipose Tissue
Proceedings of the 32nd Scientific Meeting of ESMRMB Congress, October 2015, Edinburgh, UK, doi: 10.1007/s10334-015-0488-1

Martin Schwartz, Günther Steidle, Faezeh Fallah, Petros Martirosian, Holger Schmidt, Fritz Schick
Automated Detection of Signal Voids in Different Muscle Groups of the Leg - A Means to Analyse Spontaneous Muscular Activity from Time Series of Diffusion Weighted MR Images
Proceedings of the 32nd Scientific Meeting of ESMRMB Congress, October 2015, Edinburgh, UK, doi:10.1007/s10334-015-0489-0

Faezeh Fallah, Christian Würslin, Fritz Schick, Bin Yang
RF and Coil Inhomogeneity Correction in 2D Leg Images: A New Method Comparing with LEMS
Proceedings of the 23rd Meeting of ISMRM, May 2015, Toronto, Canada

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