2013
Wachinger, Christian; Sharp, Gregory C; Golland, Polina
Contour-driven regression for label inference in atlas-based segmentation Proceedings Article
In: International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 211–218, Springer Berlin Heidelberg 2013.
@inproceedings{wachinger2013contour,
title = {Contour-driven regression for label inference in atlas-based segmentation},
author = {Wachinger, Christian and Sharp, Gregory C and Golland, Polina},
year = {2013},
date = {2013-01-01},
urldate = {2013-01-01},
booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
pages = {211--218},
organization = {Springer Berlin Heidelberg},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Wachinger, Christian; Golland, Polina; Fischl, Bruce; Reuter, Martin
Robust registration of multi-modal images Journal Article
In: Human Brain Mapping, 2013.
@article{wachinger2013robust,
title = {Robust registration of multi-modal images},
author = {Wachinger, Christian and Golland, Polina and Fischl, Bruce and Reuter, Martin},
year = {2013},
date = {2013-01-01},
urldate = {2013-01-01},
journal = {Human Brain Mapping},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2012
Wachinger, Christian; Navab, Nassir
Entropy and Laplacian images: Structural representations for multi-modal registration Journal Article
In: Medical Image Analysis, vol. 16, no. 1, pp. 1–17, 2012.
@article{wachinger2012entropy,
title = {Entropy and Laplacian images: Structural representations for multi-modal registration},
author = {Wachinger, Christian and Navab, Nassir},
year = {2012},
date = {2012-01-01},
urldate = {2012-01-01},
journal = {Medical Image Analysis},
volume = {16},
number = {1},
pages = {1--17},
publisher = {Elsevier},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Mateus, Diana; Wachinger, Christian; Atasoy, Selen; Schwarz, Loren; Navab, Nassir
Learning manifolds: design analysis for medical applications Journal Article
In: Machine Learning in Computer-Aided Diagnosis: Medical Imaging Intelligence and Analysis: Medical Imaging Intelligence and Analysis, pp. 374, 2012.
@article{mateus2012learning,
title = {Learning manifolds: design analysis for medical applications},
author = {Mateus, Diana and Wachinger, Christian and Atasoy, Selen and Schwarz, Loren and Navab, Nassir},
year = {2012},
date = {2012-01-01},
urldate = {2012-01-01},
journal = {Machine Learning in Computer-Aided Diagnosis: Medical Imaging Intelligence and Analysis: Medical Imaging Intelligence and Analysis},
pages = {374},
publisher = {IGI Global},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Wachinger, Christian; Klein, Tassilo; Navab, Nassir
The 2D analytic signal for envelope detection and feature extraction on ultrasound images Journal Article
In: Medical Image Analysis, vol. 16, no. 6, pp. 1073–1084, 2012.
@article{wachinger20122d,
title = {The 2D analytic signal for envelope detection and feature extraction on ultrasound images},
author = {Wachinger, Christian and Klein, Tassilo and Navab, Nassir},
year = {2012},
date = {2012-01-01},
urldate = {2012-01-01},
journal = {Medical Image Analysis},
volume = {16},
number = {6},
pages = {1073--1084},
publisher = {Elsevier},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Wachinger, Christian; Klein, Tassilo; Navab, Nassir
Locally adaptive Nakagami-based ultrasound similarity measures Journal Article
In: Ultrasonics, vol. 52, no. 4, pp. 547–554, 2012.
@article{wachinger2012locally,
title = {Locally adaptive Nakagami-based ultrasound similarity measures},
author = {Wachinger, Christian and Klein, Tassilo and Navab, Nassir},
year = {2012},
date = {2012-01-01},
urldate = {2012-01-01},
journal = {Ultrasonics},
volume = {52},
number = {4},
pages = {547--554},
publisher = {Elsevier},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Wachinger, Christian; Yigitsoy, Mehmet; Rijkhorst, Erik-Jan; Navab, Nassir
Manifold learning for image-based breathing gating in ultrasound and MRI Journal Article
In: Medical Image Analysis, vol. 16, no. 4, pp. 806–818, 2012.
@article{wachinger2012manifold,
title = {Manifold learning for image-based breathing gating in ultrasound and MRI},
author = {Wachinger, Christian and Yigitsoy, Mehmet and Rijkhorst, Erik-Jan and Navab, Nassir},
year = {2012},
date = {2012-01-01},
urldate = {2012-01-01},
journal = {Medical Image Analysis},
volume = {16},
number = {4},
pages = {806--818},
publisher = {Elsevier},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Wachinger, Christian; Navab, Nassir
A contextual maximum likelihood framework for modeling image registration Proceedings Article
In: Computer Vision and Pattern Recognition (CVPR), 2012 IEEE Conference on, pp. 1995–2002, IEEE 2012.
@inproceedings{wachinger2012contextual,
title = {A contextual maximum likelihood framework for modeling image registration},
author = {Wachinger, Christian and Navab, Nassir},
year = {2012},
date = {2012-01-01},
urldate = {2012-01-01},
booktitle = {Computer Vision and Pattern Recognition (CVPR), 2012 IEEE Conference on},
pages = {1995--2002},
organization = {IEEE},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Wachinger, Christian; Golland, Polina
Spectral label fusion Proceedings Article
In: International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 410–417, Springer Berlin Heidelberg 2012.
@inproceedings{wachinger2012spectral,
title = {Spectral label fusion},
author = {Wachinger, Christian and Golland, Polina},
year = {2012},
date = {2012-01-01},
urldate = {2012-01-01},
booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
pages = {410--417},
organization = {Springer Berlin Heidelberg},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Moradi, Mehdi; Wachinger, Christian; Fedorov, Andriy; Wells, William M; Kapur, Tina; Wolfsberger, Luciant D; Nguyen, Paul; Tempany, Clare M
MRI confirmed prostate tissue classification with Laplacian eigenmaps of ultrasound RF spectra Proceedings Article
In: International Workshop on Machine Learning in Medical Imaging, pp. 19–26, Springer Berlin Heidelberg 2012.
@inproceedings{moradi2012mri,
title = {MRI confirmed prostate tissue classification with Laplacian eigenmaps of ultrasound RF spectra},
author = {Moradi, Mehdi and Wachinger, Christian and Fedorov, Andriy and Wells, William M and Kapur, Tina and Wolfsberger, Luciant D and Nguyen, Paul and Tempany, Clare M},
year = {2012},
date = {2012-01-01},
urldate = {2012-01-01},
booktitle = {International Workshop on Machine Learning in Medical Imaging},
pages = {19--26},
organization = {Springer Berlin Heidelberg},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
2011
Wachinger, Christian; Klein, Tassilo; Navab, Nassir
The 2D analytic signal on RF and B-mode ultrasound images Proceedings Article
In: Biennial International Conference on Information Processing in Medical Imaging, pp. 359–370, Springer Berlin Heidelberg 2011.
@inproceedings{wachinger20112d,
title = {The 2D analytic signal on RF and B-mode ultrasound images},
author = {Wachinger, Christian and Klein, Tassilo and Navab, Nassir},
year = {2011},
date = {2011-01-01},
booktitle = {Biennial International Conference on Information Processing in Medical Imaging},
pages = {359--370},
organization = {Springer Berlin Heidelberg},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Yigitsoy, Mehmet; Wachinger, Christian; Navab, Nassir
Temporal groupwise registration for motion modeling Proceedings Article
In: Biennial International Conference on Information Processing in Medical Imaging, pp. 648–659, Springer Berlin Heidelberg 2011.
@inproceedings{yigitsoy2011temporal,
title = {Temporal groupwise registration for motion modeling},
author = {Yigitsoy, Mehmet and Wachinger, Christian and Navab, Nassir},
year = {2011},
date = {2011-01-01},
urldate = {2011-01-01},
booktitle = {Biennial International Conference on Information Processing in Medical Imaging},
pages = {648--659},
organization = {Springer Berlin Heidelberg},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Yigitsoy, Mehmet; Wachinger, Christian; Navab, Nassir
Manifold learning for image-based breathing gating in MRI Proceedings Article
In: Proceedings of SPIE, pp. 796210, 2011.
@inproceedings{yigitsoy2011manifold,
title = {Manifold learning for image-based breathing gating in MRI},
author = {Yigitsoy, Mehmet and Wachinger, Christian and Navab, Nassir},
year = {2011},
date = {2011-01-01},
urldate = {2011-01-01},
booktitle = {Proceedings of SPIE},
volume = {7962},
pages = {796210},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Demirci, Stefanie; Bigdelou, Ali; Wang, Lejing; Wachinger, Christian; Baust, Maximilian; Tibrewal, Radhika; Ghotbi, Reza; Eckstein, Hans-Henning; Navab, Nassir
3D stent recovery from one x-ray projection Proceedings Article
In: International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 178–185, Springer Berlin Heidelberg 2011.
@inproceedings{demirci20113d,
title = {3D stent recovery from one x-ray projection},
author = {Demirci, Stefanie and Bigdelou, Ali and Wang, Lejing and Wachinger, Christian and Baust, Maximilian and Tibrewal, Radhika and Ghotbi, Reza and Eckstein, Hans-Henning and Navab, Nassir},
year = {2011},
date = {2011-01-01},
urldate = {2011-01-01},
booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
pages = {178--185},
organization = {Springer Berlin Heidelberg},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Wachinger, Christian
Ultrasound Mosaicing and Motion Modeling: Applications in Medical Image Registration PhD Thesis
München, Technische Universität München, Diss., 2011, 2011.
@phdthesis{wachinger2011ultrasound,
title = {Ultrasound Mosaicing and Motion Modeling: Applications in Medical Image Registration},
author = {Wachinger, Christian},
year = {2011},
date = {2011-01-01},
urldate = {2011-01-01},
school = {München, Technische Universität München, Diss., 2011},
keywords = {},
pubstate = {published},
tppubtype = {phdthesis}
}
2010
Gutierrez-Becker, Benjamin; Arambula, Fernando; Guzman, Mario; Benavides, Jesus
Automatic segmentation of the cerebellum of fetuses on 3D ultrasound images, using a 3D Point Distribution Model Proceedings
IEEE 2010.
@proceedings{becker2010automatic,
title = {Automatic segmentation of the cerebellum of fetuses on 3D ultrasound images, using a 3D Point Distribution Model},
author = {Benjamin Gutierrez-Becker and Fernando Arambula and Mario Guzman and Jesus Benavides},
year = {2010},
date = {2010-01-01},
booktitle = {Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE},
pages = {4731--4734},
organization = {IEEE},
keywords = {},
pubstate = {published},
tppubtype = {proceedings}
}
Wachinger, Christian; Yigitsoy, Mehmet; Navab, Nassir
Manifold learning for image-based breathing gating with application to 4D ultrasound Proceedings Article
In: International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 26–33, Springer Berlin Heidelberg 2010.
@inproceedings{wachinger2010manifold,
title = {Manifold learning for image-based breathing gating with application to 4D ultrasound},
author = {Wachinger, Christian and Yigitsoy, Mehmet and Navab, Nassir},
year = {2010},
date = {2010-01-01},
urldate = {2010-01-01},
booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
pages = {26--33},
organization = {Springer Berlin Heidelberg},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Wachinger, Christian; Mateus, Diana; Keil, Andreas; Navab, Nassir
Manifold learning for patient position detection in MRI Proceedings Article
In: 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, pp. 1353–1356, IEEE 2010.
@inproceedings{wachinger2010manifoldb,
title = {Manifold learning for patient position detection in MRI},
author = {Wachinger, Christian and Mateus, Diana and Keil, Andreas and Navab, Nassir},
year = {2010},
date = {2010-01-01},
urldate = {2010-01-01},
booktitle = {2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro},
pages = {1353--1356},
organization = {IEEE},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Wachinger, Christian; Navab, Nassir
Structural image representation for image registration Proceedings Article
In: Proceedings of IEEE Computer Vision and Pettern Recognition Workshops, pp. 23–30, 2010.
@inproceedings{wachinger2010structural,
title = {Structural image representation for image registration},
author = {Wachinger, Christian and Navab, Nassir},
year = {2010},
date = {2010-01-01},
urldate = {2010-01-01},
booktitle = {Proceedings of IEEE Computer Vision and Pettern Recognition Workshops},
pages = {23--30},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Wachinger, Christian; Navab, Nassir
Manifold Learning for Multi-Modal Image Registration Proceedings Article
In: Proceedings of the British Machine Vision Conference, pages, pp. 82–1, 2010.
@inproceedings{wachinger2010manifoldb,
title = {Manifold Learning for Multi-Modal Image Registration},
author = {Wachinger, Christian and Navab, Nassir},
year = {2010},
date = {2010-01-01},
urldate = {2010-01-01},
booktitle = {Proceedings of the British Machine Vision Conference, pages},
pages = {82--1},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Glocker, Benjamin; Navab, Nassir; Wachinger, Christian; Zeltner, Jochen
Verfahren zum Kombinieren von Bildern und Magnetresonanzgerät Miscellaneous
2010, (DE Patent 102,008,045,278).
@misc{glocker2010verfahren,
title = {Verfahren zum Kombinieren von Bildern und Magnetresonanzgerät},
author = {Glocker, Benjamin and Navab, Nassir and Wachinger, Christian and Zeltner, Jochen},
year = {2010},
date = {2010-00-01},
urldate = {2010-00-01},
note = {DE Patent 102,008,045,278},
keywords = {},
pubstate = {published},
tppubtype = {misc}
}
2009
Wachinger, Christian; Navab, Nassir
Similarity metrics and efficient optimization for simultaneous registration Proceedings Article
In: Computer Vision and Pattern Recognition, 2009. CVPR 2009. IEEE Conference on, pp. 667–674, IEEE 2009.
@inproceedings{wachinger2009similarity,
title = {Similarity metrics and efficient optimization for simultaneous registration},
author = {Wachinger, Christian and Navab, Nassir},
year = {2009},
date = {2009-01-01},
urldate = {2009-01-01},
booktitle = {Computer Vision and Pattern Recognition, 2009. CVPR 2009. IEEE Conference on},
pages = {667--674},
organization = {IEEE},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Wachinger, Christian; Navab, Nassir
Alignment of viewing-angle dependent ultrasound images Proceedings Article
In: International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 779–786, Springer Berlin Heidelberg 2009.
@inproceedings{wachinger2009alignment,
title = {Alignment of viewing-angle dependent ultrasound images},
author = {Wachinger, Christian and Navab, Nassir},
year = {2009},
date = {2009-01-01},
urldate = {2009-01-01},
booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
pages = {779--786},
organization = {Springer Berlin Heidelberg},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Glocker, B; Wachinger, C; Zeltner, J; Paragios, N; Komodakis, N; Hansen, M; Navab, N
MRI Composing for Whole Body Imaging Journal Article
In: Bildverarbeitung für die Medizin 2009, pp. 420–424, 2009.
@article{glocker2009mri,
title = {MRI Composing for Whole Body Imaging},
author = {Glocker, B and Wachinger, C and Zeltner, J and Paragios, N and Komodakis, N and Hansen, M and Navab, N},
year = {2009},
date = {2009-01-01},
urldate = {2009-01-01},
journal = {Bildverarbeitung für die Medizin 2009},
pages = {420--424},
publisher = {Springer},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Wachinger, Christian; Shams, Ramtin; Navab, Nassir
Towards an Estimation of Acoustic Impedance from Multiple Ultrasound Images Journal Article
In: Bildverarbeitung für die Medizin 2009, pp. 405–409, 2009.
@article{wachinger2009towards,
title = {Towards an Estimation of Acoustic Impedance from Multiple Ultrasound Images},
author = {Wachinger, Christian and Shams, Ramtin and Navab, Nassir},
year = {2009},
date = {2009-01-01},
urldate = {2009-01-01},
journal = {Bildverarbeitung für die Medizin 2009},
pages = {405--409},
publisher = {Springer},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Wachinger, Christian; Baumann, Simon; Zeltner, Jochen; Glocker, Ben; Navab, Nassir
Sphere extraction in MR images with application to whole-body MRI Proceedings Article
In: SPIE Medical Imaging, pp. 72594J–72594J, International Society for Optics and Photonics 2009.
@inproceedings{wachinger2009sphere,
title = {Sphere extraction in MR images with application to whole-body MRI},
author = {Wachinger, Christian and Baumann, Simon and Zeltner, Jochen and Glocker, Ben and Navab, Nassir},
year = {2009},
date = {2009-01-01},
urldate = {2009-01-01},
booktitle = {SPIE Medical Imaging},
pages = {72594J--72594J},
organization = {International Society for Optics and Photonics},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
2008
Wachinger, Christian; Wein, Wolfgang; Navab, Nassir
Registration Strategies and Similarity Measures for Three-dimensional Ultrasound Mosaicing1 Journal Article
In: Academic radiology, vol. 15, no. 11, pp. 1404–1415, 2008.
@article{wachinger2008registration,
title = {Registration Strategies and Similarity Measures for Three-dimensional Ultrasound Mosaicing1},
author = {Wachinger, Christian and Wein, Wolfgang and Navab, Nassir},
year = {2008},
date = {2008-01-01},
urldate = {2008-01-01},
journal = {Academic radiology},
volume = {15},
number = {11},
pages = {1404--1415},
publisher = {Elsevier},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Wachinger, Christian; Glocker, Ben; Zeltner, Jochen; Paragios, Nikos; Komodakis, Nikos; Hansen, Michael Sass; Navab, Nassir
Deformable mosaicing for whole-body MRI Proceedings Article
In: International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 113–121, Springer Berlin Heidelberg 2008.
@inproceedings{wachinger2008deformable,
title = {Deformable mosaicing for whole-body MRI},
author = {Wachinger, Christian and Glocker, Ben and Zeltner, Jochen and Paragios, Nikos and Komodakis, Nikos and Hansen, Michael Sass and Navab, Nassir},
year = {2008},
date = {2008-01-01},
urldate = {2008-01-01},
booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
pages = {113--121},
organization = {Springer Berlin Heidelberg},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Wachinger, Christian; Shams, Ramtin; Navab, Nassir
Estimation of acoustic impedance from multiple ultrasound images with application to spatial compounding Proceedings Article
In: Computer Vision and Pattern Recognition Workshops, 2008. CVPRW'08. IEEE Computer Society Conference on, pp. 1–8, IEEE 2008.
@inproceedings{wachinger2008estimation,
title = {Estimation of acoustic impedance from multiple ultrasound images with application to spatial compounding},
author = {Wachinger, Christian and Shams, Ramtin and Navab, Nassir},
year = {2008},
date = {2008-01-01},
urldate = {2008-01-01},
booktitle = {Computer Vision and Pattern Recognition Workshops, 2008. CVPRW'08. IEEE Computer Society Conference on},
pages = {1--8},
organization = {IEEE},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Wachinger, Christian; Navab, Nassir
Ultrasound specific similarity measures for three-dimensional mosaicing Journal Article
In: SPIE Medical Imaging, San Diego, California, USA, pp. 69140F, 2008.
@article{wachinger2008ultrasound,
title = {Ultrasound specific similarity measures for three-dimensional mosaicing},
author = {Wachinger, Christian and Navab, Nassir},
year = {2008},
date = {2008-01-01},
urldate = {2008-01-01},
journal = {SPIE Medical Imaging, San Diego, California, USA},
pages = {69140F},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Wachinger, C; Navab, N
Ultrasound specific similarity measures for three-dimensional mosaicing [6914-14] Proceedings Article
In: PROCEEDINGS-SPIE THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING, pp. 6914, International Society for Optical Engineering; 1999 2008.
@inproceedings{wachinger2008ultrasoundb,
title = {Ultrasound specific similarity measures for three-dimensional mosaicing [6914-14]},
author = {Wachinger, C and Navab, N},
year = {2008},
date = {2008-01-01},
urldate = {2008-01-01},
booktitle = {PROCEEDINGS-SPIE THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING},
volume = {6914},
number = {1},
pages = {6914},
organization = {International Society for Optical Engineering; 1999},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
2007
Wachinger, Christian; Wein, Wolfgang; Navab, Nassir
Three-dimensional ultrasound mosaicing Proceedings Article
In: International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 327–335, Springer Berlin Heidelberg 2007.
@inproceedings{wachinger2007three,
title = {Three-dimensional ultrasound mosaicing},
author = {Wachinger, Christian and Wein, Wolfgang and Navab, Nassir},
year = {2007},
date = {2007-01-01},
urldate = {2007-01-01},
booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
pages = {327--335},
organization = {Springer Berlin Heidelberg},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
2006
Keil, Andreas; Wachinger, Christian; Brinker, Gerhard; Thesen, Stefan; Navab, Nassir
Patient position detection for SAR optimization in magnetic resonance imaging Proceedings Article
In: International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 49–57, Springer Berlin Heidelberg 2006.
@inproceedings{keil2006patient,
title = {Patient position detection for SAR optimization in magnetic resonance imaging},
author = {Keil, Andreas and Wachinger, Christian and Brinker, Gerhard and Thesen, Stefan and Navab, Nassir},
year = {2006},
date = {2006-01-01},
urldate = {2006-01-01},
booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
pages = {49--57},
organization = {Springer Berlin Heidelberg},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
2005
Wachinger, Christian; Somlo, Patric; Hudelot, Celine; Bloch, Isabelle
Automatic Construction of Statistical Children Brain Atlas with MRI Journal Article
In: 2005.
@article{wachinger2005automatic,
title = {Automatic Construction of Statistical Children Brain Atlas with MRI},
author = {Wachinger, Christian and Somlo, Patric and Hudelot, Celine and Bloch, Isabelle},
year = {2005},
date = {2005-01-01},
urldate = {2005-01-01},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Wachinger, Christian; Keil, Andreas; Navab, Nassir
Positioning on Magnetic Resonance Tomography Journal Article
In: 2005.
@article{wachinger2005positioning,
title = {Positioning on Magnetic Resonance Tomography},
author = {Wachinger, Christian and Keil, Andreas and Navab, Nassir},
year = {2005},
date = {2005-01-01},
urldate = {2005-01-01},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2004
Wachinger, Christian; Pock, Michael; Rentrop, Peter
Simulation of the inverted pendulum Journal Article
In: 2004.
@article{wachinger2004simulation,
title = {Simulation of the inverted pendulum},
author = {Wachinger, Christian and Pock, Michael and Rentrop, Peter},
year = {2004},
date = {2004-01-01},
urldate = {2004-01-01},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Fingerle, Benjamin; Wachinger, Christian
5 The mathematics of (Auto-) Calibrating AR Systems Journal Article
In: 2nd Joint Advanced Summer School 2004 Course 3: Ubiquitous Tracking for Augmented Reality, pp. 75, 2004.
@article{fingerle20045,
title = {5 The mathematics of (Auto-) Calibrating AR Systems},
author = {Fingerle, Benjamin and Wachinger, Christian},
year = {2004},
date = {2004-01-01},
urldate = {2004-01-01},
journal = {2nd Joint Advanced Summer School 2004 Course 3: Ubiquitous Tracking for Augmented Reality},
pages = {75},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
0000
Narazani, Marla; Sarasua, Ignacio; Pölsterl, Sebastian; Lizarraga, Aldana; Yakushev, Igor; Wachinger, Christian
Is a PET all you need? A multi-modal study for Alzheimer's disease using 3D CNNs Proceedings Article
In: Medical Image Computing and Computer-Assisted Intervention (MICCAI), 0000.
@inproceedings{Narazani2022,
title = {Is a PET all you need? A multi-modal study for Alzheimer's disease using 3D CNNs},
author = {Marla Narazani and Ignacio Sarasua and Sebastian Pölsterl and Aldana Lizarraga and Igor Yakushev and Christian Wachinger},
booktitle = {Medical Image Computing and Computer-Assisted Intervention (MICCAI)},
abstract = {Alzheimer’s Disease (AD) is the most common form of dementia and often difficult to diagnose due to the multifactorial etiology of dementia. Recent works on neuroimaging-based computer-aided diagnosis with deep neural networks (DNNs) showed that fusing structural magnetic resonance images (sMRI) and fluorodeoxyglucose positron emission tomography (FDG-PET) leads to improved accuracy in a study population of healthy controls and subjects with AD. However, this result conflicts with the established clinical knowledge that FDG-PET better captures AD-specific pathologies than sMRI. Therefore, we propose a framework for the systematic evaluation of multi-modal DNNs and critically re-evaluate single- and multi-modal DNNs based on FDG-PET and sMRI for binary healthy vs. AD, and three-way healthy/mild cognitive impairment/AD classification. Our experiments demonstrate that a single-modality network using FDG-PET performs better than MRI (accuracy 0.91 vs 0.87) and does not show improvement when combined. This conforms with the established clinical knowledge on AD biomarkers, but raises questions about the true benefit of multi-modal DNNs. We argue that future work on multi-modal fusion should systematically assess the contribution of individual modalities following our proposed evaluation framework. Finally, we encourage the community to go beyond healthy vs. AD classification and focus on differential diagnosis of dementia, where fusing multi-modal image information conforms with a clinical need.},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Sarasua, Ignacio; Pölsterl, Sebastian; Wachinger, Christian
CASHformer: Cognition Aware SHape Transformer for Longitudinal Analysis Proceedings Article
In: Medical Image Computing and Computer-Assisted Intervention (MICCAI), 0000.
@inproceedings{Sarasua2022b,
title = {CASHformer: Cognition Aware SHape Transformer for Longitudinal Analysis},
author = {Ignacio Sarasua and Sebastian Pölsterl and Christian Wachinger},
booktitle = {Medical Image Computing and Computer-Assisted Intervention (MICCAI)},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}