2010
Wachinger, Christian; Navab, Nassir
Structural image representation for image registration Inproceedings
In: Proceedings of IEEE Computer Vision and Pettern Recognition Workshops, pp. 23–30, 2010.
@inproceedings{wachinger2010structural,
title = {Structural image representation for image registration},
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Wachinger, Christian; Navab, Nassir
Manifold Learning for Multi-Modal Image Registration Inproceedings
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},
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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},
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2009
Wachinger, Christian; Navab, Nassir
Similarity metrics and efficient optimization for simultaneous registration Inproceedings
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},
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Wachinger, Christian; Navab, Nassir
Alignment of viewing-angle dependent ultrasound images Inproceedings
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},
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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},
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journal = {Bildverarbeitung für die Medizin 2009},
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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},
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urldate = {2009-01-01},
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Wachinger, Christian; Baumann, Simon; Zeltner, Jochen; Glocker, Ben; Navab, Nassir
Sphere extraction in MR images with application to whole-body MRI Inproceedings
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},
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organization = {International Society for Optics and Photonics},
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2008
Wachinger, Christian; Wein, Wolfgang; Navab, Nassir
Registration Strategies and Similarity Measures for Three-dimensional Ultrasound Mosaicing1 Journal Article
In: Academic radiology, 15 (11), pp. 1404–1415, 2008.
@article{wachinger2008registration,
title = {Registration Strategies and Similarity Measures for Three-dimensional Ultrasound Mosaicing1},
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date = {2008-01-01},
urldate = {2008-01-01},
journal = {Academic radiology},
volume = {15},
number = {11},
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Wachinger, Christian; Glocker, Ben; Zeltner, Jochen; Paragios, Nikos; Komodakis, Nikos; Hansen, Michael Sass; Navab, Nassir
Deformable mosaicing for whole-body MRI Inproceedings
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},
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Wachinger, Christian; Shams, Ramtin; Navab, Nassir
Estimation of acoustic impedance from multiple ultrasound images with application to spatial compounding Inproceedings
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},
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date = {2008-01-01},
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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,
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Wachinger, C; Navab, N
Ultrasound specific similarity measures for three-dimensional mosaicing [6914-14] Inproceedings
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]},
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2007
Wachinger, Christian; Wein, Wolfgang; Navab, Nassir
Three-dimensional ultrasound mosaicing Inproceedings
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},
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date = {2007-01-01},
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booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
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2006
Keil, Andreas; Wachinger, Christian; Brinker, Gerhard; Thesen, Stefan; Navab, Nassir
Patient position detection for SAR optimization in magnetic resonance imaging Inproceedings
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},
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}
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},
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date = {2005-01-01},
urldate = {2005-01-01},
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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},
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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},
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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},
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}
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 Inproceedings
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},
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}
Sarasua, Ignacio; Pölsterl, Sebastian; Wachinger, Christian
CASHformer: Cognition Aware SHape Transformer for Longitudinal Analysis Inproceedings
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)},
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