Artificial Intelligence in Medical Imaging

@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}

}

@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}

}

@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}

}

@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}

}

@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}

}

@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}

}

@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}

}

@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}

}

@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}

}

@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}

}

@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}

}

@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}

}

@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}

}

@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}

}

@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}

}

@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}

}

@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}

}

@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}

}