I am heading the laboratory for Artificial Intelligence in Medical Imaging. I have previously completed post-doctoral training at the Medical Vision Group in the Computer Science and Artificial Intelligence Lab at MIT and the Lab for Computational Neuroimaging, Department of Neurology at Harvard medical school. I received my PhD and Diploma from the Computer Science Department at TU München.
Tel: 089 4400 56900
Email: christian at ai-med dot de
Networks: Research Gate | LinkedIn | ORCID
Publications: Google Scholar | DBLP | arXiv
Code: GitHub
Demo: QuickNAT
Old websites: MIT | TUM
Publications
Deep Shape Analysis on Abdominal Organs for Diabetes Prediction Proceedings Article In: International Workshop on Shape in Medical Imaging, pp. 223–231, Springer 2018. |
Recalibrating Fully Convolutional Networks with Spatial and Channel 'Squeeze & Excitation' Blocks Journal Article In: IEEE Transactions on Medical Imaging, 2018. |
Deep Multi-Structural Shape Analysis: Application to Neuroanatomy Conference Forthcoming MICCAI 2018, Forthcoming. |
Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks Conference Forthcoming Accepted at MICCAI 2018, Forthcoming. |
Inherent Brain Segmentation Quality Control from Fully ConvNet Monte Carlo Sampling Conference Forthcoming Accepted at MICCAI 2018, Forthcoming. |
A Longitudinal Imaging Genetics Study of Neuroanatomical Asymmetry in Alzheimer’s Disease Journal Article In: Biological Psychiatry, 2018. |
Gaussian process uncertainty in age estimation as a measure of brain abnormality Journal Article In: NeuroImage, 2018. |
Fast MRI Whole Brain Segmentation with Fully Convolutional Neural Networks Book Section In: Bildverarbeitung für die Medizin 2018, pp. 42–42, Springer, 2018. |
A Multi-Armed Bandit to Smartly Select a Training Set from Big Medical Data Conference Proceedings of MICCAI 2017, Elsevier, 2017. |
Abtract: Shape Analysis in Human Brain MRI Book Section In: Bildverarbeitung für die Medizin 2017, pp. 358–358, Springer Vieweg, Berlin, Heidelberg, 2017. |
DeepNAT: Deep Convolutional Neural Network for Segmenting Neuroanatomy Journal Article In: NeuroImage, 2017. |
ReLayNet: Retinal Layer and Fluid Segmentation of Macular Optical Coherence Tomography using Fully Convolutional Network Journal Article In: Accepted at Biomedical Optics Express, 2017. |
Error Corrective Boosting for Learning Fully Convolutional Networks with Limited Data Journal Article In: Accepted at MICCAI 2017, 2017. |
Latent Processes Governing Neuroanatomical Change in Aging and Dementia Proceedings Article In: International Conference on Medical Image Computing and Computer-Assisted Intervention, Springer 2017. |
Does the late positive component reflect successful reading acquisition? A longitudinal ERP study Journal Article In: NeuroImage: Clinical, 2017. |
Domain adaptation for Alzheimer's disease diagnostics Journal Article In: NeuroImage, 2016. |
Efficient Descriptor-Based Segmentation of Parotid Glands with Non-Local Means. Journal Article In: IEEE transactions on bio-medical engineering, 2016. |
Whole-brain analysis reveals increased neuroanatomical asymmetries in dementia for hippocampus and amygdala Journal Article In: Brain, vol. 139, no. 12, pp. 3253–3266, 2016. |
Spectral and Shape Analysis in Medical Imaging: First International Workshop, SeSAMI 2016, Held in Conjunction with MICCAI 2016, Athens, Greece, October 21, 2016, Revised Selected Papers Miscellaneous 2016. |
Multi-modal robust inverse-consistent linear registration Journal Article In: Human brain mapping, vol. 36, no. 4, pp. 1365–1380, 2015. |
BrainPrint: A discriminative characterization of brain morphology Journal Article In: NeuroImage, vol. 109, pp. 232–248, 2015. |
Diverse Landmark Sampling from Determinantal Point Processes for Scalable Manifold Learning Journal Article In: arXiv preprint arXiv:1503.03506, 2015. |
A Feature-based Approach to Big Data Analysis of Medical Images Proceedings Article In: International Conference on Information Processing in Medical Imaging, pp. 339–350, Springer International Publishing 2015. |
Sampling from determinantal point processes for scalable manifold learning Journal Article In: Information Processing in Medical Imaging. Lecture Notes in Computer Science, Springer, pp. 687–698, 2015. |
Keypoint Transfer Segmentation Proceedings Article In: Information Processing in Medical Imaging, Springer 2015. |
Countour-Driven Atlas-Based Segmenation Journal Article In: Transactions on medical imaging, 2015. |
Blockface histology with optical coherence tomography: A comparison with Nissl staining Journal Article In: NeuroImage, vol. 84, pp. 524–533, 2014. |
Atlas-based under-segmentation Proceedings Article In: International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 315–322, Springer International Publishing 2014. |
BrainPrint: identifying subjects by their brain Proceedings Article In: International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 41–48, Springer International Publishing 2014. |
BrainPrint in the Computer-Aided Diagnosis of Alzheimer’s Disease Proceedings Article In: Proc MICCAI Workshop Challenge on Computer-Aided Diagnosis of Dementia Based on Structural MRI Data, pp. 129–138, 2014. |
On the importance of location and features for the patch-based segmentation of parotid glands Proceedings Article In: MICCAI Workshop on Image-Guided Adaptive Radiation Therapy, 2014. |
BrainPrint in the computer-aided diagnosis of Alzheimer’s disease Proceedings Article In: Proc MICCAI workshop challenge on computer-aided diagnosis of dementia based on structural MRI data, pp. 129–138, 2014. |
Simultaneous registration of multiple images: similarity metrics and efficient optimization Journal Article In: Pattern Analysis and Machine Intelligence, IEEE Transactions on, vol. 35, no. 5, pp. 1221–1233, 2013. |
Sparse projections of medical images onto manifolds Proceedings Article In: International Conference on Information Processing in Medical Imaging, pp. 292–303, Springer Berlin Heidelberg 2013. |
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. |
Robust registration of multi-modal images Journal Article In: Human Brain Mapping, 2013. |
Entropy and Laplacian images: Structural representations for multi-modal registration Journal Article In: Medical Image Analysis, vol. 16, no. 1, pp. 1–17, 2012. |
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. |
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. |
Locally adaptive Nakagami-based ultrasound similarity measures Journal Article In: Ultrasonics, vol. 52, no. 4, pp. 547–554, 2012. |
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. |
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. |
Spectral label fusion Proceedings Article In: International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 410–417, Springer Berlin Heidelberg 2012. |
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. |
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. |
Manifold learning for image-based breathing gating in MRI Proceedings Article In: Proceedings of SPIE, pp. 796210, 2011. |
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. |
Ultrasound Mosaicing and Motion Modeling: Applications in Medical Image Registration PhD Thesis München, Technische Universität München, Diss., 2011, 2011. |
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. |
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. |
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