Stefan Heldmann's Publications

2019

  • Brehmer, K., Aggrawal, H. O., Heldmann, S. and Modersitzki, J.: Variational registration of multiple images with the SVD based SqN distance measure in Scale Space and Variational Methods in Computer Vision: 7th International Conference, SSVM 2019, Hofgeismar, Germany, June 30-July 4, 2019, Proceedings, pp. 251-262, Springer International Publishing, 2019
    BibTeX Link Link
    @inproceedings{Brehmer2019,
    author={Brehmer, Kai and Aggrawal, Hari Om and Heldmann, Stefan and Modersitzki, Jan},
    title={Variational registration of multiple images with the SVD based SqN distance measure},
    booktitle={Scale Space and Variational Methods in Computer Vision: 7th International Conference, SSVM 2019, Hofgeismar, Germany, June 30-July 4, 2019, Proceedings},
    year={2019},
    editor={Burger, Martin and Lellmann, Jan and Modersitzki, Jan},
    publisher={Springer International Publishing},
    pages={251--262},
    url={{{https://arxiv.org/abs/1907.09732}}},
    doi={{{10.1007/978-3-030-22368-7_20}}}
    }
  • Jäckle, S., Strehlow, J. and Heldmann, S.: Shape Sensing with Fiber Bragg Grating Sensors in Bildverarbeitung für die Medizin 2019, pp. 258-263, Springer, 2019
    BibTeX Link
    @incollection{jaeckle2019shape,
      title={Shape Sensing with Fiber Bragg Grating Sensors},
      author={J{\"a}ckle, Sonja and Strehlow, Jan and Heldmann, Stefan},
      booktitle={Bildverarbeitung f{\"u}r die Medizin 2019},
      pages={258--263},
      year={2019},
      publisher={Springer},
      url={https://link.springer.com/chapter/10.1007%2F978-3-658-25326-4_58},
    }

2018

  • Jäckle, S. and Heldmann, S.: Rigid Lens-Locally Rigid Approximations of Deformable Registration for Change Assessment in Thorax-Abdomen CT Follow-Up Scans in Image Analysis for Moving Organ, Breast, and Thoracic Images, pp. 272-283, Springer, 2018
    BibTeX Link
    @incollection{jaeckle2018rigid,
      title={Rigid Lens--Locally Rigid Approximations of Deformable Registration for Change Assessment in Thorax-Abdomen CT Follow-Up Scans},
      author={J{\"a}ckle, Sonja and Heldmann, Stefan},
      booktitle={Image Analysis for Moving Organ, Breast, and Thoracic Images},
      pages={272--283},
      year={2018},
      publisher={Springer},
      url={https://link.springer.com/chapter/10.1007/978-3-030-00946-5_27},
    }

2017

  • Rühaak, J., Polzin, T., Heldmann, S., Simpson, I. J. A., Handels, H., Modersitzki, J. and Heinrich, M. P.: Estimation of Large Motion in Lung CT by Integrating Regularized Keypoint Correspondences into Dense Deformable Registration IEEE Transactions on Medical Imaging, vol. 36, no. 8, pp. 1746-1757, IEEE, 2017
    BibTeX
    @article{ruhaak2017estimation,
      title={Estimation of Large Motion in Lung CT by Integrating Regularized Keypoint Correspondences into Dense Deformable Registration},
      author={R{\"u}haak, Jan and Polzin, Thomas and Heldmann, Stefan and Simpson, Ivor J. A. and Handels, Heinz and Modersitzki, Jan and Heinrich, Mattias P.},
      journal={IEEE Transactions on Medical Imaging},
      volume = {36},
      number = {8},
      pages = {1746--1757},
      year={2017},
      publisher={IEEE}
    }

2016

  • Lotz, J. M., Hoffmann, F., Lotz, J., Heldmann, S., Trede, D., Oetjen, J., Becker, M., Ernst, G., Maas, P., Alexandrov, T., Guntinas-Lichius, O., Thiele, H. and von Eggeling, F.: Integration of 3D multimodal imaging data of a head and neck cancer and advanced feature recognition Biochimica et Biophysica Acta (BBA) - Proteins and Proteomics, Elsevier B.V., 2016
    BibTeX Link
    @article{Lotz2016Integration,
    abstract = {In the last years, matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI MSI) became an imaging technique which has the potential to characterize complex tumor tissue. The combination with other modalities and with standard histology techniques was achieved by the use of image registration methods and enhances analysis possibilities. We analyzed an oral squamous cell carcinoma with up to 162 consecutive sections with MALDI MSI, hematoxylin and eosin (H{\&}E) staining and immunohistochemistry (IHC) against CD31. Spatial segmentation maps of the MALDI MSI data were generated by similarity-based clustering of spectra. Next, the maps were overlaid with the H{\&}E microscopy images and the results were interpreted by an experienced pathologist. Image registration was used to fuse both modalities and to build a three-dimensional (3D) model. To visualize structures below resolution of MALDI MSI, IHC was carried out for CD31 and results were embedded additionally. The integration of 3D MALDI MSI data with H{\&}E and IHC images allows a correlation between histological and molecular information leading to a better understanding of the functional heterogeneity of tumors. This article is part of a Special Issue entitled: MALDI Imaging, edited by Dr. Corinna Henkel and Prof. Peter Hoffmann.},
    author = {Lotz, Judith M. and Hoffmann, Franziska and Lotz, Johannes and Heldmann, Stefan and Trede, Dennis and Oetjen, Janina and Becker, Michael and Ernst, G{\"{u}}nther and Maas, Peter and Alexandrov, Theodore and Guntinas-Lichius, Orlando and Thiele, Herbert and von Eggeling, Ferdinand},
    doi = {10.1016/j.bbapap.2016.08.018},
    issn = {15709639},
    journal = {Biochimica et Biophysica Acta (BBA) - Proteins and Proteomics},
    keywords = {3D,Head and Neck Cancer,MALDI imaging,OSCC,image registration,immunohistochemistry,multimodality},
    pmid = {27594533},
    publisher = {Elsevier B.V.},
    title = {{Integration of 3D multimodal imaging data of a head and neck cancer and advanced feature recognition}},
    year = {2016}
    }
    
  • Derksen, A., König, L., Meine, H. and Heldmann, S.: A Joint Registration and Segmentation Approach for Large Bladder Deformations in Adaptive Radiotherapy Medical Physics: Proceedings of the AAPM 58th annual meeting, Washington, DC, vol. 43, no. 6, pp. 3429-3429, American Association of Physicists in Medicine, 2016
    BibTeX Link
    @article{derksen2016joint,
      title={A Joint Registration and Segmentation Approach for Large Bladder Deformations in Adaptive Radiotherapy},
      author={Derksen, A and König, L and Meine, H and Heldmann, S},
      journal={Medical Physics: Proceedings of the AAPM 58th annual meeting, Washington, DC},
      volume={43},
      number={6},
      pages={3429--3429},
      year={2016},
      doi={10.1118/1.4956005},
      publisher={American Association of Physicists in Medicine}
    }

2015,

  • Modersitzki, J., Heldmann, S. and N. Papenberg, .: Nonlinear Registration Via Displacement Fields , in Brain Mapping ,, pp. 307 - 314,, Academic Press,, ,, Waltham,, 2015,
    BibTeX Link Link
    @incollection{Modersitzki2015307,
    title = "Nonlinear Registration Via Displacement Fields ",
    editor = "Toga, Arthur W. ",
    booktitle = "Brain Mapping ",
    publisher = "Academic Press",
    edition = "",
    address = "Waltham",
    year = "2015",
    pages = "307 - 314",
    isbn = "978-0-12-397316-0",
    doi = "http://dx.doi.org/10.1016/B978-0-12-397025-1.00300-6",
    url = "http://www.sciencedirect.com/science/article/pii/B9780123970251003006",
    author = "J. Modersitzki and S. Heldmann and N. Papenberg",
    keywords = "Displacement fields, Image fusion,Image registration, Nonlinear registration, Variational formulation ",
    abstract = "Abstract This article presents a brief review on nonlinear registration techniques based on a variational formulation. The main advantages of this setting are its great modeling potential and its modular setting. This enables easy changes and adaptations for fine-tuning for particular applications. Furthermore, this setting also enables the integration of additional information. This can be formulated in terms of either soft or hard constraints, such as privileged handling of anatomical landmarks, local rigidity of structures, and emphasis on volume preservation or limitations of volume changes. The latter is of particular interest for one-to-one displacement fields (also known as diffeomorphic registration). The setting is supported by a rigorous mathematical theory and can be translated into fast and stable implementations. Although the focus of this article is not on the practical realization, important concepts such as multiscale and multilevel representations and reduction of ambiguities of results based on proper regularization are also briefly discussed. "
    }
    

2015

  • Lotz, J., Olesch, J., Müller, B., Polzin, T., Galuschka, P., Lotz, J. M., Heldmann, S., Laue, H., Warth, A., Lahrmann, B., Grabe, N., Sedlaczek, O., Breuhahn, K. and Modersitzki, J.: Patch-Based Nonlinear Image Registration for Gigapixel Whole Slide Images IEEE Transactions on Biomedical Engineering, vol. 63, no. 9, pp. 1812-1819, 2015
    BibTeX Link Datei
    @article{Lotz2015,
    abstract = {Objective: Image Registration of whole slide histology images allows the fusion of fine-grained information - like different immunohistochemical stains - from neighboring tissue slides. Traditionally, pathologists fuse this information by looking subsequently at one slide at a time. If the slides are digitized and accurately aligned at cell-level, automatic analysis can be used to ease the pathologist's work. However, the size of those images exceeds the memory capacity of regular computers. Methods: We address the challenge to combine a global motion model that takes the physical cutting process of the tissue into account with image data that is not simultaneously globally available. Typical approaches either reduce the amount of data to be processed or partition the data into smaller chunks to be processed separately. Our novel method first registers the complete images on a low resolution with a nonlinear deformation model and later refines this result on patches by using a second nonlinear registration on each patch. Finally the deformations computed on all patches are combined by interpolation to form one globally smooth nonlinear deformation. The NGF distance measure is used to handle multi-stain images. Results: The method is applied to ten whole slide image pairs of human lung cancer data. The alignment of 85 corresponding structures is measured by comparing manual segmentations from neighboring slides. Their offset improves significantly, by at least 15 %, compared to the low-resolution nonlinear registration. Conclusion/Significance: The proposed method significantly improves the accuracy of multi-stain registration which allows to compare different anti-bodies at cell-level. available. Typical approaches either reduce the amount of data to be processed or partition the data into smaller chunks to be processed separately. Our novel method first registers the complete images on a low resolution with a nonlinear deformation model and later refines this result on patches by using a second nonlinear registration on each patch. Finally the deformations computed on all patches are combined by interpolation to form one globally smooth nonlinear deformation. The NGF distance measure is used to handle multi-stain images.Results: The method is applied to ten whole slide image pairs of human lung cancer data. The alignment of 85 corresponding structures is measured by comparing manual segmentations from neighboring slides. Their offset improves significantly, by at least 15 %, compared to the low-resolution nonlinear registration. Conclusion/Significance: The proposed method significantly improves the accuracy of multi-stain registration which allows to compare different anti-bodies at cell-level.},
    author = {Lotz, J and Olesch, J and M{\"{u}}ller, B and Polzin, T and Galuschka, P and Lotz, J M and Heldmann, S and Laue, H and Warth, A and Lahrmann, B and Grabe, N and Sedlaczek, O and Breuhahn, K and Modersitzki, J},
    doi = {10.1109/TBME.2015.2503122},
    journal = {IEEE Transactions on Biomedical Engineering},
    keywords = {computer-aided diagnosis,digital pathology,high resolution histological scans ,histopathology, image registration},
    title = {{Patch-Based Nonlinear Image Registration for Gigapixel Whole Slide Images}},
    year = {2015},
    volume = {63}, 
    number = {9},
    pages = {1812--1819}
    }
    
  • Derksen, A., Heldmann, S., Polzin, T. and Berkels, B.: Image registration with sliding motion constraints for 4D CT motion correction in Bildverarbeitung für die Medizin 2015, Algorithmen – Systeme – Anwendungen, Proceedings des Workshops vom 15. bis 17. März 2015 in Lübeck, pp. 335-340, Springer, Informatik aktuell, Berlin, Heidelberg, March,, 2015
    BibTeX Link Abstract
    @inproceedings{2015-BVM-dhpb-sliding,
      title={Image registration with sliding motion constraints for 4D CT motion correction},
      author={Derksen, Alexander and Heldmann, Stefan and Polzin, Thomas and Berkels, Benjamin},
      pages={335--340},
      year={2015},
      publisher={Springer},
      address = {Berlin, Heidelberg},
      booktitle = {Bildverarbeitung f\"{u}r die Medizin 2015, Algorithmen – Systeme –   Anwendungen, Proceedings des Workshops vom 15. bis 17. M\"{a}rz 2015 in L\"{u}beck},
      editor = {Handels, Heinz and Deserno, Thomas M. and Meinzer, Hans-Peter and Tolxdorff, Thomas},
      isbn = {9783662462232},
      month = March,
      url = {http://dx.doi.org/10.1007/978-3-662-46224-9_58},
      series = {Informatik aktuell},
      abstract = {A common assumption in medical image registration is that the estimation of a globally continuous deformation field is plausible in reality. However, a sliding behavior of adjacent organ boundaries (e.g. lung and ribcage) cannot be described in a plausible way by a continuous deformation field. In this paper, we address this issue with a novel registration framework that explicitly models sliding of interfaces and can preserve discontinuities in the deformation field along predefined organ boundaries. Incorporated methods involve constrained nonlinear registration and a finite element discretization on unstructured tetrahedral meshes. Evaluation is based on the freely available DIR-Lab datasets.}
    }
  • König, L., Derksen, A., Heldmann, S., Papenberg, N., Modersitzki, J. and Haas, B.: Deformable image registration with guaranteed local rigidity Radiotherapy and Oncology: Proceedings of the 3rd ESTRO Forum, Barcelona, vol. 115, pp. S197-S198, Elsevier, 2015
    BibTeX Link
    @article{konig2015deformable,
      title={Deformable image registration with guaranteed local rigidity},
      author={K{\"o}nig, L and Derksen, A and Heldmann, S and Papenberg, N and Modersitzki, J and Haas, B},
      journal={Radiotherapy and Oncology: Proceedings of the 3rd ESTRO Forum, Barcelona},
      volume={115},
      pages={S197--S198},
      year={2015},
      publisher={Elsevier},
    doi={10.1016/S0167-8140(15)40405-0}
    }
    
  • Chen, K., Derksen, A., Heldmann, S., Hallmann, M. and Berkels, B.: Deformable Image Registration with Automatic Non-Correspondence Detection in Scale Space and Variational Methods in Computer Vision: 5th International Conference, SSVM 2015, Lège-Cap Ferret, France, May 31 - June 4, 2015, Proceedings, pp. 360-371, Springer International Publishing, Cham, 2015
    BibTeX Link Link
    @inproceedings{Chen2015Deformable,
    title={Deformable Image Registration with Automatic Non-Correspondence Detection},
    author={Chen, Kanglin and Derksen, Alexander and Heldmann, Stefan and Hallmann, Marc and Berkels, Benjamin},
    editor={Aujol, Jean-Fran{\c{c}}ois and Nikolova, Mila and Papadakis, Nicolas},
    booktitle={Scale Space and Variational Methods in Computer Vision: 5th International Conference, SSVM 2015, L{\`e}ge-Cap Ferret, France, May 31 - June 4, 2015, Proceedings},
    year={2015},
    publisher={Springer International Publishing},
    address={Cham},
    pages={360--371},
    isbn={978-3-319-18461-6},
    doi={10.1007/978-3-319-18461-6_29},
    url={http://dx.doi.org/10.1007/978-3-319-18461-6_29}
    }
    
  • Heldmann, S., Polzin, T., Derksen, A. and Berkels, B.: An Image Registration Framework for Sliding Motion with Piecewise Smooth Deformations in Scale Space and Variational Methods in Computer Vision, vol. 9087, pp. 335-347, Springer International, Lecture Notes in Computer Science, Lège-Cap Ferret, France, May/June, 2015
    BibTeX
    @inproceedings{2015-hpdb-SSVM,
    author = {Stefan Heldmann and Thomas Polzin and Alexander Derksen and Benjamin Berkels},
    title = {An Image Registration Framework for Sliding Motion with Piecewise Smooth Deformations},
    booktitle = {Scale Space and Variational Methods in Computer Vision},
    year = {2015},
    month = {May/June},
    abstract = {We present a novel variational framework for image registration with explicit modeling of sliding motion, as it occurs, e.g., in the medical context at organ boundaries. The key of our method is a piecewise smooth deformation model that allows for discontinuities at the sliding interfaces while keeping the sliding domain in contact with its surrounding. The presented approach is generic and can be used with a large class of both image similarity measures and regularizers for the deformations. A useful byproduct of the proposed method is an automatic propagation of a given segmentation from one image to the other. We proof existence of minimizers under rather mild assumptions and present an efficient scheme for computing a numerical solution. The minimization is based on a splitting approach with alternating derivative based Gauss-Newton and fast first order convex optimization. Finally, we evaluate the proposed method on synthetic and real data.},
    series = {Lecture Notes in Computer Science},
    pages = {335--347},
    address = {Lège-Cap Ferret, France},
    publisher = {Springer International},
    volume = {9087},
    editor = {Jean-François Aujol and Mila Nikolova and Nicolas Papadakis},
    }
  • Rühaak, J., Derksen, A., Heldmann, S., Hallmann, M. and Meine, H.: Accurate CT-MR image registration for deep brain stimulation: a multi-observer evaluation study in SPIE Medical Imaging 2015: Image Processing, Orlando, Florida, USA, February, 2015
    BibTeX
    @INPROCEEDINGS{2015-SPIE-RDHHM,
    	author = {R\"{u}haak, Jan and Derksen, Alexander and Heldmann, Stefan and Hallmann, Marc and Meine, Hans},
    	booktitle = {SPIE Medical Imaging 2015: Image Processing},
    	title = {Accurate CT-MR image registration for deep brain stimulation: a multi-observer evaluation study},
    	year = {2015},
    	address = {Orlando, Florida, USA},
    	month = {February}	
    }
  • Papenberg, N., König, L., Heldmann, S., Derksen, A., Modersitzki, J. and Haas, B.: A Locally Variable Transformation Model for Deformable Image Registration Using Tissue Properties in Varian Research Partnership Symposium, Atlanta, Georgia, USA, March, 2015
    BibTeX
    @INPROCEEDINGS{papenberg2015locally,
    	author = {Papenberg, Nils and König, Lars and Heldmann, Stefan and Derksen, Alexander and Modersitzki, Jan and Haas, Benjamin},
    	booktitle = {Varian Research Partnership Symposium},
    	title = {A Locally Variable Transformation Model for Deformable Image Registration Using Tissue Properties},
    	year = {2015},
    	address = {Atlanta, Georgia, USA},
    	month = {March}	
    }

2014

  • Lotz, J., Berger, J., Müller, B., Breuhahn, K., Grabe, N., Heldmann, S., Homeyer, A., Lahrmann, B., Laue, H., Olesch, J., Schwier, M., Sedlaczek, O. and Warth, A.: Zooming in: High Resolution 3D Reconstruction of Differently Stained Histological Whole Slide Images in SPIE Medical Imaging, pp. 904104-1-7, 2014
    BibTeX Datei Abstract
    @inproceedings{lotz2014zooming,
      title={Zooming in: High Resolution 3D Reconstruction of Differently Stained Histological Whole Slide Images},
      author={Johannes Lotz and Judith Berger and Benedikt M\"uller and Kai Breuhahn and Niels Grabe and Stefan Heldmann and Andr\'{e} Homeyer and Bernd Lahrmann and Hendrik Laue and Janine Olesch and Michael Schwier and Oliver Sedlaczek and Arne Warth
    },
      booktitle={SPIE Medical Imaging},
      year={2014},
      organization={International Society for Optics and Photonics},
    pages = {904104-1--7}
    } 
  • Lotz, J., Berger, J., Thiele, H., Olesch, J., Müller, B., Breuhahn, K., Warth, A., Grabe, N., Lahrmann, B., Sedlaczek, O. and Heldmann, S.: Elastic image registration on whole slide images for digital double staining and 3D reconstruction in Poster Submission at the European Molecular Imaging Meeting - EMIM, 2014
    BibTeX Link
    @inproceedings{lotz2014elastic,
      title={Elastic image registration on whole slide images for digital double staining and 3D reconstruction},
      author={Johannes Lotz and Judith Berger and Herbert Thiele and Janine Olesch and Benedikt Müller and Kai Breuhahn and Arne Warth  and Niels Grabe and Bernd Lahrmann and Oliver Sedlaczek and Stefan Heldmann
    },
      booktitle={Poster Submission at the European Molecular Imaging Meeting - EMIM},
      year={2014},
      url = {http://s.fhg.de/wwu},
      organization={European Society for Molecular Imaging}
    }
  • Chen, K., Heldmann, S., Rühaak, J. and Hallmann, M.: Construction of Average STN Atlas using Image Registration and Reconstruction in Proc. MICCAI 2014 Workshop on Deep Brain Stimulation Methodological Challenges - 2nd Edition, Boston, USA, September, 2014
    BibTeX Datei
    @INPROCEEDINGS{2014-DBS-CHRH,
    	author = {Chen, Kanglin and Heldmann, Stefan and R\"{u}haak, Jan and Hallmann, Marc},
    	booktitle = {Proc. MICCAI 2014 Workshop on Deep Brain Stimulation Methodological Challenges - 2nd Edition},
    	title = {Construction of Average STN Atlas using Image Registration and Reconstruction},
    	year = {2014},
    	address = {Boston, USA},
    	month = {September}	
    }
  • Trede, D., Bartels, A., Schiffler, S., Oetjen, J., Becker, M., Aichler, M., Lieb, F., Steinhorst, K., Berger, J., Heldmann, S., Thiele, H., Walch, A., Maass, P. and Alexandrov, T.: A spatially-aware highly-sensitive peak picking method for MALDI-imaging 2014
    BibTeX Link
    @Misc{trede2014DGMS,
      author = 	 {Dennis Trede and Andreas Bartels and Stefan Schiffler and Janina Oetjen and Michael Becker and Michaela Aichler and Florian Lieb and Klaus Steinhorst and Judith Berger and Stefan Heldmann and Herbert Thiele and Axel Walch and Peter Maass and Theodore Alexandrov},
      title = 	 {A spatially-aware highly-sensitive peak picking method for MALDI-imaging},
      note = {Poster Submission at 47. Jahrestagung der Deutschen Gesellschaft für Massenspektrometrie, Frankfurt am Main},
      year = 	 {2014},
      url = 	 {http://www.pharmazie.uni-frankfurt.de/PharmChem/DGMS2014/Programm/Abstracts/Abstracts-Poster.pdf}
    }
  • Thiele, H., Heldmann, S., Trede, D., Strehlow, J., Wirtz, S., Dreher, W., Berger, J., Oetjen, J., Kobarg, J. H., Fischer, B. and thers, .: 2D and 3D MALDI-imaging: conceptual strategies for visualization and data mining Biochimica et Biophysica Acta (BBA)-Proteins and Proteomics, vol. 1844, no. 1, pp. 117-137, Elsevier, 2014
    BibTeX
    @article{thiele20142d,
      title={2D and 3D MALDI-imaging: conceptual strategies for visualization and data mining},
      author={Thiele, Herbert and Heldmann, Stefan and Trede, Dennis and Strehlow, Jan and Wirtz, Stefan and Dreher, Wolfgang and Berger, Judith and Oetjen, Janina and Kobarg, Jan Hendrik and Fischer, Bernd and others},
      journal={Biochimica et Biophysica Acta (BBA)-Proteins and Proteomics},
      volume={1844},
      number={1},
      pages={117--137},
      year={2014},
      publisher={Elsevier}
    }
    

2013

  • Oetjen, J., Aichler, M., Trede, D., Strehlow, J., Berger, J., Heldmann, S., Becker, M., Gottschalk, M., Kobarg, J. H., Wirtz, S., Schiffler, S., Thiele, H., Walch, A., Maass, P. and Alexandrov, T.: MRI-compatible pipeline for three-dimensional MALDI imaging mass spectrometry using PAXgene fixation Journal of Proteomics, vol. 90, pp. 52-60, 2013
    BibTeX
    @article{2013-JP-OATSBHBGKWSTWMA,
    	Author = {Oetjen, Janina and Aichler, Michaela and Trede, Dennis and Strehlow, Jan and Berger, Judith and Heldmann, Stefan and Becker, Michael and Gottschalk, Michael and Kobarg, Jan Hendrik and Wirtz, Stefan and Schiffler, Stefan and Thiele, Herbert and Walch, Axel and Maass, Peter and Alexandrov, Theodore},
    	Journal = {Journal of Proteomics},
    	Pages = {52--60},
    	Title = {MRI-compatible pipeline for three-dimensional MALDI imaging mass spectrometry using PAXgene fixation},
    	Volume = {90},
    	Year = {2013}}
  • Rühaak, J., Heldmann, S., Kipshagen, T. and Fischer, B.: Highly Accurate Fast Lung CT Registration in SPIE Medical Imaging 2013: Image Processing, Lake Buena Vista, Florida, USA, February, 2013
    BibTeX
    @INPROCEEDINGS{2013-SPIE-RHKF,
    	author = {R\"{u}haak, Jan and Heldmann, Stefan and Kipshagen, Till and Fischer, Bernd},
    	booktitle = {SPIE Medical Imaging 2013: Image Processing},
    	title = {Highly Accurate Fast Lung CT Registration},
    	year = {2013},
    	address = {Lake Buena Vista, Florida, USA},
    	month = {February}	
    }
    
  • Polzin, T., Rühaak, J., Werner, R., Strehlow, J., Heldmann, S., Handels, H. and Modersitzki, J.: Combining Automatic Landmark Detection and Variational Methods for Lung CT Registration in Proc. Fifth International MICCAI Workshop on Pulmonary Image Analysis (PIA 2013), pp. 85-96, Nagoya, Japan, September, 2013
    BibTeX
    @INPROCEEDINGS{2013-PIA-PRWSHHM,
    	author = {Polzin, Thomas and R\"{u}haak, Jan and Werner, Ren\'{e} and Strehlow, Jan and Heldmann, Stefan and Handels, Heinz and Modersitzki, Jan},
    	booktitle = {Proc. Fifth International MICCAI Workshop on Pulmonary Image Analysis (PIA 2013)},
    	title = {Combining Automatic Landmark Detection and
    Variational Methods for Lung CT Registration},
    	year = {2013},
    	address = {Nagoya, Japan},
    	month = {September},
           pages = {85--96}
    }
  • Rühaak, J., König, L., Hallmann, M., Papenberg, N., Heldmann, S., Schumacher, H. and Fischer, B.: A Fully Parallel Algorithm for Multimodal Image Registration Using Normalized Gradient Fields in IEEE International Symposium on Biomedical Imaging: From Nano to Macro, San Francisco, California, USA, April, 2013
    BibTeX Link Datei
    @INPROCEEDINGS{2013-ISBI-RKHPHSF,
    	author = {R\"{u}haak, Jan and K\"{o}nig, Lars and Hallmann, Marc and Papenberg, Nils and Heldmann, Stefan and Schumacher, Hanno and Fischer, Bernd},
    	booktitle = {IEEE International Symposium on Biomedical Imaging: From Nano to Macro},
    	title = {A Fully Parallel Algorithm for Multimodal Image Registration Using Normalized Gradient Fields},
    	year = {2013},
    	address = {San Francisco, California, USA},
    	month = {April}	
    url = {http://dx.doi.org/10.1109/ISBI.2013.6556539}
    }
  • Thiele, H., Heldmann, S., Trede, D., Strehlow, J., Wirtz, S., Dreher, W., Berger, J., Oetjen, J., Kobarg, J. H., Fischer, B. and Maass, P.: 2D and 3D MALDI-imaging: Conceptual strategies for visualization and data mining Biochimica et Biophysica Acta (BBA) - Proteins and Proteomics, 2013
    BibTeX
    @article{2013-BBA-THTSWDBOKFM,
    	Author = {Thiele, Herbert and Heldmann, Stefan and Trede, Dennis and Strehlow, Jan and Wirtz, Stefan and Dreher, Wolfgang and Berger, Judith and Oetjen, Janina and Kobarg, Jan Hendrik and Fischer, Bernd and Maass, Peter},
    	Journal = {Biochimica et Biophysica Acta (BBA) - Proteins and Proteomics},
    	Title = {2D and 3D MALDI-imaging: Conceptual strategies for visualization and data mining},
    	Year = {2013}}
    

2012

  • Rühaak, J. and Heldmann, S.: Variational Lung Registration with Explicit Boundary Alignment February, 2012
    BibTeX
    @misc{2012-RH-EMPIRE10,
      title={Variational Lung Registration with Explicit Boundary Alignment},
      author={Rühaak, Jan and Heldmann, Stefan},
      institution={The EMPIRE10 challenge},
      month = {February},
      year={2012}
    }
  • Trede, D., Schiffler, S., Becker, M., Wirtz, S., Steinhorst, K., Strehlow, J., Aichler, M., Kobarg, J. H., Oetjen, J., Heldmann, S., Walch, A., Thiele, H., Maass, P. and Alexandrov, T.: Exploring 3D MALDI imaging mass spectrometry data: 3D spatial segmentation of mouse kidney Analytical Chemistry, vol. 84(14), pp. 6079-87, 2012
    BibTeX
    @article{2012-AC-TSBWSSAKOHWTMA,
    	Author = {Trede, Dennis and Schiffler, Stefan and Becker, Michael and Wirtz, Stefan and Steinhorst, Klaus and Strehlow, Jan and Aichler, Michaela and Kobarg, Jan Hendrik and Oetjen, Janina and Heldmann, Stefan and Walch, Axel and Thiele, Herbert and Maass, Peter and Alexandrov, Theodore},
    	Journal = {Analytical Chemistry},
    	Pages = {6079-87},
    	Title = {Exploring 3D MALDI imaging mass spectrometry data: 3D spatial segmentation of mouse kidney},
    	Volume = {84(14)},
    	Year = {2012}}
    
  • Thiele, H., Heldmann, S. and Fischer, B.: 3D Visualisierung von Organismen in Proceedings der INFORMATIK 2012, vol. 208, pp. 1535-1545, Gesellschaft für Informatik, GI-Editon Lecture Notes in Informatics, Bonn, 2012
    BibTeX
    @inproceedings{2012-INF-THF,
    	Address = {Bonn},
    	Author = {Thiele, H. and Heldmann, S. and Fischer, B.},
    	Booktitle = {Proceedings der INFORMATIK 2012},
    	Editor = {Goltz, U. and Magnor, M. and Appelrath, H-J and Matthies, HK and Balke, W-T and Wolf, L.},
    	Pages = {1535--1545},
    	Publisher = {Gesellschaft f{\"u}r Informatik},
    	Series = {GI-Editon Lecture Notes in Informatics},
    	Title = {3D Visualisierung von Organismen},
    	Volume = {208},
    	Year = {2012}}
    

2011

  • Rühaak, J., Heldmann, S. and Fischer, B.: Improving Lung Registration by Incorporating Anatomical Knowledge: A Variational Approach in Proc. Fourth International MICCAI Workshop on Pulmonary Image Analysis (PULMO 2011), Toronto, Canada, September, 2011
    BibTeX
    @INPROCEEDINGS{2011-MICCAI-PULMO-RHF,
    	author = {R\"{u}haak, Jan and Heldmann, Stefan and Fischer, Bernd},
    	booktitle = {Proc. Fourth International MICCAI Workshop on Pulmonary Image Analysis (PULMO 2011)},
    	title = {Improving Lung Registration by Incorporating Anatomical Knowledge: A Variational Approach},
    	year = {2011},
    	address = {Toronto, Canada},
    	month = {September},
    }
  • Olesch, J., Beuthien, B., Heldmann, S., Papenberg, N. and Fischer, B.: Fast intra-operative nonlinear registration of 3D-CT to tracked, selected 2D-ultrasound slices in SPIE Medical Imaging 2011: Visualization, Image-Guided Procedures, and Modeling, Lake Buena Vista, Florida, USA, February, 2011
    BibTeX
    @INPROCEEDINGS{2011-SPIE-OBHPF,
    	author = {Olesch, Janine and Beuthien, Björn and Heldmann, Stefan and Papenberg, Nils and Fischer, Bernd},
    	booktitle = {SPIE Medical Imaging 2011: Visualization, Image-Guided Procedures, and Modeling},
    	title = {Fast intra-operative nonlinear registration of 3D-CT to tracked, selected 2D-ultrasound slices},
    	year = {2011},
    	address = {Lake Buena Vista, Florida, USA},
    	month = {February}	
    }

2010

  • Beuthien, B., Papenberg, B., Heldmann, S. and Fischer, B.: Volume-constrained image registration for pre- and post-operative CT liver data in SPIE Medical Imaging, San Diego, California, USA, February, 2010
    BibTeX Datei
    @INPROCEEDINGS{2010-SPIE-BPHF,
      author    = {Beuthien, B. and Papenberg, B. and Heldmann, S. and Fischer, B.},
      title     = {Volume-constrained image registration for pre- and post-operative {CT} liver data},
      booktitle = {SPIE Medical Imaging},
      year      = {2010},
      address   = {San Diego, California, USA},
      month     = {February}}
  • Papenberg, N., Schumacher, H., Heldmann, S., Böhler, T., van Straaten, D. and Wirtz, S.: Multimodale Registrierung von Knochen-Szintigraphien und Röntgenbildern in Bildverarbeitung für die Medizin, pp. 335-339, 2010
    BibTeX
    @inproceedings{2010-BVM-PSHBSW,
    	Author = {Papenberg, N. and Schumacher, H. and Heldmann, S. and B{\"o}hler, T. and van Straaten, D. and Wirtz, S.},
    	Booktitle = {Bildverarbeitung f{\"u}r die Medizin},
    	Pages = {335--339},
    	Title = {Multimodale Registrierung von Knochen-Szintigraphien und R{\"o}ntgenbildern},
    	Year = {2010}}
    
  • Heldmann, S.: Multimodal Registration of MR Images with a Novel Least-squares Distance Measure Medical Imaging 2010: Image Processing, SPIE, February, 2010
    BibTeX Link Datei
    @conference{2010-SPIE-H,
      author = {Heldmann, Stefan},
      title = {Multimodal Registration of {MR} Images with a Novel Least-squares Distance Measure},
      journal = {Medical Imaging 2010: Image Processing },
      Xvolume = {7623},
      year = {2010},
      publisher={SPIE},
      month={February},
      DOI={10.1117/12.844466},
      adress={San Diego},
    }
  • Heldmann, S., Beuthien, B., Olesch, J., Papenberg, N. and Fischer, B.: Improved Minimal-Invasive Laparoscopic Liver Surgery by Registration of 3D CT and 2D Ultrasound Slices in BMT 2010 - FAL-Sessions, Hot-Topic Sessions, Projektsessions (BMT 2010 - FAL-Sessions - Hot-Topic Sessions - Projektsessions), Rostock, Germany, 2010
    BibTeX Datei
    @inproceedings{2010-BMT-HBOPF,
    	Address = {Rostock, Germany},
    	Author = {Heldmann, Stefan and Beuthien, Bj{\"o}rn  and Olesch, Janine and Papenberg, Nils and Fischer, Bernd},
    	Booktitle = {BMT 2010 - FAL-Sessions, Hot-Topic Sessions, Projektsessions (BMT 2010 - FAL-Sessions - Hot-Topic Sessions - Projektsessions)},
    	Title = {Improved Minimal-Invasive Laparoscopic Liver Surgery by Registration of 3D CT and 2D Ultrasound Slices},
    	Year = {2010},
    }

2009

  • Ens, K., Heldmann, S., Modersitzki, J. and Fischer, B.: Improving a Registration and/or Segmentation Task by Incorporating Characteristics of the Displacement Field in Proceedings of the SPIE 2009, Medical Imaging, vol. 5370, pp. 304-313, SPIE, 2009
    BibTeX Datei
    @INPROCEEDINGS{2009-SPIE-EHMF,
      	author = {Ens, Konstantin and Heldmann, Stefan and Modersitzki, Jan and Fischer, Bernd},
     	 title = {Improving a Registration and/or Segmentation Task by Incorporating Characteristics of the Displacement Field},
      	booktitle = {Proceedings of the SPIE 2009, Medical Imaging},
      	year = {2009},
      	editor = {JM Fitzpatrick and M Sonka},
      	volume = {5370},
      	pages = {304--313},
      	publisher = {SPIE},
    }
  • Heldmann, S. and Zidowitz, S.: Elastic Registration of Multiphase CT Images of Liver in SPIE Medical Imaging 2009: Image Processing, vol. 7259, SPIE, March, 2009
    BibTeX Link Datei
    @conference{2009-SPIE-HZ,
      author = {Heldmann, Stefan and Zidowitz, Stephan},
      title = {Elastic Registration of Multiphase {CT} Images of Liver},
      booktitle={SPIE Medical Imaging 2009: Image Processing},
      volume = {7259},
      year = {2009},
      month={March},
      publisher={SPIE},
      location={Lake Buena Vista, FL, USA },
      DOI={10.1117/12.811415},
    }
  • Heldmann, S. and Papenberg, N.: A Variational Approach for Volume-to-Slice Registration in SSVM `09: Proceedings of the Second International Conference on Scale Space and Variational Methods in Computer Vision, vol. 5567, pp. 624-635, Springer Berlin/ Heidelberg, LNCS, 2009
    BibTeX Link Datei
    @ARTICLE{2009-SSVM-HP,
      author = {Heldmann, Stefan and Papenberg, Nils},
      title = {A Variational Approach for Volume-to-Slice Registration},
      booktitle= {SSVM '09: Proceedings of the Second International Conference on Scale Space and Variational Methods in Computer Vision},
      Series = {LNCS}
      volume = {5567},
      year = {2009},
      location={Voss, Norway},
      publisher={Springer Berlin/ Heidelberg},
      pages = {624-635},
      DOI={10.1007/978-3-642-02256-2_52},
      ISBN={978-3-642-02255-5},
    }
  • Haber, E., Heldmann, S. and Modersitzki, J.: A Scale-Space Approach to Landmark Constrained Image Registration in Proceedings of the Second International Conference on Scale Space Methods and Variational Methods in Computer Vision (SSVM), pp. 1-12, Springer LNCS, 2009
    BibTeX Datei
    @INPROCEEDINGS{2009-SSVM-HHM,
      author = {Haber, Eldad and Heldmann, Stefan and Modersitzki, Jan},
      title = {A Scale-Space Approach to Landmark Constrained Image Registration},
      booktitle = {Proceedings of the Second International Conference on Scale Space Methods and  
                   Variational Methods in Computer Vision (SSVM)},
      year = {2009},
      pages = {1-12},
      alteditor = {B de Moor and B Motmans},
      publisher = {Springer LNCS},
    }
  • Heldmann, S. and Papenberg, N.: A Scale-Space Approach for Image Registration of Vessel Structures Bildverarbeitung für die Medizin, pp. 137-141, Springer, Informatik aktuell, 2009
    BibTeX Link Datei
    @conference{2009-BVM-HP,
      author = {Heldmann, Stefan and Papenberg, Nils},
      title = {A Scale-Space Approach for Image Registration of Vessel Structures},
      journal = {Bildverarbeitung f\"{u}r die Medizin},
      Series = {Informatik aktuell},
      Xvolume = {7},
      year = {2009},
      publisher={Springer},
      pages = {137-141},
      DOI={10.1007/978-3-540-93860-6_28},
    }
  • Haber, E., Heldmann, S. and Modersitzki, J.: A Framework for Image-Based Constrained Registration with an Application to Local Rigidity Linear Algebra and its Applications, vol. 431, pp. 459-470, 2009
    BibTeX Datei
    @ARTICLE{2009-LAA-HHM,
      author = {Haber, Eldad and Heldmann, Stefan and Modersitzki, Jan},
      title = {A Framework for Image-Based Constrained Registration with an Application to Local Rigidity},
      journal = {Linear Algebra and its Applications},
      volume = {431},
      year = {2009},
      pages = {459-470},
     }
  • Lange, T., Papenberg, N., Heldmann, S., Modersitzki, J., Fischer, B. and Schlag, P. M.: 3D Ultrasound-CT Alignment of the Liver using Combined Landmark-Intensity Registration International Journal of Computer Assisted Radiology and Surgery, vol. 4, no. 1, pp. 79-88, 2009
    BibTeX Datei
    @article{LangeEtAl2009,
    	Author = {Lange, Thomas and Papenberg, Nils and Heldmann, Stefan and Modersitzki, Jan and Fischer, Bernd and Schlag, Peter M.},
    	Journal = {International Journal of Computer Assisted Radiology and Surgery},
    	Number = {1},
    	Pages = {79--88},
    	Title = {3D Ultrasound--{CT} Alignment of the Liver using Combined Landmark--Intensity Registration},
    	Volume = {4},
    	Year = {2009}}
    

2008

  • Schumacher, H., Heldmann, S., Haber, E. and Fischer, B.: Iterative Reconstruction of SPECT Images using Adaptive Multil-Level Refinement in Bildverarbeitung für die Medizin 2008, pp. 318 - 323, Springer, Informatik aktuell, 2008
    BibTeX Datei
    @inproceedings{2008-BVM-SHHF,
    	Author = {Schumacher, Hanno and Heldmann, Stefan and Haber, Eldad and Fischer, Bernd},
    	Booktitle = {Bildverarbeitung f{\"u}r die Medizin 2008},
    	Title = {Iterative Reconstruction of SPECT Images using Adaptive Multil-Level Refinement},
    	Year = {2008}}
    	Editor = {T. Tolxdoff and J. Braun and T.M. Deserno and H. Handels and A. Horsch and {H.-P. Meinzer}},
    	Pages = {318 -- 323},
    	Publisher = {Springer},
    	Series = {Informatik aktuell},
    	Year = {2008}
    	ISBN={ 978-3-540-78639-9},
    }
  • Haber, E., Heldmann, S. and Modersitzki, J.: Adaptive Mesh Refinement for Nonparametric Image Registration SIAM Journal on Scientific Computing, vol. 30, no. 6, pp. 3012-3027, SIAM, 2008
    BibTeX Link Link Datei
    @ARTICLE{2008-SIAM-HHM,
      author = {Haber, Eldad and Heldmann, Stefan and Modersitzki, Jan},
      title = {Adaptive Mesh Refinement for Nonparametric Image Registration},
      journal = {SIAM Journal on Scientific Computing},
      volume = {30},
      number={6},
      year = {2008},
      publisher={SIAM},
      pages = {3012-3027},
      DOI={10.1137/070687724},
      url = {http://link.aip.org/link/?SCE/30/3012},
    }
  • Lange, T., Papenberg, N., Heldmann, S., Modersitzki, J., Fischer, B. and Schlag, P. M.: 3D Ultrasound-CT Alignment of the Liver using Combined Landmark-Intensity Registration in Internationnal Conference on Computer Assisted Radiology and Surgery 2008 (CARS `08), 2008
    BibTeX Datei
    @inproceedings{2008-CARS-LPHMFLS,
    	Author = {Lange, Thomas and Papenberg, Nils and Heldmann, Stefan and Modersitzki, Jan and Fischer, Bernd and Schlag, Peter M.},
    	Booktitle = {Internationnal Conference on Computer Assisted Radiology and Surgery 2008 (CARS '08)},
    	Title = {{3D Ultrasound--CT Alignment of the Liver using Combined Landmark--Intensity Registration}},
    	Year = {2008}}
    

2007

  • Schmitt, O., Modersitzki, J., Heldmann, S., Wirtz, S. and Fischer, B.: Image Registration of Sectioned Brains International Journal of Computer Vision, vol. 73, no. 1, pp. 5-39, Springer Netherlands, 2007
    BibTeX Link Datei
    @ARTICLE{2007-IJCV-SMHWF,
      author = {Schmitt, Oliver and Modersitzki, Jan and Heldmann, Stefan and Wirtz, Stefen and Fischer, Bernd},
      title = {Image Registration of Sectioned Brains },
      journal = {International Journal of Computer Vision },
      volume = {73},
      number={1},
      year = {2007},
      publisher={Springer Netherlands},
      pages = {5-39},
      DOI={10.1007/s11263-006-9780-x},
      ISSN={0920-5691 (Print), 1573-1405 (Online)},
    }
  • Haber, E. and Heldmann, S.: An OcTree Multigrid Method for Quasi-Static Maxwell’s Equations with Highly Discontinuous Coefficients Journal of Computational Physics, pp. 783-796, Elsevier Inc, 2007
    BibTeX Link Datei
    @ARTICLE{2007-JCP-HH,
      author = {Haber, Eldad and Heldmann, Stefan},
      title = {An OcTree Multigrid Method for Quasi-Static Maxwell’s Equations with Highly
      Discontinuous Coefficients },
      journal = {Journal of Computational Physics},
      Xvolume = {223},
      Xnumber = {2},
      year = {2007},
      publisher={Elsevier Inc},
      pages = {783-796},
      DOI={10.1016/j.jcp.2006.10.012 },
     }
  • Haber, E., Heldmann, S. and Modersitzki, J.: An OcTree Method for Parametric Image Registration SIAM Journal on Scientific Computing, vol. 29, no. 5, pp. 2008-2023, SIAM, 2007
    BibTeX Link Link Datei
    @ARTICLE{2007-SIAM-HHM,
      author = {Haber, Eldad and Heldmann, Stefen and Modersitzki, Jan },
      title = {An OcTree Method for Parametric Image Registration },
      journal = {SIAM Journal on Scientific Computing},
      volume = {29},
      number={5},
      year = {2007},
      publisher={SIAM},
      pages = {2008-2023},
      DOI={10.1137/060662605},
      url = {http://link.aip.org/link/?SCE/29/2008/1},
    }
  • Haber, E., Heldmann, S. and Ascher, U.: Adaptive Finite Volume Method for Distributed Non-smooth Parameter Identification Inverse Problems, pp. 1659-1676, 2007
    BibTeX Link
    @ARTICLE{2007-IP-HHA,
      author = {Haber, Eldad and Heldmann, Stefan and Ascher, Uri},
      title = {Adaptive Finite Volume Method for Distributed Non-smooth Parameter Identification},
      journal = {Inverse Problems},
      Xvolume = {23},
      Xnumber = {4},
      year = {2007},
      pages = {1659-1676},
      DOI={10.1088/0266-5611/23/4/017},
    }
  • Papenberg, N., Schumacher, H., Heldmann, S., Wirtz, S., Bommersheim, S., Ens, K., Modersitzki, J. and Fischer, B.: A Fast and Flexible Image Registration Toolbox: Design and Implementation of the General Approach vol. 5, pp. 106-110, Springer Berlin/ Heidelberg, Informatik aktuell, 2007
    BibTeX Link Datei
    @conference{2007-BVM-FLIRT,
      author = {Papenberg, Nils and Schumacher, Hanno and Heldmann, Stefan and Wirtz, Stefan and Bommersheim, Silke and Ens, Konstantin and Modersitzki, Jan and Fischer, Bernd},
      title = {A Fast and Flexible Image Registration Toolbox: Design and Implementation of the General Approach},
      book= {Bildverarbeitung f\"{u}r die Medizin 2007},
      Series = {Informatik aktuell},
      Editor = {A. Horsch and T.M. Deserno and H. Handels and {H.-P. Meinzer} and T. Tolxdoff},
      volume = {5},
      year = {2007},
      publisher={Springer Berlin/ Heidelberg},
      pages = {106-110},
      DOI={10.1007/978-3-540-71091-2},
      ISSN={1431-472X},
      ISBN={978-3-540-71090-5 (Print), 978-3-540-71091-2 (Online)},
    }

2006

  • Heldmann, S.: Non-Linear Registration based on Mutual Information 2006
    BibTeX
    @phdthesis{2006-PhD-Heldmann,
    	Author = {Heldmann, Stefan},
    	School = {Institute of Mathematics, University of L\"ubeck},
    	Title = {Non-Linear Registration based on Mutual Information},
    	ISBN= {978-3-8325-1481-5},
    	Year = {2006},
    }

2005

  • Schmitt, O., Modersitzki, J., Heldmann, S., Wirtz, S., Hömke, L., Heide, W., Kömpf, D. and Wree, A.: Three-dimensional Cytoarchitectonic Analysis of the Posterior Bank of the Human Precentral sulcus Anatomy and Embryology, vol. Volume 210, Numbers 5-6, pp. 387-400, Springer Berlin / Heidelberg, 2005
    BibTeX Link Datei
    @ARTICLE{2005-AE-SMHWHHKW,
      author = {Schmitt, Oliver and Modersitzki, Jan and Heldmann, Stefan and Wirtz, Stefen and H\"{o}mke, L and Heide, W and K\"{o}mpf, D and Wree, A },
      title = {Three-dimensional Cytoarchitectonic Analysis of the Posterior Bank of the Human Precentral sulcus},
      journal = {Anatomy and Embryology},
      volume = {Volume 210, Numbers 5-6},
      year = {2005},
      publisher={Springer Berlin / Heidelberg},
      pages = {387-400},
      DOI={10.1007/s00429-005-0030-8},
      ISSN={0340-2061 (Print), 1432-0568 (Online)},
    }

2004

  • Haber, E., Modersitzki, J. and Heldmann, S.: Multilevel Optimization Methods for Mutual Information Registration no. TR-2004-015-A, Emory University, Atlanta GA 30322, 2004
    BibTeX
    @TECHREPORT{2004-TR-HHM,
      author = {Haber, Eldad and Modersitzki, Jan and Heldmann, Stefan},
      title = {Multilevel Optimization Methods for Mutual Information Registration},
      institution = {Department of Mathematics and Computer Science},
      year = {2004},
      type = {Technical Report},
      number = {TR-2004-015-A},
      address = {Emory University, Atlanta GA 30322},
      note = {Submitted to Inverse Problems},
    }
  • Schmitt, O., Wirtz, S., Modersitzki, J., Fischer, B., Heldmann, S. and Wree, A.: Microregistration and microreconstruction of a whole mouse brain 2004
    BibTeX
    @misc{2004-SWMFHW,
    	Author = {Schmitt, Oliver and Wirtz, Stefan and Modersitzki, Jan and Fischer, Bernd and Heldmann, Stefan and Wree, A.},
    	Howpublished = {Poster, TH 330, NeuroImage 22},
    	Title = {Microregistration and microreconstruction of a whole mouse brain},
    	Year = {2004}}
  • Heldmann, S., Mahnke, O., Potts, D., Modersitzki, J. and Fischer, B.: Fast Computation of Mutual Information in a Variational Image Registration Approach Bildverarbeitung für die Medizin, pp. 448-452, Springer, Informatik aktuell, 2004
    BibTeX Datei
    @conference{2004-BVM-HMPMF,
      author = {Heldmann,Stefan and Mahnke, Oliver and Potts, Daniel and Modersitzki, Jan and Fischer, Bernd },
      title ={ Fast Computation of Mutual Information in a Variational Image Registration Approach },
      journal = {Bildverarbeitung f\"{u}r die Medizin},
      year = {2004},
       pages = {448--452},
      publisher={Springer},
      Series = {Informatik aktuell},
    }