Bildverarbeitung für die Medizin 2018: Algorithmen - Systeme - Anwendungen. Proceedings des Workshops vom 11. bis 13. März 2018 in Erlangen

Front Matter ....Pages I-XXI
 Systems Medicine  (Jan Baumbach)....Pages 1-1
 Reinventing Bone Surgery  (Philippe Cattin)....Pages 2-2
 From Mechanistic to Data-driven Models for Surgical Planning, Guidance and Simulation  (Zeike A. Taylor)....Pages 3-3
 Precision Imaging  (Alejandro Frangi)....Pages 4-4
 Deep Learning Fundamentals  (Katharina Breininger, Vincent Christlein, Tobias Würfl, Andreas Maier)....Pages 5-5
 Advanced Deep Learning Methods  (Paul Jäger, Fabian Isensee, Jens Petersen, David Zimmerer, Jakob Wasserthal, Klaus Hermann Maier-Hein)....Pages 6-6
 Innovation Generation, Disruption and Exponential Technologies in Medical Imaging  (Michael Friebe)....Pages 7-7
 Endoscopy  (Thomas Wittenberg)....Pages 8-8
 Abstract: Digitale Pathologie für mobile Endgeräte  (Hannah Büchner, Ingmar Gergel)....Pages 9-9
 Abstract: Digital Cytomorphology  (Christian Matek, Carsten Marr, Karsten Spiekermann)....Pages 10-10
 Abstract: First Approaches Towards Automatic Detection of Microaneurysms in OCTA Images  (Lennart Husvogt, A. Yasin Alibhai, Eric Moult, James G. Fujimoto, Nadia Waheed, Andreas Maier)....Pages 11-12
 Abstract: Automatic Malignancy Estimation for Pulmonary Nodules from CT Images  (Katrin Mentl, Rimon Saffoury, Andreas Maier)....Pages 13-13
 Abstract: Amplitude of Brain Signals Classify Hunger Status based on Machine Learning in Resting-state fMRI  (Arkan Al-Zubaidi)....Pages 14-15
 Abstract: Assessment of Segmentation Dependence in Macroscopic Lung Cavity Extraction  (Asmaa Khdeir, Tobias Geimer, Shuqing Chen, Eric Goppert, Maximilian Dankbar, Christoph Bert et al.)....Pages 16-16
 Abstract: Percutaneous Pelvis Fixation Using the Camera-augmented C-arm  (Mathias Unberath, Javad Fotouhi, Emerson Tucker, Alex Johnson, Greg Osgood, Nassir Navab)....Pages 17-18
 Abstract: Augmented Reality im Operationssaal  (Stephan Vedder)....Pages 19-19
 Abstract: Efficient Labeling of Optical Coherence Tomography Angiography Data using Eye Tracking  (Lennart Husvogt, Eric Moult, Nadia Waheed, James G. Fujimoto, Andreas Maier)....Pages 20-21
 Abstract: Leveraging Open Source Software to Close Translational Gaps in Medical Image Computing  (Jens Petersen, Sabine Heiland, Marti Bendszus, Jürgen Debus, Marco Nolden, Caspar J. Goch et al.)....Pages 22-22
 3D-CNNs for Deep Binary Descriptor Learning in Medical Volume Data  (Max Blendowski, Mattias P. Heinrich)....Pages 23-28
 Detecting and Measuring Surface Area of Skin Lesions  (Houman Mirzaalian-Dastjerdi, Dominique Töpfer, Michael Bangemann, Andreas Maier)....Pages 29-34
 Abstract: Deep Hashing for Large-Scale Medical Image Retrieval  (Sailesh Conjeti, Magdalini Paschali, Abhijit Guha Roy, Nassir Navab)....Pages 35-35
 Abstract: Physiological Parameter Estimation from Multispectral Images Unleashed  (Sebastian J. Wirkert, Anant S. Vemuri, Hannes G. Kenngott, Sara Moccia, Michael Götz, Benjamin F. B. Mayer et al.)....Pages 36-36
 Abstract: Probabilistic Appearance Models for Medical Image Analysis  (Julia Krüger, Jan Ehrhardt, Heinz Handels)....Pages 37-38
 Abstract: Robust Multi-Scale Anatomical Landmark Detection in Incomplete 3D-CT Data  (Florin C. Ghesu, Bogdan Georgescu, Sasa Grbic, Andreas Maier, Joachim Hornegger, Dorin Comaniciu)....Pages 39-39
 Abstract: Exploring Sparsity in CNNs for Medical Image Segmentation BRIEFnet  (Mattias P. Heinrich, Ozan Oktay)....Pages 40-41
 Abstract: Fast MRI Whole Brain Segmentation with Fully Convolutional Neural Networks  (Abhijit Guha Roy, Sailesh Conjeti, Nassir Navab, Christian Wachinger)....Pages 42-42
 Patient Surface Model and Internal Anatomical Landmarks Embedding  (Xia Zhong, Norbert Strobel, Annette Birkhold, Markus Kowarschik, Rebecca Fahrig, Andreas Maier)....Pages 43-48
 Comparison of Self-similarity Measures for Multi-modal Non-rigid Registration of 3D-PLI Brain Images  (Sharib Ali, Dehui Lin, Markus Axer, Karl Rohr)....Pages 49-54
 Two-Step Trajectory Visualization for Robot-Assisted Spine Radiofrequency Ablations  (Nico Merten, Simon Adler, Magnus Hanses, Sylvia Saalfeld, Mathias Becker, Bernhard Preim)....Pages 55-60
 Unsupervised Pathology Detection in Medical Images using Learning-based Methods  (Hristina Uzunova, Heinz Handels, Jan Ehrhardt)....Pages 61-66
 Classification of Lobular and Ductal Breast Carcinomas by Texture Analysis in DCE-MRI Data  (Kai Nie, Gabriel Mistelbauer, Bernhard Preim)....Pages 67-72
 Abstract: Revealing Hidden Potentials of the q-Space Signal in Breast Cancer  (Paul Jaeger, Sebastian Bickelhaupt, Frederik Bernd Laun, Wolfgang Lederer, Daniel Heidi, Tristan Anselm Kuder et al.)....Pages 73-73
 Elastic Mitral Valve Silicone Replica Made from 3D-Printable Molds Offer Advanced Surgical Training  (Sandy Engelhardt, Simon Sauerzapf, Sameer Al-Maisary, Matthias Karck, Bernhard Preim, Ivo Wolf et al.)....Pages 74-79
 Simulation of Realistic Low Dose Fluoroscopic Images from their High Dose Counterparts  (Sai Gokul Hariharan, Norbert Strobel, Markus Kowarschik, Rebecca Fahrig, Nassir Navab)....Pages 80-85
 Towards Full-body X-ray Images  (Christoph Luckner, Thomas Mertelmeier, Andreas Maier, Ludwig Ritschl)....Pages 86-91
 Influence of Excitation Signal Coupling on Reconstructed Images in Magnetic Particle Imaging  (Anselm von Gladiss, Matthias Graeser, Thorsten M. Buzug)....Pages 92-97
 A Joint Probabilistic Model for Speckle Variance, Amplitude Decorrelation and Interframe Variance (IFV) Optical Coherence Tomography Angiography  (Stefan B. Ploner, Christian Riess, Julia Schottenhamml, Eric M. Moult, Nadia K. Waheed, James G. Fujimoto et al.)....Pages 98-102
 A Simulation Study and Experimental Verification of Hand-Eye-Calibration using Monocular X-Ray  (Petra Dorn, Peter Fischer, Holger Mӧnnich, Philip Mewes, Muhammad Asim Khalil, Abhinav Gulhar et al.)....Pages 103-108
 Background Correction and Stitching of Histological Plaque Images  (Lilli Kaufhold, Heike Goebel, Hanieh Mirzaee, Christoph Strecker, Andreas Harloff, Anja Hennemuth)....Pages 109-114
 Towards In-Vivo X-Ray Nanoscopy  (Leonid Mill, Bastian Bier, Christopher Syben, Lasse Kling, Anika Klingberg, Silke Christiansen et al.)....Pages 115-120
 Towards Fully Automated Determination of Laryngeal Adductor Reflex Latencies through High-Speed Laryngoscopy Image Processing  (Jacob F. Fast, Martin Ptok, Michael Jungheim, Robin Szymanski, Tobias Ortmaier, Lüder A. Kahrs)....Pages 121-126
 Fourier-based Reduction of Directed Streak Artifacts in Cone-Beam CT  (Julia Gawellek, Bastian Bier, Garry Gold, Andreas Maier)....Pages 127-132
 An Open Source Tool for Creating Model Files for Virtual Volume Rendering in PDF Documents  (Axel Newe, Julian Brandner, Wolfgang Aichinger, Linda Becker)....Pages 133-138
 Comparison of Divergence-Free Filters for Cardiac 4D PC-MRI Data  (Mickäel Francisco Sereno, Benjamin Köhler, Bernhard Preim)....Pages 139-144
 Employing Spatial Indexing for Flexibility and Scalability in Brain Biopsy Planning  (Lukas Pezenka, Stefan Wolfsberger, Katja Bühler)....Pages 145-150
 Measuring Finger Lengths from 2D Palm Scans  (Alexander Twrdik, Ulf-Dietrich Braumann, Franziska Abicht, Wieland Kiess, Toralf Kirsten)....Pages 151-156
 Towards Analysis of Mental Stress Using Thermal Infrared Tomography  (Marcin Kopaczka, Thomas Jantos, Dorit Merhof)....Pages 157-162
 Preliminary Study Investigating Brain Shift Compensation using 3D CBCT Cerebral Vascular Images  (Siming Bayer, Roman Schaffert, Nishant Ravikumar, Andreas Maier, Xiaodong Tong, Hu Wang et al.)....Pages 163-168
 Abstract: Patches in Magnetic Particle Imaging  (Mandy Ahlborg, Christian Kaethner, Patryk Szwargulski, Tobias Knopp, Thorsten M. Buzug)....Pages 169-169
 Phasenkontrast Röntgen mit 2 Phasengittern und medizinisch relevanten Detektoren  (Johannes Bopp, Michael Gallersdörfer, Veronika Ludwig, Maria Seifert, Andreas Maier, Gisela Anton et al.)....Pages 170-175
 CT-basiertes virtuelles Fräsen am Felsenbein  (Daniela Franz, Maria Dreher, Martin Prinzen, Matthias Teßmann, Christoph Palm, Uwe Katzky et al.)....Pages 176-181
 Segmentierung von Brustvolumina in Magnetresonanztomographiedaten unter der Verwendung von Deep Learning  (Tatyana Ivanovska, Thomas G. Jentschke, Katrin Hegenscheid, Henry Völzke, Florentin Wörgötter)....Pages 182-187
 Einfluss nicht-rigider Bildregistrierung auf 4D-Dosissimulation bei extrakranieller SBRT  (Nik Mogadas, Thilo Sothmann, René Werner)....Pages 188-193
 Effiziente Segmentierung trachealer Strukturen in MRI-Aufnahmen  (Tatyana Ivanovska, Philip Dietrich, Catherine Schmidt, Henry Völzke, Achim Beule, Florentin Wörgötter)....Pages 194-199
 Abstract: Populationsbasierte 4D Bewegungsatlanten für VR Simulationen  (Andre Mastmeyer, Matthias Wilms, Heinz Handels)....Pages 200-200
 Abstract: Rekonstruktion der initialen Druckverteilung photoakustischer Bilder mit limitiertem Blickwinkel durch maschinelle Lernverfahren  (Dominik Waibel, Janek Gröhl, Fabian Isensee, Klaus Hermann Maier-Hein, Lena Maier-Hein)....Pages 201-201
 Abstract: Erweiterung des Bildgebungsbereiches bei der Magnetpartikelbildgebung durch externe axiale Verschiebungen  (Patryk Szwargulski, Nadine Gdaniec, Matthias Graeser, Martin Mӧddel, Florian Griese, Tobias Knopp)....Pages 202-202
 Abstract: Random-Forest-basierte Segmentierung der subkutanen Fettschicht der Mäusehaut in 3D-OCT-Bilddaten  (Timo Kepp, Christine Droigk, Malte Casper, Michael Evers, Nunciada Salma, Dieter Manstein et al.)....Pages 203-203
 Towards Whole-body CT Bone Segmentation  (André Klein, Jan Warszawski, Jens Hillengaß, Klaus Hermann Maier-Hein)....Pages 204-209
 Ideal Seed Point Location Approximation for GrowCut Interactive Image Segmentation  (Mario Amrehn, Maddalena Strumia, Stefan Steidl, Tim Horz, Markus Kowarschik, Andreas Maier)....Pages 210-215
 Transfer Learning for Breast Cancer Malignancy Classification based on Dynamic Contrast-Enhanced MR Images  (Christoph Haarburger, Peter Langenberg, Daniel Truhn, Hannah Schneider, Johannes Thüring, Simone Schrading et al.)....Pages 216-221
 Traditional Machine Learning Techniques for Streak Artifact Reduction in Limited Angle Tomography  (Yixing Huang, Yanye Lu, Oliver Taubmann, Guenter Lauritsch, Andreas Maier)....Pages 222-227
 Classification of Polyethylene Particles and the Local CD3+ Lymphocytosis in Histological Slices  (Lara-Maria Steffes, Marc Aubreville, Stefan Sesselmann, Veit Krenn, Andreas Maier)....Pages 228-233
 Synthetic Fundus Fluorescein Angiography using Deep Neural Networks  (Florian Schiffers, Zekuan Yu, Steve Arguin, Andreas Maier, Qiushi Ren)....Pages 234-238
 Hippocampus Segmentation and SPHARM Coefficient Selection are Decisive for MCI Detection  (A. Uhl, M. Liedlgruber, K. Butz, Y. Höller, G. Kuchukhidze, A. Taylor et al.)....Pages 239-244
 Classification of Mitotic Cells  (Maximilian Krappmann, Marc Aubreville, Andereas Maier, Christof Bertram, Robert Klopfleisch)....Pages 245-250
 Markerless Coil Classification and Localization in a Routine MRI Examination Setting using an RGB-D Camera  (Janani G. Nadar, Xia Zhong, Andreas Maier)....Pages 251-256
 Comparative Analysis of Unsupervised Algorithms for Breast MRI Lesion Segmentation  (Sulaiman Vesal, Nishant Ravikumar, Stephan Ellman, Andreas Maier)....Pages 257-262
 Segmentation of Fat and Fascias in Canine Ultrasound Images  (Oleksiy Rybakov, Daniel Stromer, Irina Mischewski, Andreas Maier)....Pages 263-268
 Manifold Learning-based Data Sampling for Model Training  (Shuqing Chen, Sabrina Dorn, Michael Lell, Marc Kachelrieß, Andreas Maier)....Pages 269-274
 Computer-aided Detection of the Most Suitable MRI Sequences for Subsequent Spinal Metastasis Delineation  (Georg Hille, Steffen Serowy, Klaus Tönnies, Sylvia Saalfeld)....Pages 275-279
 Abstract: Deep Residual Learning for Limited Angle Artefact Correction  (Alena-K. Schnurr, Khanlian Chung, Lothar R. Schad, Frank G. Zöllner)....Pages 280-280
 Abstract: AngioUnet  (Christian Neumann, Klaus-D. Tönnies, Regina Pohle-Fröhlich)....Pages 281-281
 Abstract: Measuring Muscle Contractions from Single Element Transducer Ultrasound Data using Machine Learning Strategies  (Lukas Brausch, Holger Hewener)....Pages 282-282
 Abstract: Automated Segmentation of Bones for the Age Assessment in 3D MR Images using Convolutional Neural Networks  (Markus Auf-der-Mauer, Paul-Louis Pröve, Eilin Jopp, Jochen Herrmann, Michael Groth, Michael M. Morlock et al.)....Pages 283-283
 Abstract: OCT-OCTA Segmentation  (Julia Schottenhamml, Eric M. Moult, Eduardo A. Novais, Martin F. Kraus, ByungKun Lee, WooJhon Choi et al.)....Pages 284-284
 Human Pose Estimation from Pressure Sensor Data  (Leslie Casas, Chris Mürwald, Felix Achilles, Diana Mateus, Dietrich Huber, Nassir Navab et al.)....Pages 285-290
 Force-feedback-assisted Bone Drilling Simulation Based on CT Data  (Johannes Maier, Michaela Huber, Uwe Katzky, Jerome Perret, Thomas Wittenberg, Christoph Palm)....Pages 291-296
 Direct Volume Rendering in Virtual Reality  (Ingrid Scholl, Sebastian Suder, Stefan Schiffer)....Pages 297-302
 Automatic Multi-modal Cervical Spine Image Atlas Segmentation  (Ibraheem Al-Dhamari, Sabine Bauer, Dietrich Paulus)....Pages 303-308
 SlideRunner  (Marc Aubreville, Christof Bertram, Robert Klopfleisch, Andreas Maier)....Pages 309-314
 Automated Containerized Medical Image Processing Based on MITK and Python  (Caspar J. Goch, Jasmin Metzger, Martin Hettich, André Klein, Tobias Norajitra, Michael Götz et al.)....Pages 315-315
 Multi-channel Deep Transfer Learning for Nuclei Segmentation in Glioblastoma Cell Tissue Images  (Thomas Wollmann, Julia Ivanova, Manuel Gunkel, Inn Chung, Holger Erfle, Karsten Rippe et al.)....Pages 316-321
 Stitching Pathological Tissue Images using DOP Feature Tracking  (Matthias Bergler, Maximilian Weiherer, Tobias Bergen, Malte Avenhaus, David Rauber, Thomas Wittenberg et al.)....Pages 322-327
 Motion Artifact Detection in Confocal Laser Endomicroscopy Images  (Maike Stoeve, Marc Aubreville, Nicolai Oetter, Christian Knipfer, Helmut Neumann, Florian Stelzle et al.)....Pages 328-333
 Variational Networks for Joint Image Reconstruction and Classification of Tumor Immune Cell Interactions in Melanoma Tissue Sections  (Alexander Effland, Michael Hölzel, Teresa Klatzer, Erich Kobler, Jennifer Landsberg, Leonie Neuhäuser et al.)....Pages 334-340
 Frangi-Net  (Weilin Fu, Katharina Breininger, Roman Schaffert, Nishant Ravikumar, Tobias Würfl, Jim Fujimoto et al.)....Pages 341-346
 Lung Vessel Enhancement in Low-Dose CT Scans  (Nico Merten, Kai Lawonn, Philipp Gensecke, Oliver Großer, Bernhard Preim)....Pages 347-352
 Whole Heart and Great Vessel Segmentation with Context-aware of Generative Adversarial Networks  (Mina Rezaei, Haojin Yang, Christoph Meinel)....Pages 353-358
 Impact of Gradual Vascular Deformations on the Intra-aneurysmal Hemodynamics  (Samuel Voß, Patrick Saalfeld, Sylvia Saalfeld, Oliver Beuing, Gabor Janiga, Bernhard Preim)....Pages 359-364
 Myocardial Twist from X-ray Angiography  (Tobias Geimer, Mathias Unberath, Johannes Höhn, Stephan Achenbach, Andreas Maier)....Pages 365-370
 Abstract: Retrieval of Attenuation Values by the Augmented Likelihood Image Reconstruction in the Presence of Metal Artefacts  (Maik Stille, Christian Ziemann, Florian Cremers, Dirk Rades, Thorsten M. Buzug)....Pages 371-371
 Abstract: Efficient Epipolar Consistency  (André Aichert, Katharina Breininger, Thomas Köhler, Andreas Maier)....Pages 372-372
 Magnetic-Particle-Imaging mit mehreren Gradientenstärken  (Patryk Szwargulski, Nadine Gdaniec, Tobias Knopp)....Pages 373-373
 3D Adaptive Wavelet Shrinkage Denoising while Preserving Fine Structures  (Cosmin Adrian Morariu, Alice Eckhardt, Tobias Terheiden, Stefan Landgräber, Marcus Jäger, Josef Pauli)....Pages 374-379
 Abstract: QuaSI – Quantile Sparse Image  (Franziska Schirrmacher, Thomas Köhler, Lennart Husvogt, James G. Fujimoto, Joachim Hornegger, Andreas K. Maier)....Pages 380-380
Back Matter ....Pages 381-384