Table of Contents

• Unsupervised Segmentation of Wounds in Optical Coherence Tomography Images Using Invariant Information ClusteringJulia Andresen, Timo Kepp, Michael Wang-Evers, Jan Ehrhardt, Dieter Manstein, Heinz Handels. 1-6 [doi]
• Iterative 3D CNN Based Segmentation of Vascular Trees in Liver CTMona Schumacher, Ragnar Bade, Andreas Genz, Mattias P. Heinrich. 7-12 [doi]
• Robust Liver Segmentation with Deep Learning Across DCE-MRI Contrast PhasesAnnika Hänsch, Felix Thielke, Hans Meine, Shereen Rennebaum, Matthias F. Froelich, Lena S. Becker, Jan B. Hinrichs, Andrea Schenk. 13-18 [doi]
• Abstract: Light-weight Semantic Segmentation and Labelling of Vertebrae in 3D-CT ScansHellena Hempe, Mattias P. Heinrich. 19 [doi]
• Few-shot Unsupervised Domain Adaptation for Multi-modal Cardiac Image SegmentationMingxuan Gu, Sulaiman Vesal, Ronak Kosti, Andreas K. Maier. 20-25 [doi]
• Unsupervised Anomaly Detection in the WildDavid Zimmerer, Daniel Paech, Carsten Lüth, Jens Petersen, Gregor Köhler, Klaus H. Maier-Hein. 26-31 [doi]
• Epistemic and Aleatoric Uncertainty Estimation for PED, Segmentation in Home OCT ImagesTimo Kepp, Julia Andresen, Helge Sudkamp, Claus von der Burchard, Johann Roider, Gereon Hüttmann, Jan Ehrhardt, Heinz Handels. 32-37 [doi]
• Quality Monitoring of Federated Covid-19 Lesion SegmentationCamila González, Christian L. Harder, Amin Ranem, Ricarda Fischbach, Isabel J. Kaltenborn, Armin Dadras, Andreas M. Bucher, Anirban Mukhopadhyay 0003. 38-43 [doi]
• Detection of Large Vessel Occlusions Using Deep Learning by Deforming Vessel Tree SegmentationsFlorian Thamm, Oliver Taubmann, Markus Jürgens, Hendrik Ditt, Andreas K. Maier. 44-49 [doi]
• Abstract: nnDetection - A Self-configuring Method for Medical Object DetectionMichael Baumgartner, Paul F. Jäger, Fabian Isensee, Klaus H. Maier-Hein. 50 [doi]
• Machine Learning-based Detection of Spherical Markers in CT VolumesDisha D. Rao, Nicole Maass, Frank Dennerlein, Andreas K. Maier, Yixing Huang. 51-56 [doi]
• A Keypoint Detection and Description Network Based on the Vessel Structure for Multi-modal Retinal Image RegistrationAline Sindel, Bettina Hohberger, Sebastian Fassihi Dehcordi, Christian Y. Mardin, Robert Lämmer, Andreas K. Maier, Vincent Christlein. 57-62 [doi]
• Training Deep Learning Models for 2D Spine X-rays Using Synthetic Images and Annotations Created from 3D CT VolumesRichin Sukesh, Andreas Fieselmann, Srikrishna Jaganathan, Karthik Shetty, Rainer Kärgel, Florian Kordon, Steffen Kappler, Andreas K. Maier. 63-68 [doi]
• Robust Intensity-based Initialization for 2D-3D Pelvis Registration (RobIn)Stephanie Häger, Annkristin Lange, Stefan Heldmann, Jan Modersitzki, Andreas Petersik, Manuel Schröder, Heiko Gottschling, Thomas Lieth, Erich Zähringer, Jan Hendrik Moltz. 69-74 [doi]
• Learning an Airway Atlas from Lung CT Using Semantic Inter-patient Deformable RegistrationFenja Falta, Lasse Hansen, Marian Himstedt, Mattias P. Heinrich. 75-80 [doi]
• Abstract: Guided Filter Regularization for Improved Disentanglement of Shape and Appearance in Diffeomorphic AutoencodersHristina Uzunova, Heinz Handels, Jan Ehrhardt. 81 [doi]
• Abstract: Automatic Path Planning for Safe Guide Pin Insertion in PCL Reconstruction SurgeryFlorian Kordon, Andreas K. Maier, Benedict Swartman, Maxim Privalov, Jan Siad El Barbari, Holger Kunze. 82 [doi]
• Heads up A Study of Assistive Visualizations for Localisation Guidance in Virtual RealityJan N. Hombeck, Nils Lichtenberg, Kai Lawonn. 83-88 [doi]
• Support Point Sets for Improving Contactless Interaction in Geometric Learning for Hand Pose EstimationNiklas Hermes, Lasse Hansen, Alexander Bigalke, Mattias P. Heinrich. 89-94 [doi]
• Automatic Switching of Organ Programs in Interventional X-ray Machines Using Deep LearningArpitha Ravi, Florian Kordon, Andreas K. Maier. 95-100 [doi]
• Ermittlung der Geometrie von Amputationsstümpfen mittels UltraschallCarina Krosse, Rainer Brucher, Alfred Franz. 101-106 [doi]
• Monte Carlo Dose Simulation for In-Vivo X-Ray NanoscopyFabian Wagner, Mareike Thies, Marek Karolczak, Sabrina Pechmann, Yixing Huang, Mingxuan Gu, Lasse Kling, Daniela Weidner, Oliver Aust, Georg Schett, Silke H. Christiansen, Andreas K. Maier. 107-112 [doi]
• Abstract: How to Generate Patient Benefit with Surgical Data Science - Results of an International Delphi ProcessMatthias Eisenmann, Minu Dietlinde Tizabi, Keno März, Lena Maier-Hein. 113 [doi]
• Abstract: The Importance of Dataset Choice Lessons Learned from COVID-19 X-ray Imaging ModelsBeatriz Garcia Santa Cruz, Matías Nicolás Bossa, Jan Sölter, Frank Hertel, Andreas Husch. 114 [doi]
• Analysis of Celiac Disease with Multimodal Deep LearningDavid Rauber, Robert Mendel, Markus W. Scheppach, Alanna Ebigbo, Helmut Messmann, Christoph Palm. 115-120 [doi]
• Form Follows Function - Smart Network Design Enables Zero-shot Network ReuseWeilin Fu, Lennart Husvogt, Katharina Breininger, Roman Schaffert, Omar Abu-Qamar, James G. Fujimoto, Andreas K. Maier. 121-126 [doi]
• Abstract: C-arm Positioning for Spinal Standard Projections in Different Intra-operative SettingsLisa Kausch, Sarina Thomas, Holger Kunze, Tobias Norajitra, André Klein, Jan Siad El Barbari, Maxim Privalov, Sven Yves Vetter, Andreas H. Mahnken, Lena Maier-Hein, Klaus H. Maier-Hein. 127 [doi]
• Abstract: Verbesserung des 2D U-Nets für die 3D Mikrotomographie mit Synchrotronstrahlung mittels Multi-Axes FusingIvo M. Baltruschat, Hanna Cwieka, Diana Krüger, Berit Zeller-Plumhoff, Frank Schlünzen, Regine Willumeit-Römer, Julian Moosmann, Philipp Heuser. 128 [doi]
• Efficient Patient Orientation Detection in Videofluoroscopy Swallowing StudiesLuisa Neubig, René Groh, Melda Kunduk, Deirdre Larsen, Rebecca Leonard, Andreas M. Kist. 129-134 [doi]
• TowardsWeakly Supervised Segmentation of Orthopaedic X-ray Images Using Constrained-CNN LossesNikolaus Arbogast, Holger Kunze, Florian Kordon, Benedict Swartman, Jan Siad El Barbari, Katharina Breininger. 135-140 [doi]
• 3D Reconstruction of the Colon from Monocular Sequences Evaluation by 3D-printed Phantom DataRalf Hackner, Thomas Eixelberger, Milan Schmidle, Volker Bruns, Edgar Lehmann, Udo Geissler, Thomas Wittenberg. 141-146 [doi]
• Diffusion MRI Specific Pretraining by Self-supervision on an Auxiliary DatasetLeon Weninger, Jarek Ecke, Chuh-Hyoun Na, Kerstin Jütten, Dorit Merhof. 147-152 [doi]
• Thrombus Detection in Non-contrast Head CT Using Graph Deep LearningAntonia Popp, Oliver Taubmann, Florian Thamm, Hendrik Ditt, Andreas K. Maier, Katharina Breininger. 153-158 [doi]
• Abstract: A Database and Neural Network for Highly Accurate Classification of Single Bone Marrow CellsChristian Matek, Sebastian Krappe, Christian Münzenmayer, Torsten Haferlach, Carsten Marr. 159 [doi]
• Comparison of Depth Estimation Setups from Stereo Endoscopy and Optical Tracking for Point MeasurementsLukas Burger, Lalith Sharan, Samantha Fischer, Julian Brand, Maximillian Hehl, Gabriele Romano, Matthias Karck, Raffaele De Simone, Ivo Wolf, Sandy Engelhardt. 160-165 [doi]
• 2aia: Mass Spectrometry Imaging Applications for Interactive Analysis in MITKJonas Cordes, Thomas Enzlein, Christian Marsching, Marven Hinze, Sandy Engelhardt, Carsten Hopf, Ivo Wolf. 166 [doi]
• Learning Features via Transformer Networks for Cardiomyocyte ProfilingJan Plier, Matthias Zisler, Jennifer Furkel, Maximilian Knoll, Alexander Marx, Alena Fischer, Kai Polsterer, Mathias H. Konstandin, Stefania Petra. 167-172 [doi]
• Effect of Random Histogram Equalization on Breast Calcification Analysis Using Deep LearningAdarsh Bhandary Panambur, Prathmesh Madhu, Andreas K. Maier. 173-178 [doi]
• Longitudinal Analysis of Disease Progression Using Image and Laboratory Data for Covid-19 PatientsFrancesca De Benetti, Verena Bentele, Egon Burian, Marcus R. Makowski, Nassir Navab, Rickmer Braren, Thomas Wendler 0001. 179-184 [doi]
• Adipose and Muscular Tissue Removal for Direct Volume Rendering of the Visceral Region in Abdominal 3D CT ImagesNico Zettler, Derya Dogan, André Mastmeyer. 185-190 [doi]
• Elektromagnetisches Instrumententracking für die Schlaganfallbehandlung mittels ThrombektomieAnn-Kathrin Greiner-Perth, Eva Marschall, Tobias Kannberg, Benjamin J. Mittmann, Bernd Schmitz, Michael Braun, Alfred M. Franz. 191-196 [doi]
• Abstract: Synthesis of Annotated Pathological Retinal OCT Data with Pathology-Induced DeformationsHristina Uzunova, Leonie Basso, Jan Ehrhardt, Heinz Handels. 197 [doi]
• Comparison of Evaluation Metrics for Landmark Detection in CMR ImagesSven Koehler, Lalith Sharan, Julian Kuhm, Arman Ghanaat, Jelizaveta Gordejeva, Nike K. Simon, Niko M. Grell, Florian André, Sandy Engelhardt. 198-203 [doi]
• Deep Learning Models for 3D MRI Brain Classification - A Multi-sequence ComparisonMarius Pullig, Benjamin Bergner, Amish Doshi, Anja Hennemuth, Zahi A. Fayad, Christoph Lippert. 204-209 [doi]
• Towards Super-resolution CEST MRI for Visualization of Small StructuresLukas Folle, Katharian Tkotz, Fasil Gadjimuradov, Lorenz A. Kapsner, Moritz Fabian, Sebastian Bickelhaupt, David Simon, Arnd Kleyer, Gerhard Krönke, Moritz Zaiß, Armin Nagel, Andreas K. Maier. 210-215 [doi]
• Multi-organ Segmentation with Partially Annotated DatasetsHaobo Song, Chang Liu, Lukas Folle, Andreas K. Maier. 216-221 [doi]
• Abstract: C-MORE: A High-content Single-cell Morphology Recognition Methodology for Liquid Biopsies Toward Personalized Cardiovascular MedicineJennifer Furkel, Maximilian Knoll, Shabana Din, Nicolai V. Bogert, Timon Seeger, Norbert Frey, Amir Abdollahi, Hugo A. Katus, Mathias H. Konstandin. 222 [doi]
• First Steps on Gamification of Lung Fluid Cells Annotations in the Flower DomainSonja Kunzmann, Christian Marzahl, Felix Denzinger, Christof Bertram, Robert Klopfleisch, Katharina Breininger, Vincent Christlein, Andreas K. Maier. 223-228 [doi]
• Computation of Traveled Distance of Pigs in an Open Field with Fully Convolutional Neural NetworksMarcin Kopaczka, Lisa Ernst, Mareike Schulz, René Tolba, Dorit Merhof. 229-234 [doi]
• Spatiotemporal Attention for Realtime Segmentation of Corrupted Sequential Ultrasound Data - Improving Usability of AI-based Image GuidanceLaura Graf, Sven Mischkewitz, Lasse Hansen, Mattias P. Heinrich. 235-240 [doi]
• Virtual DSA Visualization of Simulated Blood Flow Data in Cerebral AneurysmsRebecca Preßler, Kai Lawonn, Bernhard Preim, Monique Meuschke. 241-246 [doi]
• Reconstruction of 1D Images with a Neural Network for Magnetic Particle ImagingAnselm von Gladiss, Raphael Memmesheimer, Nick Theisen, Anna C. Bakenecker, Thorsten M. Buzug, Dietrich Paulus. 247-252 [doi]
• Abstract: 3D Stent Graft Guidance Based on Tracking SystemsSonja Jäckle, Tim Eixmann, Florian Matysiak, Malte Maria Sieren, Marco Horn, Hinnerk Schulz-Hildebrandt, Gereon Hüttmann, Torben Pätz. 253 [doi]
• Superpixel Pre-segmentation of HER2 Slides for Efficient AnnotationMathias Öttl, Jana Mönius, Christian Marzahl, Matthias Rübner, Carol I. Geppert, Arndt Hartmann, Matthias W. Beckmann, Peter A. Fasching, Andreas K. Maier, Ramona Erber, Katharina Breininger. 254-259 [doi]
• Abstract: Task Fingerprinting for Meta Learning in Biomedical Image AnalysisPatrick Godau, Lena H. Maier-Hein. 260 [doi]
• Initial Investigations Towards Non-invasive Monitoring of Chronic Wound Healing Using Deep Learning and Ultrasound ImagingMaja Schlereth, Daniel Stromer, Yash Mantri, Jason Tsujimoto, Katharina Breininger, Andreas K. Maier, Caesar Anderson, Pranav S. Garimella, Jesse V. Jokerst. 261-266 [doi]
• Classification of Vascular Malformations Based on T2 STIR Magnetic Resonance ImagingDanilo W. Nunes, Michael Hammer, Simone Hammer, Wibke Uller, Christoph Palm. 267-272 [doi]
• DICOM Whole Slide Imaging for Computational Pathology Research in Kaapana and the Joint Imaging PlatformMaximilian Fischer, Philipp Schader, Rickmer Braren, Michael Götz, Alexander Muckenhuber, Wilko Weichert, Peter Schüffler, Jens Kleesiek, Jonas Scherer, Klaus Kades, Klaus H. Maier-Hein, Marco Nolden. 273-278 [doi]
• Efficient DICOM Image Tagging and Cohort Curation Within KaapanaKlaus Kades, Jonas Scherer, Jan Scholtyssek, Tobias Penzkofer, Marco Nolden, Klaus H. Maier-Hein. 279-284 [doi]
• Automatic Classification of Neuromuscular Diseases in Children Using Photoacoustic ImagingMaja Schlereth, Daniel Stromer, Katharina Breininger, Alexandra Wagner, Lina Tan, Andreas K. Maier, Ferdinand Knieling. 285-290 [doi]
• Realistic Evaluation of FixMatch on Imbalanced Medical Image Classification TasksMaximilian Zenk, David Zimmerer, Fabian Isensee, Paul F. Jäger, Jakob Wasserthal, Klaus H. Maier-Hein. 291-296 [doi]
• Initialisation of Deep Brain Stimulation Parameters with Multi-objective Optimisation Using Imaging DataMehri Baniasadi, Andreas Husch, Daniele Proverbio, Isabel Fernandes Arroteia, Frank Hertel, Jorge M. Gonçalves. 297-302 [doi]
• Pathologiespezifische Behandlung von Labelunsicherheit bei der Klassifikation von Thorax-RöntgenbildernSebastian Steindl, Tatyana Ivanovska, Fabian Brunner. 303-308 [doi]
• 3D CNN-based Identification of Hyperdensities in Cranial Non-contrast CT After ThrombectomyAlexandra Ertl, Alfred M. Franz, Bernd Schmitz, Michael Braun. 309-314 [doi]
• Predicting Aneurysm Rupture with Deep Learning on 3D ModelsAnnika Niemann, Bernhard Preim, Oliver Beuing, Sylvia Saalfeld. 315-320 [doi]
• GAN-based Augmentation of Mammograms to Improve Breast Lesion DetectionAmir El-Ghoussani, Dalia Rodríguez-Salas, Mathias Seuret, Andreas K. Maier. 321-326 [doi]
• Multiscale Softmax Cross Entropy for Fovea Localization on Color Fundus PhotographyYuli Wu, Peter Walter, Dorit Merhof. 327-332 [doi]
• Tibia Cortical Bone Segmentation in Micro-CT and X-ray Microscopy Data Using a Single Neural NetworkOliver Aust, Mareike Thies, DanielaWeidner, Fabian Wagner, Sabrina Pechmann, Leonid Mill, Darja Andreev, Ippei Miyagawa, Gerhard Krönke, Silke H. Christiansen, Stefan Uderhardt, Andreas K. Maier, Anika Grüneboom. 333-338 [doi]
• Reinforcement learning-basierte Patchpriorisierung zur beschleunigten Segmentierung von hochauflösenden EndoskopievideodatenSamuel Schüttler, Frederic Madesta, Thomas Rösch, René Werner, Rüdiger Schmitz. 339-344 [doi]
• Offer Proprietary Algorithms Still Protection of Intellectual Property in the Age of Machine Learning? - A Case Study Using Dual Energy CT DataAndreas K. Maier, Seung-Hee Yang, Farhad Maleki, Nikesh Muthukrishnan, Reza Forghani. 345-350 [doi]
• Abstract: Face Detection From In-car Video for Continuous Health MonitoringVinothini Selvaraju, Nicolai Spicher, Ramakrishnan Swaminathan, Thomas M. Deserno. 351 [doi]