Abstract is missing.
- Learning from Imperfect Data: Weak Labels, Shifting Domains, and Small Datasets in Medical ImagingMarleen de Bruijne. 1 [doi]
- Interactive Design of Convolutional Neural Networks for Medical Image AnalysisAlexandre Xavier Falcão. 2 [doi]
- Artificial Intelligence in EndoscopyHelmut Messmann. 3 [doi]
- Learning-based Patch-wise Metal Segmentation with Consistency CheckTristan M. Gottschalk, Andreas Maier 0001, Florian Kordon, Björn W. Kreher. 4-9 [doi]
- Localization of the Locus Coeruleus in MRI via Coordinate RegressionMax Dünnwald, Matthew J. Betts, Emrah Düzel, Steffen Oeltze-Jafra. 10-15 [doi]
- Semantically Guided 3D Abdominal Image Registration with Deep Pyramid Feature LearningMona Schumacher, Daniela Frey, In Young Ha, Ragnar Bade, Andreas Genz, Mattias P. Heinrich. 16-21 [doi]
- Heatmap-based 2D Landmark Detection with a Varying Number of LandmarksAntonia Stern, Lalith Sharan, Gabriele Romano, Sven Koehler, Matthias Karck, Raffaele De Simone, Ivo Wolf, Sandy Engelhardt. 22-27 [doi]
- Ultrasound-based Navigation of Scaphoid Fracture SurgeryPeter Broessner, Benjamin Hohlmann, Klaus Radermacher 0001. 28-33 [doi]
- Abstract: 3D Guidance Including Shape Sensing of a Stentgraft SystemSonja Jäckle, Verónica García-Vázquez, Tim Eixmann, Florian Matysiak, Felix von Haxthausen, Malte Sieren, Hinnerk Schulz-Hildebrandt, Gereon Hüttmann, Floris Ernst, Markus Kleemann, Torben Pätz. 34 [doi]
- Abstract: Move Over There One-click Deformation Correction for Image Fusion during Endovascular Aortic RepairKatharina Breininger, Marcus Pfister, Markus Kowarschik, Andreas Maier 0001. 35 [doi]
- Interactive Visualization of Cerebral Blood Flow for Arteriovenous Malformation EmbolisationUlrike Sprengel, Patrick Saalfeld, Sarah Mittenentzwei, Moritz Drittel, Belal Neyazi, Philipp Berg, Bernhard Preim, Sylvia Saalfeld. 36-41 [doi]
- Rotation Invariance for Unsupervised Cell Representation Learning - Analysis of The Impact of Enforcing Rotation Invariance or Equivariance on Representation for Cell ClassificationPhilipp Gräbel, Ina Laube, Martina Crysandt, Reinhild Herwartz, Melanie Baumann, Barbara Mara Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof. 42-47 [doi]
- Abstract: Deep Learning-based Quantification of Pulmonary Hemosiderophages in Cytology SlidesChristian Marzahl, Marc Aubreville, Christof A. Bertram, Jason Stayt, Anne-Katherine Jasensky, Florian Bartenschlager, Marco Fragoso, Ann K. Barton, Svenja Elsemann, Samir Jabari, Jens Krauth, Prathmesh Madhu, Jörn Voigt, Jenny Hill, Robert Klopfleisch, Andreas Maier 0001. 48 [doi]
- Learning the Inverse Weighted Radon TransformPhilipp Roser, Lina Felsner, Andreas Maier 0001, Christian Riess. 49-54 [doi]
- Table Motion Detection in Interventional Coronary AngiographyJunaid R. Rajput, Karthik Shetty, Andreas Maier 0001, Martin Berger. 55-60 [doi]
- Semi-permeable Filters for Interior Region of Interest Dose Reduction in X-ray MicroscopyYixing Huang, Leonid Mill, Robert Stoll, Lasse Kling, Oliver Aust, Fabian Wagner, Anika Grüneboom, Georg Schett, Silke Christiansen, Andreas Maier 0001. 61-66 [doi]
- An Optical Colon Contour Tracking System for Robot-aided Colonoscopy - Localization of a Balloon in an Image using the Hough-transformGiuliano Giacoppo, Anna Tzellou, Joonhwan Kim, Hansoul Kim, Dong-Soo Kwon, Kent W. Stewart, Peter P. Pott. 67-72 [doi]
- Externe Ventrikeldrainage mittels Augmented Reality und Peer-to-Peer-NavigationSimon Strzeletz, José Luis Moctezuma, Mukesch Shah, Ulrich Hubbe, Harald Hoppe. 73-78 [doi]
- Abstract: Contour-based Bone Axis Detection for X-ray-guided Surgery on the KneeFlorian Kordon, Andreas Maier 0001, Benedict Swartman, Maxim Privalov, Jan Siad El Barbari, Holger Kunze. 79 [doi]
- Novel Evaluation Metrics for Vascular Structure SegmentationMarcel Reimann, Weilin Fu, Andreas Maier 0001. 80-85 [doi]
- A Machine Learning Approach Towards Fatty Liver Disease Detection in Liver Ultrasound ImagesAdarsh Kuzhipathalil, Anto Thomas, Keerthana Chand, Elmer Jeto Gomes Ataide, Alexander Link, Annika Niemann, Sylvia Saalfeld, Michael Friebe, Jens Ziegle. 86-91 [doi]
- Automated Deep Learning-based Segmentation of Brain, SEEG and DBS Electrodes on CT ImagesVanja Vlasov, Marie Bofferding, Loïc Marx, Chencheng Zhang, Jorge M. Gonçalves, Andreas Husch, Frank Hertel. 92-97 [doi]
- Segmentation of the Fascia Lata in Magnetic Resonance Images of the Thigh - Comparison of an Unsupervised Technique with a U-Net in 2D and Patch-wise 3DLis J. Louise P, Klaus Engelke, Oliver Chaudry. 98-103 [doi]
- Abstract: Automatic CAD-RADS Scoring using Deep LearningFelix Denzinger, Michael Wels, Katharina Breininger, Mehmet A. Gülsün, Max Schöbinger, Florian André, Sebastian Buß, Johannes Görich, Michael Sühling, Andreas Maier 0001. 104 [doi]
- Towards Deep Learning-based Wall Shear Stress Prediction for Intracranial AneurysmsAnnika Niemann, Lisa Schneider, Bernhard Preim, Samuel Voß, Philipp Berg, Sylvia Saalfeld. 105-110 [doi]
- Evaluating Design Choices for Deep Learning Registration Networks - Architecture MattersHanna Siebert, Lasse Hansen, Mattias P. Heinrich. 111-116 [doi]
- Learning the Update Operator for 2D/3D Image RegistrationSrikrishna Jaganathan, Jian Wang, Anja Borsdorf, Andreas Maier 0001. 117-122 [doi]
- Abstract: Generation of Annotated Brain Tumor MRIs with Tumor-induced Tissue Deformations for Training and Assessment of Neural NetworksHristina Uzunova, Jan Ehrhardt, Heinz Handels. 123 [doi]
- Abstract: Multi-camera, Multi-person, and Real-time Fall Detection using Long Short Term MemoryChristian Heinrich, Samad Koita, Mohammad Taufeeque, Nicolai Spicher, Thomas M. Deserno. 124 [doi]
- Abstract: Probabilistic Dense Displacement Networks for Medical Image Registration - Contributions to the Learn2Reg ChallengeLasse Hansen, Mattias P. Heinrich. 125-126 [doi]
- Abstract: Joint Imaging Platform for Federated Clinical Data AnalyticsJonas Scherer, Marco Nolden, Jens Kleesiek, Jasmin Metzger, Klaus Kades, Verena Schneider, Hanno Gao, Peter F. Neher, Ralf Floca, Heinz-Peter Schlemmer, Klaus H. Maier-Hein. 127 [doi]
- Towards Mouse Bone X-ray Microscopy Scan SimulationWeilin Fu, Leonid Mill, Stephan Seitz, Tobias Geimer, Lasse Kling, Dennis Possart, Silke Christiansen, Andreas Maier 0001. 128-133 [doi]
- Dataset on Bi- and Multi-nucleated Tumor Cells in Canine Cutaneous Mast Cell TumorsChristof A. Bertram, Taryn A. Donovan, Marco Tecilla, Florian Bartenschlager, Marco Fragoso, Frauke Wilm, Christian Marzahl, Katharina Breininger, Andreas Maier 0001, Robert Klopfleisch, Marc Aubreville. 134-139 [doi]
- Abstract: Data Augmentation for Information Transfer - Why Controlling for Confounding Effects in Radiomic Studies is Important and How to do itMichael Götz, Klaus H. Maier-Hein. 140 [doi]
- Reduction of Stain Variability in Bone Marrow Microscopy Images - Influence of Augmentation and Normalization Methods on Detection and Classification of Hematopoietic CellsPhilipp Gräbel, Martina Crysandt, Reinhild Herwartz, Melanie Baumann, Barbara Mara Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof. 141-146 [doi]
- Cell Detection for Asthma on Partially Annotated Whole Slide Images - Learning to be EXACTChristian Marzahl, Christof A. Bertram, Frauke Wilm, Jörn Voigt, Ann K. Barton, Robert Klopfleisch, Katharina Breininger, Andreas Maier 0001, Marc Aubreville. 147-152 [doi]
- Combining Reconstruction and Edge Detection in Computed TomographyJürgen Frikel, Simon Göppel, Markus Haltmeier. 153-157 [doi]
- 2D Respiration Navigation Framework for 3D Continuous Cardiac Magnetic Resonance ImagingElisabeth Hoppe, Jens Wetzl, Philipp Roser, Lina Felsner, Alexander Preuhs, Andreas Maier 0001. 158-163 [doi]
- Residual Neural Network for Filter Kernel Design in Filtered Back-projection for CT Image ReconstructionJintian Xu, Chengjin Sun, Yixing Huang, Xiaolin Huang. 164-169 [doi]
- Abstract: Automatic Plane Adjustment in Surgical Cone Beam CT-volumesCelia Martín Vicario, Florian Kordon, Felix Denzinger, Markus Weiten, Sarina Thomas, Lisa Kausch, Jochen Franke, Holger Keil, Andreas Maier 0001, Holger Kunze. 170 [doi]
- Abstract: Towards Automatic C-arm Positioning for Standard Projections in Orthopedic SurgeryLisa Kausch, Sarina Thomas, Holger Kunze, Maxim Privalov, Sven Yves Vetter, Jochen Franke, Andreas H. Mahnken, Lena Maier-Hein, Klaus H. Maier-Hein. 171 [doi]
- Open-Science Gefäßphantom für neurovaskuläre InterventionenLena Stevanovic, Benjamin J. Mittmann, Florian Pfiz, Michael Braun, Bernd Schmitz, Alfred M. Franz. 172-177 [doi]
- Abstract: Semi-supervised Segmentation Based on Error-correcting SupervisionRobert Mendel, Luis Antônio de Souza Junior, David Rauber, João Paulo Papa, Christoph Palm. 178 [doi]
- Abstract: Efficient Biomedical Image Segmentation on EdgeTPUsAndreas M. Kist, Michael Döllinger. 179 [doi]
- Human Axon Radii Estimation at MRI Scale - Deep Learning Combined with Large-scale Light MicroscopyLaurin Mordhorst, Maria Morozova, Sebastian Papazoglou, Björn Fricke, Jan M. Oeschger, Henriette Rusch, Carsten Jäger, Markus Morawski, Nikolaus Weiskopf, Siawoosh Mohammadi. 180-185 [doi]
- Age Estimation on Panoramic Dental X-ray Images using Deep LearningSarah Wallraff, Sulaiman Vesal, Christopher Syben, Rainer Lutz, Andreas Maier 0001. 186-191 [doi]
- Multi-modal Unsupervised Domain Adaptation for Deformable Registration Based on Maximum Classifier DiscrepancyChristian N. Kruse, Lasse Hansen, Mattias P. Heinrich. 192-197 [doi]
- Abstract: A Completely Annotated Whole Slide Image Dataset of Canine Breast Cancer to Aid Human Breast Cancer ResearchMarc Aubreville, Christof A. Bertram, Taryn A. Donovan, Christian Marzahl, Andreas Maier 0001, Robert Klopfleisch. 198 [doi]
- Acquisition Parameter-conditioned Magnetic Resonance Image-to-image TranslationJonas Denck, Jens Guehring, Andreas Maier, Eva Rothgang. 199-204 [doi]
- Fine-tuning Generative Adversarial Networks using Metaheuristics - A Case Study on Barrett's Esophagus IdentificationLuis Antonio De Souza, Leandro A. Passos, Robert Mendel, Alanna Ebigbo, Andreas Probst, Helmut Messmann, Christoph Palm, João Paulo Papa. 205-210 [doi]
- Neural Networks with Fixed Binary Random Projections Improve Accuracy in Classifying Noisy DataZijin Yang, Achim Schilling, Andreas Maier, Patrick Krauss. 211-216 [doi]
- M3d-CAM - A PyTorch Library to Generate 3D Attention Maps for Medical Deep LearningKarol Gotkowski, Camila González, Andreas Bucher, Anirban Mukhopadhyay 0003. 217-222 [doi]
- Coronary Plaque Analysis for CT Angiography Clinical ResearchFelix Denzinger, Michael Wels, Christian Hopfgartner, Jing Lu, Max Schöbinger, Andreas Maier 0001, Michael Sühling. 223-228 [doi]
- Robust Slide Cartography in Colon Cancer Histology - Evaluation on a Multi-scanner DatabasePetr Kuritcyn, Carol I. Geppert, Markus Eckstein, Arndt Hartmann, Thomas Wittenberg, Jakob Dexl, Serop Baghdadlian, David Hartmann, Dominik Perrin, Volker Bruns, Michaela Benz. 229-234 [doi]
- Digital Staining of Mitochondria in Label-free Live-cell MicroscopyAyush Somani, Arif Ahmed Sekh, Ida Sundvor Opstad, Åsa Birna Birgisdottir, Truls Myrmel, Balpreet Singh Ahluwalia, Krishna Agarwal, Dilip K. Prasad, Alexander Horsch. 235-240 [doi]
- Influence of Inter-Annotator Variability on Automatic Mitotic Figure AssessmentFrauke Wilm, Christof A. Bertram, Christian Marzahl, Alexander Bartel, Taryn A. Donovan, Charles-Antoine Assenmacher, Kathrin Becker, Mark Bennett, Sarah Corner, Brieuc Cossic, Daniela Denk, Martina Dettwiler, Beatriz Garcia Gonzalez, Corinne Gurtner, Annabelle Heier, Annika Lehmbecker, Sophie Merz, Stephanie Plog, Anja Schmidt, Franziska Sebastian, Rebecca C. Smedley, Marco Tecilla, Tuddow Thaiwong, Katharina Breininger, Matti Kiupel, Andreas Maier 0001, Robert Klopfleisch, Marc Aubreville. 241-246 [doi]
- Automatic Vessel Segmentation and Aneurysm Detection Pipeline for Numerical Fluid AnalysisJohannes Felde, Thomas Wagner, Hans Lamecker, Christian Doenitz, Lina Gundelwein. 247-252 [doi]
- Abstract: Widening the Focus - Biomedical Image Segmentation Challenges and the Underestimated Role of Patch Sampling and Inference StrategiesFrederic Madesta, Rüdiger Schmitz, Thomas Rösch, René Werner. 253 [doi]
- End-to-end Learning of Body Weight Prediction from Point Clouds with Basis Point SetsAlexander Bigalke, Lasse Hansen, Mattias P. Heinrich. 254-259 [doi]
- Abstract: Deep Learning Algorithms Out-perform Veterinary Pathologists in Detecting the Mitotically Most Active Tumor RegionMarc Aubreville, Christof A. Bertram, Christian Marzahl, Corinne Gurtner, Martina Dettwiler, Anja Schmidt, Florian Bartenschlager, Sophie Merz, Marco Fragoso, Olivia Kershaw, Robert Klopfleisch, Andreas Maier 0001. 260 [doi]
- Abstract: Maximum A-posteriori Signal Recovery for OCT Angiography Image GenerationLennart Husvogt, Stefan B. Ploner, Siyu Chen, Daniel Stromer, Julia Schottenhamml, A. Yasin Alibhai, Eric Moult, Nadia K. Waheed, James G. Fujimoto, Andreas Maier 0001. 261 [doi]
- Abstract: Simultaneous Estimation of X-ray Back-scatter and Forward-scatter using Multi-task LearningPhilipp Roser, Xia Zhong, Annette Birkhold, Alexander Preuhs, Christopher Syben, Elisabeth Hoppe, Norbert Strobel, Markus Kowarschik, Rebecca Fahrig, Andreas Maier 0001. 262 [doi]
- Deep Learning-based Spine Centerline Extraction in Fetal UltrasoundAstrid Franz, Alexander Schmidt-Richberg, Eliza Orasanu, Cristian Lorenz. 263-268 [doi]
- Abstract: Studying Robustness of Semantic Segmentation under Domain Shift in Cardiac MRIPeter M. Full, Fabian Isensee, Paul F. Jäger, Klaus H. Maier-Hein. 269 [doi]
- On Efficient Extraction of Pelvis Region from CT DataTatyana Ivanovska, Andrian O. Paulus, Robert Martin, Babak Panahi, Arndt F. Schilling. 270-275 [doi]
- CT Normalization by Paired Image-to-image Translation for Lung Emphysema QuantificationInsa Lange, Fabian Jacob, Alex Frydrychowicz, Heinz Handels, Jan Ehrhardt. 276-281 [doi]
- Ultrasound Breast Lesion Detection using Extracted Attention Maps from a Weakly Supervised Convolutional Neural NetworkDalia Rodríguez-Salas, Mathias Seuret, Sulaiman Vesal, Andreas Maier 0001. 282-287 [doi]
- Abstract: Extracting and Leveraging Nodule Features with Lung Inpainting for Local Feature AugmentationSebastian Gündel, Arnaud A. A. Setio, Sasa Grbic, Andreas Maier 0001, Dorin Comaniciu. 288 [doi]
- Abstract: Automatic Dementia Screening and Scoring by Applying Deep Learning on Clock-drawing TestsShuqing Chen, Daniel Stromer, Harb Alnasser Alabdalrahim, Stefan Schwab, Markus Weih, Andreas Maier 0001. 289 [doi]
- Deep Learning Compatible Differentiable X-ray Projections for Inverse RenderingKarthik Shetty, Annette Birkhold, Norbert Strobel, Bernhard Egger, Srikrishna Jaganathan, Markus Kowarschik, Andreas Maier 0001. 290-295 [doi]
- Abstract: Are Fast Labeling Methods Reliable? - A Case Study of Computer-aided Expert Annotations on Microscopy SlidesChristian Marzahl, Christof A. Bertram, Marc Aubreville, Anne Petrick, Kristina Weiler, Agnes C. Gläsel, Marco Fragoso, Sophie Merz, Florian Bartenschlager, Judith Hoppe, Alina Langenhagen, Anne-Katherine Jasensky, Jörn Voigt, Robert Klopfleisch, Andreas Maier 0001. 296 [doi]
- Abstract: Time Matters - Handling Spatio-temporal Perfusion Information for Automated Treatment in Cerebral Ischemia ScoringMaximilian Nielsen, Moritz Waldmann, Thilo Sentker, Andreas Frölich, Jens Fiehler, René Werner. 297 [doi]
- A Geometric and Textural Model of the Colon as Ground Truth for Deep Learning-based 3D-reconstructionRalf Hackner, Sina Walluscheck, Edgar Lehmann, Thomas Eixelberger, Volker Bruns, Thomas Wittenberg. 298-303 [doi]
- Deep Learning-basierte Oberflächenrekonstruktion aus BinärmaskenCarina Tschigor, Grzegorz Chlebus, Christian Schumann. 304-309 [doi]
- A Novel Trilateral Filter for Digital Subtraction AngiographyPurvi Tripathi, Richard Obler, Andreas Maier 0001, Hendrik Janssen. 310-315 [doi]
- Abstract: JBFnet - Low Dose CT-denoising by Trainable Joint Bilateral FilteringMayank Patwari, Ralf Gutjahr, Rainer Raupach, Andreas Maier 0001. 316 [doi]
- Interactive Visualization of 3D CNN Relevance Maps to Aid Model Comprehensibility - Application to the Detection of Alzheimer's Disease in MRI ImagesMartin Dyrba, Moritz Hanzig. 317-322 [doi]
- Abstract: VirtualDSA++ - Automated Segmentation, Vessel Labeling, Occlusion Detection, and Graph Search on CT Angiography DataFlorian Thamm, Markus Jürgens, Hendrik Ditt, Andreas Maier 0001. 323 [doi]
- Interval Neural Networks as Instability Detectors for Image ReconstructionsJan MacDonald, Maximilian März, Luis Oala, Wojciech Samek. 324-329 [doi]
- Invertible Neural Networks for Uncertainty Quantification in Photoacoustic ImagingJan-Hinrich Nölke, Tim Adler, Janek Gröhl, Thomas Kirchner, Lynton Ardizzone, Carsten Rother, Ullrich Köthe, Lena Maier-Hein. 330-335 [doi]
- Abstract: Inertial Measurements for Motion Compensation in Weight-bearing Cone-beam CT of the KneeJennifer Maier, Marlies Nitschke, Jang Hwan Choi, Garry Gold, Rebecca Fahrig, Björn M. Eskofier, Andreas Maier 0001. 336 [doi]
- Abstract: Reduktion der Kalibrierungszeit für die Magnetpartikelbildgebung mittels Deep LearningIvo M. Baltruschat, Patryk Szwargulski, Florian Griese, Mirco Grosser, René Werner, Tobias Knopp 0001. 337 [doi]
- Autoencoder-based Quality Assessment for Synthetic Diffusion-MRI DataLeon Weninger, Maxim Drobjazko, Chuh-Hyoun Na, Kerstin Jütten, Dorit Merhof. 338-343 [doi]
- Analysis of Generative Shape Modeling Approaches - Latent Space Properties and InterpretabilityHristina Uzunova, Jesse Kruse, Paul Kaftan, Matthias Wilms, Nils D. Forkert, Heinz Handels, Jan Ehrhardt. 344-349 [doi]
- Latent Shape Constraint for Anatomical Landmark Detection on Spine RadiographsFlorian Kordon, Andreas Maier 0001, Holger Kunze. 350-355 [doi]