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ORCIDBildverarbeitung für die Medizin 2021: Regensburg, Germany
- Christoph Palm, Thomas M. Deserno, Heinz Handels, Andreas Maier
, Klaus H. Maier-Hein, Thomas Tolxdorff:
Bildverarbeitung für die Medizin 2021 - Proceedings, German Workshop on Medical Image Computing, Regensburg, March 7-9, 2021. Informatik Aktuell, Springer 2021, ISBN 978-3-658-33197-9 - Marleen de Bruijne:
Learning from Imperfect Data: Weak Labels, Shifting Domains, and Small Datasets in Medical Imaging. 1 - Alexandre Xavier Falcão:
Interactive Design of Convolutional Neural Networks for Medical Image Analysis. 2 - Helmut Messmann:
Artificial Intelligence in Endoscopy. 3 - Tristan M. Gottschalk, Andreas Maier, Florian Kordon, Björn W. Kreher:
Learning-based Patch-wise Metal Segmentation with Consistency Check. 4-9 - Max Dünnwald, Matthew J. Betts, Emrah Düzel, Steffen Oeltze-Jafra:
Localization of the Locus Coeruleus in MRI via Coordinate Regression. 10-15 - Mona Schumacher, Daniela Frey, In Young Ha, Ragnar Bade, Andreas Genz, Mattias P. Heinrich:
Semantically Guided 3D Abdominal Image Registration with Deep Pyramid Feature Learning. 16-21 - Antonia Stern, Lalith Sharan, Gabriele Romano, Sven Koehler, Matthias Karck, Raffaele De Simone, Ivo Wolf, Sandy Engelhardt:
Heatmap-based 2D Landmark Detection with a Varying Number of Landmarks. 22-27 - Peter Broessner, Benjamin Hohlmann, Klaus Radermacher:
Ultrasound-based Navigation of Scaphoid Fracture Surgery. 28-33 - Sonja Jäckle, Verónica García-Vázquez, Tim Eixmann, Florian Matysiak, Felix von Haxthausen, Malte Sieren, Hinnerk Schulz-Hildebrandt, Gereon Hüttmann, Floris Ernst, Markus Kleemann, Torben Pätz:
Abstract: 3D Guidance Including Shape Sensing of a Stentgraft System. 34 - Katharina Breininger, Marcus Pfister, Markus Kowarschik, Andreas Maier:
Abstract: Move Over There One-click Deformation Correction for Image Fusion during Endovascular Aortic Repair. 35 - Ulrike Sprengel, Patrick Saalfeld, Sarah Mittenentzwei, Moritz Drittel, Belal Neyazi, Philipp Berg, Bernhard Preim, Sylvia Saalfeld:
Interactive Visualization of Cerebral Blood Flow for Arteriovenous Malformation Embolisation. 36-41 - Philipp Gräbel, Ina Laube, Martina Crysandt, Reinhild Herwartz, Melanie Baumann, Barbara Mara Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof:
Rotation Invariance for Unsupervised Cell Representation Learning - Analysis of The Impact of Enforcing Rotation Invariance or Equivariance on Representation for Cell Classification. 42-47 - Christian 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:
Abstract: Deep Learning-based Quantification of Pulmonary Hemosiderophages in Cytology Slides. 48 - Philipp Roser, Lina Felsner, Andreas Maier, Christian Riess:
Learning the Inverse Weighted Radon Transform. 49-54 - Junaid R. Rajput, Karthik Shetty, Andreas Maier, Martin Berger:
Table Motion Detection in Interventional Coronary Angiography. 55-60 - Yixing Huang, Leonid Mill, Robert Stoll, Lasse Kling, Oliver Aust, Fabian Wagner, Anika Grüneboom, Georg Schett, Silke H. Christiansen, Andreas Maier:
Semi-permeable Filters for Interior Region of Interest Dose Reduction in X-ray Microscopy. 61-66 - Giuliano Giacoppo, Anna Tzellou, Joonhwan Kim, Hansoul Kim, Dong-Soo Kwon, Kent W. Stewart, Peter P. Pott:
An Optical Colon Contour Tracking System for Robot-aided Colonoscopy - Localization of a Balloon in an Image using the Hough-transform. 67-72 - Simon Strzeletz, José Luis Moctezuma, Mukesch Shah, Ulrich Hubbe, Harald Hoppe:
Externe Ventrikeldrainage mittels Augmented Reality und Peer-to-Peer-Navigation. 73-78 - Florian Kordon, Andreas Maier, Benedict Swartman, Maxim Privalov, Jan Siad El Barbari, Holger Kunze:
Abstract: Contour-based Bone Axis Detection for X-ray-guided Surgery on the Knee. 79 - Marcel Reimann, Weilin Fu, Andreas Maier:
Novel Evaluation Metrics for Vascular Structure Segmentation. 80-85 - Adarsh Kuzhipathalil, Anto Thomas, Keerthana Chand, Elmer Jeto Gomes Ataide, Alexander Link, Annika Niemann, Sylvia Saalfeld, Michael Friebe, Jens Ziegle:
A Machine Learning Approach Towards Fatty Liver Disease Detection in Liver Ultrasound Images. 86-91 - Vanja Vlasov, Marie Bofferding, Loïc Marx, Chencheng Zhang, Jorge M. Gonçalves, Andreas Husch, Frank Hertel:
Automated Deep Learning-based Segmentation of Brain, SEEG and DBS Electrodes on CT Images. 92-97 - Lis J. Louise P, Klaus Engelke, Oliver Chaudry:
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 3D. 98-103 - Felix Denzinger, Michael Wels, Katharina Breininger, Mehmet A. Gülsün, Max Schöbinger, Florian André, Sebastian Buß, Johannes Görich, Michael Sühling, Andreas Maier:
Abstract: Automatic CAD-RADS Scoring using Deep Learning. 104 - Annika Niemann, Lisa Schneider, Bernhard Preim, Samuel Voß, Philipp Berg, Sylvia Saalfeld:
Towards Deep Learning-based Wall Shear Stress Prediction for Intracranial Aneurysms. 105-110 - Hanna Siebert, Lasse Hansen, Mattias P. Heinrich:
Evaluating Design Choices for Deep Learning Registration Networks - Architecture Matters. 111-116 - Srikrishna Jaganathan, Jian Wang, Anja Borsdorf, Andreas Maier:
Learning the Update Operator for 2D/3D Image Registration. 117-122 - Hristina Uzunova, Jan Ehrhardt, Heinz Handels:
Abstract: Generation of Annotated Brain Tumor MRIs with Tumor-induced Tissue Deformations for Training and Assessment of Neural Networks. 123 - Christian Heinrich, Samad Koita, Mohammad Taufeeque, Nicolai Spicher, Thomas M. Deserno:
Abstract: Multi-camera, Multi-person, and Real-time Fall Detection using Long Short Term Memory. 124 - Lasse Hansen, Mattias P. Heinrich:
Abstract: Probabilistic Dense Displacement Networks for Medical Image Registration - Contributions to the Learn2Reg Challenge. 125-126 - Jonas Scherer, Marco Nolden, Jens Kleesiek, Jasmin Metzger, Klaus Kades, Verena Schneider, Hanno Gao, Peter Neher, Ralf Floca, Heinz-Peter Schlemmer, Klaus H. Maier-Hein:
Abstract: Joint Imaging Platform for Federated Clinical Data Analytics. 127 - Weilin Fu, Leonid Mill, Stephan Seitz, Tobias Geimer, Lasse Kling, Dennis Possart, Silke H. Christiansen, Andreas Maier:
Towards Mouse Bone X-ray Microscopy Scan Simulation. 128-133 - Christof A. Bertram, Taryn A. Donovan, Marco Tecilla, Florian Bartenschlager, Marco Fragoso, Frauke Wilm, Christian Marzahl, Katharina Breininger, Andreas Maier, Robert Klopfleisch, Marc Aubreville:
Dataset on Bi- and Multi-nucleated Tumor Cells in Canine Cutaneous Mast Cell Tumors. 134-139 - Michael Götz, Klaus H. Maier-Hein:
Abstract: Data Augmentation for Information Transfer - Why Controlling for Confounding Effects in Radiomic Studies is Important and How to do it. 140 - Philipp Gräbel, Martina Crysandt, Reinhild Herwartz, Melanie Baumann, Barbara Mara Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof:
Reduction of Stain Variability in Bone Marrow Microscopy Images - Influence of Augmentation and Normalization Methods on Detection and Classification of Hematopoietic Cells. 141-146 - Christian Marzahl, Christof A. Bertram, Frauke Wilm, Jörn Voigt, Ann K. Barton, Robert Klopfleisch, Katharina Breininger, Andreas Maier, Marc Aubreville:
Cell Detection for Asthma on Partially Annotated Whole Slide Images - Learning to be EXACT. 147-152 - Jürgen Frikel, Simon Göppel, Markus Haltmeier:
Combining Reconstruction and Edge Detection in Computed Tomography. 153-157 - Elisabeth Hoppe, Jens Wetzl, Philipp Roser, Lina Felsner, Alexander Preuhs, Andreas Maier:
2D Respiration Navigation Framework for 3D Continuous Cardiac Magnetic Resonance Imaging. 158-163 - Jintian Xu, Chengjin Sun, Yixing Huang, Xiaolin Huang:
Residual Neural Network for Filter Kernel Design in Filtered Back-projection for CT Image Reconstruction. 164-169 - Celia Martín Vicario, Florian Kordon, Felix Denzinger, Markus Weiten, Sarina Thomas, Lisa Kausch, Jochen Franke, Holger Keil, Andreas Maier, Holger Kunze:
Abstract: Automatic Plane Adjustment in Surgical Cone Beam CT-volumes. 170 - Lisa Kausch, Sarina Thomas, Holger Kunze, Maxim Privalov, Sven Yves Vetter, Jochen Franke, Andreas H. Mahnken, Lena Maier-Hein, Klaus H. Maier-Hein:
Abstract: Towards Automatic C-arm Positioning for Standard Projections in Orthopedic Surgery. 171 - Lena Stevanovic, Benjamin J. Mittmann, Florian Pfiz, Michael Braun, Bernd Schmitz, Alfred M. Franz:
Open-Science Gefäßphantom für neurovaskuläre Interventionen. 172-177 - Robert Mendel, Luis Antônio de Souza Júnior, David Rauber, João Paulo Papa, Christoph Palm:
Abstract: Semi-supervised Segmentation Based on Error-correcting Supervision. 178 - Andreas M. Kist, Michael Döllinger:
Abstract: Efficient Biomedical Image Segmentation on EdgeTPUs. 179 - Laurin Mordhorst, Maria Morozova, Sebastian Papazoglou, Björn Fricke, Jan M. Oeschger, Henriette Rusch, Carsten Jäger, Markus Morawski, Nikolaus Weiskopf, Siawoosh Mohammadi:
Human Axon Radii Estimation at MRI Scale - Deep Learning Combined with Large-scale Light Microscopy. 180-185 - Sarah Wallraff, Sulaiman Vesal, Christopher Syben, Rainer Lutz, Andreas Maier:
Age Estimation on Panoramic Dental X-ray Images using Deep Learning. 186-191 - Christian N. Kruse, Lasse Hansen, Mattias P. Heinrich:
Multi-modal Unsupervised Domain Adaptation for Deformable Registration Based on Maximum Classifier Discrepancy. 192-197 - Marc Aubreville, Christof A. Bertram, Taryn A. Donovan, Christian Marzahl, Andreas Maier, Robert Klopfleisch:
Abstract: A Completely Annotated Whole Slide Image Dataset of Canine Breast Cancer to Aid Human Breast Cancer Research. 198 - Jonas Denck, Jens Guehring, Andreas Maier, Eva Rothgang:
Acquisition Parameter-conditioned Magnetic Resonance Image-to-image Translation. 199-204 - Luis Antônio de Souza, Leandro A. Passos, Robert Mendel, Alanna Ebigbo, Andreas Probst, Helmut Messmann, Christoph Palm, João Paulo Papa:
Fine-tuning Generative Adversarial Networks using Metaheuristics - A Case Study on Barrett's Esophagus Identification. 205-210 - Zijin Yang, Achim Schilling, Andreas Maier, Patrick Krauss:
Neural Networks with Fixed Binary Random Projections Improve Accuracy in Classifying Noisy Data. 211-216 - Karol Gotkowski, Camila González, Andreas Bucher, Anirban Mukhopadhyay:
M3d-CAM - A PyTorch Library to Generate 3D Attention Maps for Medical Deep Learning. 217-222 - Felix Denzinger, Michael Wels, Christian Hopfgartner, Jing Lu, Max Schöbinger, Andreas Maier, Michael Sühling:
Coronary Plaque Analysis for CT Angiography Clinical Research. 223-228 - Petr Kuritcyn, Carol I. Geppert, Markus Eckstein, Arndt Hartmann, Thomas Wittenberg, Jakob Dexl, Serop Baghdadlian, David Hartmann, Dominik Perrin, Volker Bruns, Michaela Benz:
Robust Slide Cartography in Colon Cancer Histology - Evaluation on a Multi-scanner Database. 229-234 - Ayush Somani, Arif Ahmed Sekh, Ida Sundvor Opstad, Åsa Birna Birgisdottir, Truls Myrmel, Balpreet Singh Ahluwalia, Krishna Agarwal, Dilip K. Prasad, Alexander Horsch:
Digital Staining of Mitochondria in Label-free Live-cell Microscopy. 235-240 - Frauke 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, Robert Klopfleisch, Marc Aubreville:
Influence of Inter-Annotator Variability on Automatic Mitotic Figure Assessment. 241-246 - Johannes Felde, Thomas Wagner, Hans Lamecker, Christian Doenitz, Lina Gundelwein:
Automatic Vessel Segmentation and Aneurysm Detection Pipeline for Numerical Fluid Analysis. 247-252 - Frederic Madesta, Rüdiger Schmitz, Thomas Rösch, René Werner:
Abstract: Widening the Focus - Biomedical Image Segmentation Challenges and the Underestimated Role of Patch Sampling and Inference Strategies. 253 - Alexander Bigalke, Lasse Hansen, Mattias P. Heinrich:
End-to-end Learning of Body Weight Prediction from Point Clouds with Basis Point Sets. 254-259 - Marc Aubreville, Christof A. Bertram, Christian Marzahl, Corinne Gurtner, Martina Dettwiler, Anja Schmidt, Florian Bartenschlager, Sophie Merz, Marco Fragoso, Olivia Kershaw, Robert Klopfleisch, Andreas Maier:
Abstract: Deep Learning Algorithms Out-perform Veterinary Pathologists in Detecting the Mitotically Most Active Tumor Region. 260 - Lennart Husvogt, Stefan B. Ploner, Siyu Chen, Daniel Stromer, Julia Schottenhamml, A. Yasin Alibhai, Eric Moult, Nadia K. Waheed, James G. Fujimoto, Andreas Maier:
Abstract: Maximum A-posteriori Signal Recovery for OCT Angiography Image Generation. 261 - Philipp Roser, Xia Zhong, Annette Birkhold, Alexander Preuhs, Christopher Syben, Elisabeth Hoppe, Norbert Strobel, Markus Kowarschik, Rebecca Fahrig, Andreas Maier:
Abstract: Simultaneous Estimation of X-ray Back-scatter and Forward-scatter using Multi-task Learning. 262 - Astrid Franz, Alexander Schmidt-Richberg, Eliza Orasanu, Cristian Lorenz:
Deep Learning-based Spine Centerline Extraction in Fetal Ultrasound. 263-268 - Peter M. Full, Fabian Isensee, Paul F. Jäger, Klaus H. Maier-Hein:
Abstract: Studying Robustness of Semantic Segmentation under Domain Shift in Cardiac MRI. 269 - Tatyana Ivanovska, Andrian O. Paulus, Robert Martin, Babak Panahi, Arndt F. Schilling:
On Efficient Extraction of Pelvis Region from CT Data. 270-275 - Insa Lange, Fabian Jacob, Alex Frydrychowicz, Heinz Handels, Jan Ehrhardt:
CT Normalization by Paired Image-to-image Translation for Lung Emphysema Quantification. 276-281 - Dalia Rodríguez-Salas, Mathias Seuret, Sulaiman Vesal, Andreas Maier:
Ultrasound Breast Lesion Detection using Extracted Attention Maps from a Weakly Supervised Convolutional Neural Network. 282-287 - Sebastian Gündel, Arnaud A. A. Setio, Sasa Grbic, Andreas Maier, Dorin Comaniciu:
Abstract: Extracting and Leveraging Nodule Features with Lung Inpainting for Local Feature Augmentation. 288 - Shuqing Chen, Daniel Stromer, Harb Alnasser Alabdalrahim, Stefan Schwab, Markus Weih, Andreas Maier:
Abstract: Automatic Dementia Screening and Scoring by Applying Deep Learning on Clock-drawing Tests. 289 - Karthik Shetty, Annette Birkhold, Norbert Strobel, Bernhard Egger, Srikrishna Jaganathan, Markus Kowarschik, Andreas Maier:
Deep Learning Compatible Differentiable X-ray Projections for Inverse Rendering. 290-295 - Christian 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:
Abstract: Are Fast Labeling Methods Reliable? - A Case Study of Computer-aided Expert Annotations on Microscopy Slides. 296 - Maximilian Nielsen, Moritz Waldmann, Thilo Sentker, Andreas Frölich, Jens Fiehler, René Werner:
Abstract: Time Matters - Handling Spatio-temporal Perfusion Information for Automated Treatment in Cerebral Ischemia Scoring. 297 - Ralf Hackner, Sina Walluscheck, Edgar Lehmann, Thomas Eixelberger, Volker Bruns, Thomas Wittenberg:
A Geometric and Textural Model of the Colon as Ground Truth for Deep Learning-based 3D-reconstruction. 298-303 - Carina Tschigor, Grzegorz Chlebus, Christian Schumann:
Deep Learning-basierte Oberflächenrekonstruktion aus Binärmasken. 304-309 - Purvi Tripathi, Richard Obler, Andreas Maier, Hendrik Janssen:
A Novel Trilateral Filter for Digital Subtraction Angiography. 310-315 - Mayank Patwari, Ralf Gutjahr, Rainer Raupach, Andreas Maier:
Abstract: JBFnet - Low Dose CT-denoising by Trainable Joint Bilateral Filtering. 316 - Martin Dyrba, Moritz Hanzig:
Interactive Visualization of 3D CNN Relevance Maps to Aid Model Comprehensibility - Application to the Detection of Alzheimer's Disease in MRI Images. 317-322 - Florian Thamm, Markus Jürgens, Hendrik Ditt, Andreas Maier:
Abstract: VirtualDSA++ - Automated Segmentation, Vessel Labeling, Occlusion Detection, and Graph Search on CT Angiography Data. 323 - Jan MacDonald, Maximilian März, Luis Oala, Wojciech Samek:
Interval Neural Networks as Instability Detectors for Image Reconstructions. 324-329 - Jan-Hinrich Nölke, Tim Adler, Janek Gröhl, Thomas Kirchner, Lynton Ardizzone, Carsten Rother, Ullrich Köthe, Lena Maier-Hein:
Invertible Neural Networks for Uncertainty Quantification in Photoacoustic Imaging. 330-335 - Jennifer Maier, Marlies Nitschke, Jang-Hwan Choi, Garry Gold, Rebecca Fahrig, Björn M. Eskofier, Andreas Maier:
Abstract: Inertial Measurements for Motion Compensation in Weight-bearing Cone-beam CT of the Knee. 336 - Ivo M. Baltruschat, Patryk Szwargulski, Florian Griese, Mirco Grosser, René Werner, Tobias Knopp:
Abstract: Reduktion der Kalibrierungszeit für die Magnetpartikelbildgebung mittels Deep Learning. 337 - Leon Weninger, Maxim Drobjazko, Chuh-Hyoun Na, Kerstin Jütten, Dorit Merhof:
Autoencoder-based Quality Assessment for Synthetic Diffusion-MRI Data. 338-343 - Hristina Uzunova, Jesse Kruse, Paul Kaftan, Matthias Wilms, Nils D. Forkert, Heinz Handels, Jan Ehrhardt:
Analysis of Generative Shape Modeling Approaches - Latent Space Properties and Interpretability. 344-349 - Florian Kordon, Andreas Maier, Holger Kunze:
Latent Shape Constraint for Anatomical Landmark Detection on Spine Radiographs. 350-355
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