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Bildverarbeitung 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
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
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
Abstract: 3D Guidance Including Shape Sensing of a Stentgraft System. 34 - Katharina Breininger
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
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
Abstract: Deep Learning-based Quantification of Pulmonary Hemosiderophages in Cytology Slides. 48 - Philipp Roser
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
Semi-permeable Filters for Interior Region of Interest Dose Reduction in X-ray Microscopy. 61-66 - Giuliano Giacoppo
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
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
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
Abstract: Automatic CAD-RADS Scoring using Deep Learning. 104 - Annika Niemann, Lisa Schneider, Bernhard Preim, Samuel Voß, Philipp Berg
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
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
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
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
2D Respiration Navigation Framework for 3D Continuous Cardiac Magnetic Resonance Imaging. 158-163 - Jintian Xu, Chengjin Sun, Yixing 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
Abstract: Towards Automatic C-arm Positioning for Standard Projections in Orthopedic Surgery. 171 - Lena Stevanovic, Benjamin Johannes 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
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
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
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
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
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
Robust Slide Cartography in Colon Cancer Histology - Evaluation on a Multi-scanner Database. 229-234 - Ayush Somani
Digital Staining of Mitochondria in Label-free Live-cell Microscopy. 235-240 - Frauke Wilm, Christof A. Bertram, Christian Marzahl
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
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
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
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
Deep Learning Compatible Differentiable X-ray Projections for Inverse Rendering. 290-295 - Christian Marzahl
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
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
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
Invertible Neural Networks for Uncertainty Quantification in Photoacoustic Imaging. 330-335 - Jennifer Maier, Marlies Nitschke
Abstract: Inertial Measurements for Motion Compensation in Weight-bearing Cone-beam CT of the Knee. 336 - Ivo M. Baltruschat, Patryk Szwargulski, Florian Griese
Abstract: Reduktion der Kalibrierungszeit für die Magnetpartikelbildgebung mittels Deep Learning. 337 - Leon Weninger, Maxim Drobjazko, Chuh-Hyoun Na
Autoencoder-based Quality Assessment for Synthetic Diffusion-MRI Data. 338-343 - Hristina Uzunova, Jesse Kruse, Paul Kaftan
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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