Table of Contents

• Keynote: Beyond Supervised Learning - Exploring Novel Machine Learning Approaches for Robust Medical Image AnalysisBernhard Kainz. 1 [doi]
• Keynote: Fully Automated Bone Removal in CBCT of the Lower Body StemHinrich B. Winther, Sabine Maschke, Lena Becker, Cornelia Dewald, Marcel Eicke, Bernhard C. Meyer. 2 [doi]
• Extending Tempcyclegan for Virtual Augmentation of Gastrointestinal Endoscopy Training SimulatorsMoritz Wallrodt, Maximilian Schulz-Alsen, Hanno Ehlken, Thomas Rösch, Rüdiger Schmitz, René Werner. 3-8 [doi]
• Abstract: Fiducial Marker Recovery and Detection From Severely Truncated Data in Navigation-assisted Spine SurgeryFuxin Fan, Björn W. Kreher, Holger Keil, Andreas K. Maier, Yixing Huang. 9 [doi]
• Abstract: C-arm Positioning for Standard Projections During Spinal Implant PlacementLisa Kausch, Sarina Thomas, Holger Kunze, Tobias Norajitra, André Klein, Leonardo Ayala, Jan Siad El Barbari, Maxim Privalov, Sven Yves Vetter, Andreas H. Mahnken, Lena Maier-Hein, Klaus H. Maier-Hein. 10 [doi]
• Abstract: Shape-based Segmentation of Retinal Layers and Fluids in OCT Image DataTimo Kepp, Julia Andresen, Claus von der Burchard, Johann Roider, Gereon Hüttmann, Heinz Handels. 11 [doi]
• Extending nnU-Net Is All You NeedFabian Isensee, Constantin Ulrich, Tassilo Wald, Klaus H. Maier-Hein. 12-17 [doi]
• Abstract: Liver Tumor Segmentation in Late-phase MRI using Multi-model Training and an Anisotropic U-NetAnnika Gerken, Grzegorz Chlebus, Hans Meine, Felix Thielke, Farina Kock, Tobias Paulus, Nasreddin Abolmaali, Andrea Schenk. 18 [doi]
• Automatic Vertebrae Segmentation in MR Volumes - A Comparison of Different Deep Learning-based ApproachesOrgest Xhelili, Miruna Gafencu, Francesca De Benetti, Nassir Navab, Thomas Wendler 0001. 19-24 [doi]
• Learnable Slice-to-volume Reconstruction for Motion Compensation in Fetal Magnetic Resonance ImagingConstantin Jehn, Johanna P. Müller, Bernhard Kainz. 25-31 [doi]
• A Vesselsegmentation-based CycleGAN for Unpaired Multi-modal Retinal Image SynthesisAline Sindel, Andreas K. Maier, Vincent Christlein. 32-37 [doi]
• Enhancing Medical Image Segmentation with Anatomy-aware Label DependencyFrancesca De Benetti, Robin Frasch, Luis F. Rodriguez Venegas, Kuangyu Shi, Nassir Navab, Thomas Wendler 0001. 38-44 [doi]
• Double Grad-CAM Guidance for Improved MRI-based Pseudo-CT SynthesisGurbandurdy Dovletov, Stefan Lörcks, Josef Pauli, Marcel Gratz, Harald H. Quick. 45-50 [doi]
• Planning of Spherical Volumes for Treating Renal Tumors by Thermal Ablation with Tissue Shrinkage EstimationAyman Ahmed, Alfred M. Franz, Hans-Ulrich Kauczor, Philippe L. Pereira, Christof M. Sommer. 51-56 [doi]
• Cerebral Vessel Tree Estimation from Non-contrast CT using Deep Learning MethodsJonas Schauer, Florian Thamm, Oliver Taubmann, Andreas K. Maier. 57-62 [doi]
• Abstract: Trainable Joint Bilateral Filters for Enhanced Prediction Stability in Low-dose CTFabian Wagner, Mareike Thies, Felix Denzinger, Mingxuan Gu, Mayank Patwari, Stefan B. Ploner, Noah Maul, Laura Pfaff, Yixing Huang, Andreas K. Maier. 63 [doi]
• Improved Tractography by Means of DL-based DWI Image EnhancementMarc Balle Sánchez, Maria Ávila González, Francesca De Benetti, Aldana Lizarraga, Igor Yakushev, Nassir Navab, Thomas Wendler 0001. 64-69 [doi]
• Deep Learning Approaches for Contrast Removal from Contrast-enhanced CT - Streamlining Personalized Internal DosimetryMarcel Ganß, Francesca De Benetti, Julia Brosch-Lenz, Carlos Uribe, Kuangyu Shi, Matthias Eiber, Nassir Navab, Thomas Wendler 0001. 70-75 [doi]
• Unsupervised Super Resolution in X-ray Microscopy using a Cycle-consistent Generative ModelAdarsh Raghunath, Fabian Wagner, Mareike Thies, Mingxuan Gu, Sabrina Pechmann, Oliver Aust, Daniela Weidner, Georgiana Neag, Georg Schett, Silke H. Christiansen, Stefan Uderhardt, Andreas K. Maier. 76-81 [doi]
• McLabel - A Local Thresholding Tool for Efficient Semi-automatic Labelling of Cells in Fluorescence MicroscopyJonas Utz, Maja Schlereth, Jingna Qiu, Mareike Thies, Fabian Wagner, Oumaima B. Brahim, Mingxuan Gu, Stefan Uderhardt, Katharina Breininger. 82-87 [doi]
• WEB-ANEULYSIS - A Web-based Application for the Analysis of Aneurysm DataRebecca Preßler, Monique Meuschke, Henrik Voigt, Kai Lawonn. 88-94 [doi]
• Towards Clinical Translation of Deep Learning-based Classification of DSA Image Sequences for Stroke TreatmentTimo Baumgärtner, Benjamin J. Mittmann, Till Malzacher, Johannes Roßkopf, Michael Braun, Bernd Schmitz, Alfred M. Franz. 95-101 [doi]
• Leveraging Semantic Information for Sonographic Wrist Fracture Assessment Within ChildrenChristoph Großbröhmer, Luisa Bartram, Corinna Rheinbay, Mattias P. Heinrich, Ludger Tüshaus. 102-107 [doi]
• Applicability of BI-RADS Criteria for Deep Learning-based Classification of Suspicious Masses in SonogramsChristian Schmidt, Heinrich M. Overhoff. 108-113 [doi]
• Abstract: Tattoo-Tomographie - Freihand-3D-Photoakustik und multimodale BildfusionNiklas Holzwarth, Melanie Schellenberg, Janek Gröhl, Kris Dreher, Jan-Hinrich Nölke, Alexander Seitel, Minu Dietlinde Tizabi, Beat P. Müller-Stich, Lena Maier-Hein. 114 [doi]
• Abstract: the MIDOG Challenge 2021 - Mitosis Domain Generalization in Histopathology ImagesMarc Aubreville, Nikolas Stathonikos, Christof A. Bertram, Robert Klopfleisch, Natalie ter Hoeve, Francesco Ciompi, Frauke Wilm, Christian Marzahl, Taryn A. Donovan, Andreas K. Maier, Mitko Veta, Katharina Breininger. 115 [doi]
• Limits of Human Expert Ensembles in Mitosis Multi-expert Ground Truth GenerationLudwig M. Lausser, Christof A. Bertram, Robert Klopfleisch, Marc Aubreville. 116-121 [doi]
• Detection of Pulmonary Embolisms in NCCT Data Using nnDetectionLinda Vorberg, Florian Thamm, Hendrik Ditt, Marius Horger, Florian Hagen, Andreas K. Maier. 122-127 [doi]
• Exploring the Effects of Contrastive Learning on Homogeneous Medical Image DataRobert Mendel, David Rauber, Christoph Palm. 128-133 [doi]
• Dataset Pruning using Evolutionary OptimizationLuisa Neubig, Andreas M. Kist. 134-139 [doi]
• Abstract: Towards Real-world Federated Learning in Medical Image Analysis using KaapanaKlaus Kades, Jonas Scherer, Maximilian Zenk, Marius Kempf, Klaus H. Maier-Hein. 140 [doi]
• Compact Convolutional Transformers on Edge TPUsYipeng Sun, Andreas M. Kist. 141-146 [doi]
• Automated Thrombus Segmentation in Stroke NCCT Incorporating Clinical DataAlexandra Ertl, Philipp Maas, Wiebke Rudolph, Johanna Rümenapp, Eren Bora Yilmaz, Claus Christian Glüer, Olav Jansen, Michael Müller. 147-152 [doi]
• Geometric Deep Learning Vascular Domain SegmentationRobert Kreher, Annika Niemann, Libin Kutty, Viju Sudhi, Bernhard Preim, Daniel Behme, Sylvia Saalfeld. 153-158 [doi]
• CNN-based Whole Breast Segmentation in Longitudinal High-risk MRI Study - Initial Findings on Quality vs. Quantity of Training AnnotationsAni Ambroladze, Horst K. Hahn, Heba Amer, Michael Ingrisch, Annika Gerken, Markus T. Wenzel, Michael Püsken, Andreas Mittermeier, Christoph Engel, Rita Schmutzler, Eva M. Fallenberg. 159-164 [doi]
• Automatic Lung Nodule Segmentation in CT Imaging using an Improved 3D-Res2UnetPavan Tummala, Georg Hille, Sylvia Saalfeld. 165-170 [doi]
• Automated Deep-learning-based Vertebral Body Localization and Instance Segmentation for Osteoporosis Assessment using CTNicolai R. Krekiehn, Eren Bora Yilmaz, Hannes C. Kruse, Carsten Meyer, Claus Christian Glüer. 171-176 [doi]
• Mitigating Unknown Bias in Deep Learning-based Assessment of CT Images DeepTechnomeSimon Langer, Oliver Taubmann, Felix Denzinger, Andreas K. Maier, Alexander Mühlberg. 177-182 [doi]
• Taming Detection Transformers for Medical Object DetectionMarc K. Ickler, Michael Baumgartner 0001, Saikat Roy, Tassilo Wald, Klaus H. Maier-Hein. 183-188 [doi]
• Deep Learning-based Subtyping of Atypical and Normal Mitoses using a Hierarchical Anchor-free Object DetectorMarc Aubreville, Jonathan Ganz, Jonas Ammeling, Taryn A. Donovan, Rutger H. J. Fick, Katharina Breininger, Christof A. Bertram. 189-195 [doi]
• Abstract: Automated Detection and Quantification of Brain Metastases on Clinical MRI Data using CNNsIrada Pflüger, Tassilo Wald, Fabian Isensee, Marianne Schell, Hagen Meredig, Kai Schlamp, Denise Bernhardt, Gianluca Brugnara, Claus Peter Heußel, Juergen Debus, Wolfgang Wick, Martin Bendszus, Klaus Maier-Hein, Philipp Vollmuth. 196 [doi]
• Abstract: Determination of Unknown Biomechanical Parameters of a Screw-vertebra MBS ModelIvanna Kramer, Sabine Bauer 0001, Dietrich Paulus. 197 [doi]
• Challenge Results are not ReproducibleAnnika Reinke, Georg Grab, Lena Maier-Hein. 198-203 [doi]
• Abstract: Is Medical Chest X-ray Data Anonymous? - Deep Learning-based Patient Re-identification is Able to Exploit the Biometric Nature of Medical Chest X-ray DataKai Packhäuser, Sebastian Gündel, Nicolas Münster, Christopher Syben, Vincent Christlein, Andreas K. Maier. 204 [doi]
• Abstract: Pan-tumor CAnine CuTaneous Cancer Histology (CATCH) DatasetFrauke Wilm, Marco Fragoso, Christian Marzahl, Jingna Qiu, Chloé Puget, Laura Diehl, Christof A. Bertram, Robert Klopfleisch, Andreas K. Maier, Katharina Breininger, Marc Aubreville. 205 [doi]
• Multi-scanner Canine Cutaneous Squamous Cell Carcinoma Histopathology DatasetFrauke Wilm, Marco Fragoso, Christof A. Bertram, Nikolas Stathonikos, Mathias Öttl, Jingna Qiu, Robert Klopfleisch, Andreas K. Maier, Katharina Breininger, Marc Aubreville. 206-211 [doi]
• Weakly-supervised Temporal Segmentation of Cell-cycle Stages with Center-cell Focus using Recurrent Neural NetworksAbin Jose, Rijo Roy, Johannes Stegmaier. 212-219 [doi]
• Attention-based Multiple Instance Learning for Survival Prediction on Lung Cancer Tissue MicroarraysJonas Ammeling, Lars-Henning Schmidt, Jonathan Ganz, Tanja Niedermair, Christoph Brochhausen-Delius, Christian Schulz 0015, Katharina Breininger, Marc Aubreville. 220-225 [doi]
• Deep Learning-based Automatic Assessment of AgNOR-scores in Histopathology ImagesJonathan Ganz, Karoline Lipnik, Jonas Ammeling, Barbara Richter, Chloé Puget, Eda Parlak, Laura Diehl, Robert Klopfleisch, Taryn A. Donovan, Matti Kiupel, Christof A. Bertram, Katharina Breininger, Marc Aubreville. 226-231 [doi]
• Unsupervised detection of Small Hyperreflective Features in Ultrahigh Resolution Optical Coherence TomographyMarcel Reimann, Jungeun Won, Hiroyuki Takahashi, Antonio Yaghy, Yunchan Hwang, Stefan B. Ploner, Junhong Lin, Jessica Girgis, Kenneth Lam, Siyu Chen, Nadia K. Waheed, Andreas K. Maier, James G. Fujimoto. 232-237 [doi]
• Comparison of CNN Architectures for Detecting Alzheimer's Disease using Relevance MapsDevesh Singh, Martin Dyrba. 238-243 [doi]
• Abstract: Deep Geometric Supervision Improves Spatial Generalization in Orthopedic Surgery PlanningFlorian Kordon, Andreas K. Maier, Benedict Swartman, Maxim Privalov, Jan Siad El Barbari, Holger Kunze. 244 [doi]
• Abstract: Deep-learning on Lossily Compressed Pathology Images - Adverse Effects for ImageNet Pre-trained ModelsMaximilian Fischer, Peter F. Neher, Michael Götz, Shuhan Xiao, Silvia Dias Almeida, Peter Schüffler, Alexander Muckenhuber, Rickmer Braren, Jens Kleesiek, Marco Nolden, Klaus H. Maier-Hein. 245 [doi]
• Contrastive Representations for Unsupervised Anomaly Detection and LocalizationCarsten T. Lüth, David Zimmerer, Gregor Köhler, Paul F. Jaeger, Fabian Isensee, Klaus H. Maier-Hein. 246-252 [doi]
• Abstract: AUCMEDI - Von der Insellösung zur einheitlichen und automatischen Klassifizierung von Medizinischen BildernDominik Müller, Dennis Hartmann, Iñaki Soto-Rey, Frank Kramer 0001. 253 [doi]
• Cavity Segmentation in X-ray Microscopy Scans of Mouse TibiaeMingxuan Gu, Mareike Thies, Fabian Wagner, Sabrina Pechmann, Oliver Aust, Daniela Weidner, Georgiana Neag, Zhaoya Pan, Jonas Utz, Georg Schett, Silke H. Christiansen, Stefan Uderhardt, Andreas K. Maier. 254-259 [doi]
• Abstract: A Spatiotemporal Model for Precise and Efficient Fully-automatic 3D Motion Correction in OCTStefan B. Ploner, Siyu Chen, Jungeun Won, Lennart Husvogt, Katharina Breininger, Julia Schottenhamml, James G. Fujimoto, Andreas K. Maier. 260 [doi]
• Label Efficient Classification in Liquid Biopsy Data by Self-supervisionHümeyra Husseini, Maximilian Nielsen, Klaus Pantel, Harriet Wikman, Sabine Riethdorf, René Werner. 261-266 [doi]
• Motif Analysis of Resting-state and Stimulus-driven fMRI Networks with Special Focus on Neurotransmitter-specific Subnetworks 2023Dragalina Dulea, Isabel Wank, Claudiu Ivan, Tanja Niedermair, Susanne Grässel, Andreas K. Maier, Andreas Hess. 267-272 [doi]
• Detection of Arterial Occlusion on Magnetic Resonance Angiography of the Thigh using Deep LearningTri-Thien Nguyen, Folle Lukas, Thomas Bayer, Andreas K. Maier. 273-278 [doi]
• Localizable Instruments for Navigated Treatment of Ischemic StrokeLena Stevanovic, Ramona Bodanowitz, Benjamin J. Mittmann, Ann-Kathrin Greiner-Perth, Eva Marschall, Tobias Kannberg, Timo Baumgärtner, Michael Braun, Bernd Schmitz, Alfred M. Franz. 279-284 [doi]
• Needle Tip Tracking During CT-guided Interventions using Fuzzy SegmentationGino Gulamhussene, Arnab Das, Jonathan Spiegel, Daniel Punzet, Marko Rak, Christian Hansen 0001. 285-291 [doi]
• Deep Learning-based Marker-less Pose Estimation of Interventional Tools using Surrogate KeypointsGino Gulamhussene, Jonathan Spiegel, Arnab Das, Marko Rak, Christian Hansen 0001. 292-298 [doi]
• Abstract: Implementation of a Real-time 3D-thermometry Pipeline in Gadgetron for Easy Clinical IntegrationDominik Horstmann, Karen Meyer zu Hartlage, Daniel L. Reimert, Joaquin J. Löning Caballero, Othmar Belker, Frank K. Wacker, Bennet Hensen, Marcel Gutberlet. 299 [doi]
• Matching Endoscopic 3D Image Data with 4D Echocardiographic Data for Extended Reality Support in Mitral Valve Repair SurgeryJuri Welz, Matthias Ivantsits, Isaac Wamala, Jörg Kempfert, Simon H. Sündermann, Volkmar Falk, Anja Hennemuth. 300-305 [doi]
• Cross-modality Training Approach for CT Super-resolution NetworkWai Yan Ryana Fok, Andreas Fieselmann, Magdalena Herbst, Ludwig Ritschl, Marcel Beister, Steffen Kappler, Sylvia Saalfeld. 306-311 [doi]
• Abstract: MOOD 2020 - A Public Benchmark for Out-of-distribution Detection and Localization on Medical ImagesDavid Zimmerer, Peter M. Full, Fabian Isensee, Paul Jäger, Tim Adler, Jens Petersen, Gregor Köhler, Tobias Roß, Annika Reinke, Antanas Kascenas, Bjørn Sand Jensen, Alison Q. O'Neil, Jeremy Tan, Benjamin Hou, James Batten, Huaqi Qiu, Bernhard Kainz, Nina Shvetsova, Irina Fedulova, Dmitry V. Dylov, Baolun Yu, Jianyang Zhai, Jingtao Hu, Runxuan Si, Sihang Zhou 0001, Siqi Wang 0001, Xinyang Li, Xuerun Chen, Yang Zhao 0003, Sergio Naval Marimont, Giacomo Tarroni, Victor Saase, Lena Maier-Hein, Klaus H. Maier-Hein. 312 [doi]