Publikationen | Institute of Medical Informatics

MIDL 2021

International Conference on
Medical Imaging with Deep Learning
5. bis 7. Juli 2021

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In Press

Strenge P., Lange B., Grill C., Draxinger W., Danicke V., Theisen-Kunde D., Hagel C., Spahr-Hess S., Bonsanto M.M., Huber R. et al.
Registration of histological brain images onto optical coherence tomography images based on shape information
Physics in Medicine & Biology, In Press

2022

Andresen J., Kepp T., Ehrhardt J., von der Burchard C., Roider J., Handels H.
Deep learning-based simultaneous registration and unsupervised non-correspondence segmentation of medical images with pathologies
International Journal of Computer Assisted Radiology and Surgery, 2022

Abstract

Andresen J., Uzunova H., Ehrhardt J., Kepp T., Handels H.
Image registration and appearance adaptation in non-correspondent image regions for new MS lesions detection
Frontiers in Neuroscience, 16, 2022

Abstract

Andresen J., Kepp T., Ehrhardt J., von der Burchard C., Roider J., Handels H.
Unsupervised Non-correspondence Detection in Medical Images Using an Image Registration Convolutional Neural Network
In: Hering A., Schnabel J., Zhang M., Ferrante E., Heinrich M.P., Rueckert D. (eds.), Biomedical Image Registration. WBIR 2022, Cham, Lecture Notes in Computer Science, Springer International Publishing, 13386, 3-7, 2022

Andresen J., Kepp T., Wang-Evers M., Ehrhardt J., Manstein D., Handels H.
Unsupervised Segmentation of Wounds in Optical Coherence Tomography Images Using Invariant Information Clustering
In: Maier-Hein K., Deserno T., Handels H., Maier A., Palm C., Tolxdorff T. (eds.), Bildverarbeitung für die Medizin 2022, Heidelberg, Informatik Aktuell, Springer Vieweg, Wiesbaden, 1-6, 2022

Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.)
Student Conference Proceedings 2022: 11th C. on Medical Engineering Science and 7th C. on Medical Informatics and 5th C. on Biomedical Engineering and 4th C. on Auditory Technology and 2nd C. on Biophysics and 2nd C. on Robotics and Autonomous Systems
Infinite Science Publishing, Lübeck, 2022

Chlebusch A., Grzegorzek M.
Extended Ventilation Test Framework to Compare Different Ventilation Prototypes
In: Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2022: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 133-136, 2022

Falta F., Hansen L., Himstedt M., Heinrich M.P.
Learning an airway atlas from lung CT using semantic inter-patient deformable registration
In: Maier-Hein K., Deserno T., Handels H., Maier A., Palm C., Tolxdorff T. (eds.), Bildverarbeitung für die Medizin 2022, Heidelberg, Informatik Aktuell, Springer Vieweg, Wiesbaden, 75-80, 2022

Florack C., Kepp T., Hilge F., Wang-Evers M., Mannstein D., Handels H.
Segmentation of the dermal-epidermal junction in OCT image data using deep learning
In: Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2022: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 219-222, 2022

Germer S., Uzunova H., Ehrhardt J., Feldhus N., Thomas P., Handels H.
A Comparison of Feature Extraction Models for Medical Image Captioning
In: 67. Jahrestagung der Deutschen Gesellschaft für Medizinische Informatik, Biometrie und Epidemiologie e. V. (GMDS), 13. Jahreskongress der Technologie- und Methodenplattform für die vernetzte medizinische Forschung e.V. (TMF), Kiel, 2022

Graf L., Mischkewitz S., Hansen L., Heinrich M.P.
Spatiotemporal Attention for Realtime Segmentation of Corrupted Sequential Ultrasound Data
In: Maier-Hein K., Deserno T., Handels H., Maier A., Palm C., Tolxdorff T. (eds.), Bildverarbeitung für die Medizin 2022, Heidelberg, Informatik Aktuell, Springer Vieweg, Wiesbaden, 235-240, 2022

Hempe H., Heinrich M.P.
Light-weight semantic segmentation and labelling of vertebrae in 3D-CT scans
In: Maier-Hein K., Deserno T., Handels H., Maier A., Palm C., Tolxdorff T. (eds.), Bildverarbeitung für die Medizin 2022, Heidelberg, Informatik Aktuell, Springer Vieweg, Wiesbaden, Abstract:19, 2022

Hermes N., Hansen L., Bigalke A., Heinrich M.P.
Support Point Sets for Improving Contactless Interaction in Geometric Learning for Hand Pose Estimation
In: Maier-Hein K., Deserno T., Handels H., Maier A., Palm C., Tolxdorff T. (eds.), Bildverarbeitung für die Medizin 2022, Heidelberg, Informatik Aktuell, Springer Vieweg, Wiesbaden, 89-94, 2022

Hübner M., Schepers J., Ingenerf J.
Implementation Guide Rare Disease Documentation - Enabling of the FAIR Principles for Rare Diseases
In: Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2022: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 277-280, 2022

Jagtap A.D., Himstedt M., Heinrich M.P.
Automatic Generation of Synthetic Data for Domain Randomization and Adaptation
In: Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2022: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 137-140, 2022

Kaftan P., Gercke K., Trabhardt A., Ehrhardt J.
Towards a Horizontal Gaze Nystagmus Detector on a Mobile Platform
In: Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2022: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 319-322, 2022

Kannath Kalam S., Weihsbach C., Heinrich M.P.
Revisiting the Iterative Image Registration Technique deeds in terms of Speed Performance
In: Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2022: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 467-470, 2022

Kepp T., Andresen J., Sudkamp H., von der Burchard C., Roider J., Hüttmann G., Ehrhardt J., Handels H.
Epistemic and Aleatoric Uncertainty Estimation for PED Segmentation in Home OCT Images
In: Maier-Hein K., Deserno T., Handels H., Maier A., Palm C., Tolxdorff T. (eds.), Bildverarbeitung für die Medizin 2022, Heidelberg, Informatik Aktuell, Springer Vieweg, Wiesbaden, 32-37, 2022

Keuth R., Bigalke A., Heinrich M.P.
Pose-Based Control in Real-World Robotic Application
In: Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2022: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 315-318, 2022

Kondeti R.R., Himstedt M., Heinrich M.P.
Monocular Depth Estimation for Bronchoscopic Navigation
In: Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2022: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 471-474, 2022

Koser N.C., Hempe H., Heinrich M.P.
Analysis of the impact of super-resolution on medical CT-Scans for classification and segmentation
In: Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2022: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 235-238, 2022

Maier-Hein K., Deserno T., Handels H., Maier A., Palm C., Tolxdorff T. (eds.)
Bildverarbeitung für die Medizin 2022
Springer Vieweg, Wiesbaden, Heidelberg, 2022

Neumann A., Kock-Schoppenhauer A.-K., Grabow D., Walz D., Filbert A.-L., Langer T., Ingenerf J.
Mapping, Modeling and Standardization of Clinical Data into the HL7 FHIR Specification for the EU Project PanCareSurPass
In: Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2022: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 273-276, 2022

Raasch M., Grzegorzek M.
Automatic Nightmare Recognition Using Convolutional Neural Network
In: Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2022: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 187-190, 2022

Santarossa M., Tatli A., von der Burchard C., Andresen J., Roider J., Handels H., Koch R.
Chronological Registration of OCT and Autofluorescence Findings in CSCR: Two Distinct Patterns in Disease Course
Diagnostics, 12, 8, 1780, 2022

Abstract

Schneider F., Ehrhardt J.
Analysis and implementation of semi-supervised segmentation methods using autoencoders
In: Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2022: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 479-482, 2022

Schumacher M., Bade R., Genz A., Heinrich M.P.
Iterative 3D CNN based Segmentation of Vascular Trees in Liver CT
In: Maier-Hein K., Deserno T., Handels H., Maier A., Palm C., Tolxdorff T. (eds.), Bildverarbeitung für die Medizin 2022, Heidelberg, Informatik Aktuell, Springer Vieweg, Wiesbaden, 7-12, 2022

Seitzer C., Piet A., Schilling F., Grzegorzek M.
Improving the Usability of a User Interface for the Creation of PCR Test Specifications
In: Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2022: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 113-116, 2022

Stein A., Otte K., Röhling H.M., Li F., Nisar M.A., Grzegorzek M.
Segmentation of infants in depth data: Evaluation of thresholding approaches
In: Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2022: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 307-310, 2022

Trense C., Piet A., Huang X., Grzegorzek M.
Comparison of Data Augmentation Techniques for PhenotypeData of Parkinson’s Patients
In: Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2022: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 207-210, 2022

Ulrich H., Uzunova H., Handels H., Ingenerf J.
Proposal of Semantic Annotation for German Metadata Using Bidirectional Recurrent Neural Networks.
Studies in health technology and informatics, 294, 357-361, 2022

Uzunova H., Handels H., Ehrhardt J.
Guided Filter Regularization for Improved Disentanglement of Shape and Appearance in Diffeomorphic Autoencoders
In: Maier-Hein K., Deserno T., Handels H., Maier A., Palm C., Tolxdorff T. (eds.), Bildverarbeitung für die Medizin 2022, Heidelberg, Informatik Aktuell, Springer Vieweg, Wiesbaden, Abstract:81, 2022

Uzunova H., Basso L., Ehrhardt J., Handels H.
Synthesis of annotated pathological retinal OCT data with pathology-induced deformations
In: Proc. SPIE 12033, Medical Imaging 2022: Computer-Aided Diagnosis, San Diego, United States, SPIE, 12033, 2022

Abstract

Uzunova H., Basso L., Ehrhardt J., Handels H.
Synthesis of annotated pathological retinal OCT data with pathology-induced deformations
In: Maier-Hein K., Deserno T., Handels H., Maier A., Palm C., Tolxdorff T. (eds.), Bildverarbeitung für die Medizin 2022, Heidelberg, Informatik Aktuell, Springer Vieweg, Wiesbaden, Abstract:197, 2022

Uzunova H., Wilms M., Forkert N.D., Handels H., Ehrhardt J.
A systematic comparison of generative models for medical images
International Journal of Computer Assisted Radiology and Surgery, 1-12, 2022

Walter J., Liebenow L., Hoffmann R., Grzegorzek M.
Detecting behavioral changes of an individual using a Random Forest classifier on floor sensor data
In: Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2022: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 203-206, 2022

2021

Andresen J., Kepp T., Ehrhardt J., von der Burchard C., Roider J., Handels H.
CNN-based joint non-correspondence detection and registration of retinal optical coherence tomography images
In: CARS 2021: Computer Assisted Radiology and Surgery Proceedings of the 35th International Congress and Exhibition, June 21-25, 2021, Munich, Germany, International Journal of Computer Assisted Radiology and Surgery, 16, 20-21, 2021

Andresen J., Uzunova H., Ehrhardt J., Handels H.
New Multiple Sclerosis Lesion Detection with Convolutional Neural Registration Networks
In: Commowick O., Cervenansky F., Cotton F., Dojat M. (eds.), Proceedings of the 2nd MICCAI challenge on multiple sclerosis new lesions segmentation challenge using a data management and processing infrastructure — MICCAI-MSSEG-2, 111-114, 2021

Basso L., Oehler M., Grzegorzek M.
Breathing Rate Estimation during Sleep using Capacitive ECG Electrodes
In: Buzug T.M., Handels H., Hübner C., Klein S., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2021: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 211-214, 2021

Benecke S., Frischke M., Diesel J., Heinrich M.P.
Improvement of Machine Learning Algorithms for Object Detection
In: Buzug T.M., Handels H., Hübner C., Klein S., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2021: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 325-328, 2021

Bigalke A., Hansen L., Heinrich M.P.
End-to-end learning of body weight prediction from point clouds with basis point sets
In: Palm C., Deserno T.M., Handels H., Maier A., Maier-Hein K.H., Tolxdorff T. (eds.), Bildverarbeitung für die Medizin 2021, Regensburg, Informatik aktuell, Springer Vieweg, Wiesbaden, 254-259, 2021

Buzug T.M., Handels H., Klein S., Hübner C., Mertins A., Rostalski P. (eds.)
Student Conference Proceedings 2021: 10th C. on Medical Engineering Science and 6th C. on Medical Informatics and 4th C. on Biomedical Engineering and 3rd C. on Auditory Technology and 1st C. on Biophysics and 1st C. on Robotics and Autonomous Systems
Infinite Science Publishing, Lübeck, 2021

Chenzhang L., Heinrich M.P.
FlowNet application for 3D image registration
In: Buzug T.M., Handels H., Hübner C., Klein S., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2021: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 291-294, 2021

Fleitmann M., Uzunova H., Stroth A.M., Gerlach J., Fürschke A., Barkhausen J., Bischof A., Handels H.
Deep-Learning-based Feature Encoding of Clinical Parameters for Patient Specific CTA Dose Optimization
In: International Conference on Wireless Mobile Communication and Healthcare, Springer, Cham, 315-322, 2021

Germer S., Lambarki M., Ulrich H., Ingenerf J., Lablans M.
Visualization and Exploration of Integrated Patient Data
In: Buzug T.M., Handels H., Hübner C., Klein S., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2021: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 359-362, 2021

Hansen L., Heinrich M.P.
Probabilistic Dense Displacement Networks for Medical Image Registration - Contributions to the Learn2Reg challenge
In: Palm C., Deserno T.M., Handels H., Maier A., Maier-Hein K.H., Tolxdorff T. (eds.), Bildverarbeitung für die Medizin 2021, Regensburg, Informatik aktuell, Springer Vieweg, Wiesbaden, 125-126, 2021

Huttmann G., Wunderlich M., Koch P., Sudkamp H., Theisen-Kunde D., Kepp T., Handels H., von der Burchard C., Roider J.
Improved SELFF-OCT using motion correction and artifact detection
Investigative Ophthalmology & Visual Science, 62, 8, 2527, 2021

Klein D., Witt O., Grzegorzek M.
Detection of glycemic abnormalities based on continuous glucose measurements
In: Buzug T.M., Handels H., Hübner C., Klein S., Mertins A., Rostalski P. (eds.), Student Conference Proceedings 2021: Medical Engineering Science, Medical Informatics, Biomedical Engineering, Auditory Technology, Biophysics and Robotics and Autonomous Systems, Lübeck, Infinite Science Publishing, 155-158, 2021