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Lehrstuhl für Bildgebung und Bildverarbeitung der RWTH Aachen
Start/Publikationen/2019

Publikationen

2019

Bücher und Buchkapitel

  • 2019inbook

    Marcin Kopaczka, Marco Saggiomo, Moritz Güttler, Kevin Kielholz and Dorit Merhof

    Detection and Classification of Faulty Weft Threads Using Both Feature-Based and Deep Convolutional Machine Learning Methods

    In: Pattern Recognition Applications and Methods (ICPRAM 2018, Revised Selected Papers), S. 141-163, Springer

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  • 2019phdthesis

    Joschka zur Jacobsmühlen

    Image-based methods for inspection of laser beam melting processes

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Journal-Veröffentlichungen

  • 2019article

    Michael Gadermayr, Kexin Li, Madlaine Müller, Daniel Truhn, Nils Krämer, Dorit Merhof and Burkhard Gess

    Domain-specific data augmentation for segmenting MR images of fatty infiltrated human thighs with neural networks

    In: Journal of Magnetic Resonance Imaging 49 (6), S. 1676-1683

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  • 2019article

    Lisa Ernst, Marcin Kopaczka, Mareike Schulz, Steven R. Talbot, Leonie Zieglowski, Marco Meyer, Stefan Bruch, Dorit Merhof and René H. Tolba

    Improvement of the Mouse Grimace Scale set-up for Implementing of a Semi-automated Mouse Grimace Scale MGS Scoring (Part 1)

    In: Laboratory animals, SAGE Publications Sage UK: London, England

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  • 2019article

    Lisa Ernst, Marcin Kopaczka, Mareike Schulz, Steven R. Talbot, Birgitta Struve, Christine Häger, André Bleich, Mattea Durst, Paulin Jirkof, Margarete Arras, Roelof Maarten van Dijk, Nina Miljanovic, Heidrun Potschka, Dorit Merhof and René H. Tolba

    Semi-automated generation of pictures for the Mouse Grimace Scale: A multi-laboratory analysis (Part 2)

    In: Laboratory animals, SAGE Publications Sage UK: London, England

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  • 2019article

    K. Neeraj, V. Ruchika, A. Deepak, Z. Yanning, F. O. Omer, T. Efstratios, C. Hao, A. H. Pheng, L. Jiahui, H. Zhiqiang, [...], D. Eschweiler, J. Stegmaier and others

    A Multi-organ Nucleus Segmentation Challenge

    In: IEEE Transactions on Medical Imaging, IEEE

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  • 2019article

    Leon Weninger, Christoph Haarburger and Dorit Merhof

    Robustness of Radiomics for Survival Prediction of Brain Tumor Patients Depending on Resection Status

    In: Frontiers in Computational Neuroscience 13, S. 73

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  • 2019article

    Laura Hoppe Alvarez, Sabine Eisold, Rustam A. Gumerov, Martin Strauch, Andrey A. Rudov, Pia Lenssen, Dorit Merhof, Igor I. Potemkin, Ulrich Simon and Dominik Wöll

    Deformation of Microgels at Solid-Liquid Interfaces Visualized in Three-Dimension

    In: Nano Letters 19 (12), S. 8862-8867

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  • 2019article

    J. Christopher Edgar, Marissa Dipiero, Emma McBride, Heather L. Green, Jeffrey I. Berman, Matthew Ku, Song Liu, Lisa Blaskey, Emily Kuschner, Megan Airey, Judith L. Ross, Luke Bloy, Mina Kim, Simon Koppers, William Gaetz, Robert T. Schultz and Timothy P. L. Roberts

    Abnormal maturation of the resting-state peak alpha frequency in children with autism spectrum disorder

    In: Human Brain Mapping 0 (0), John Wiley & Sons

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  • 2019article

    Mathias Wien, Jill M. Boyce, Thomas Stockhammer and Wen-Hsiao Peng

    Standardization Status of Immersive Video Coding

    In: IEEE Journal on Emerging and Selected Topics in Circuits and Systems 9 (1), S. 5--17, Institute of Electrical and Electronics Engineers (IEEE)

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  • 2019article

    Georg Wimmer, Michael Gadermayr, Gernot Wolkersdörfer, Roland Kwitt, Toru Tamaki, Jens Tischendorf, Michael Häfner, Shigeto Yoshida, Shinji Tanaka, Dorit Merhof and Andreas Uhl

    Quest for the best endoscopic imaging modality for computer-assisted colonic polyp staging

    In: World Journal of Gastroenterology

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  • 2019article

    Mathias Wien, Jill M. Boyce, Thomas Stockhammer and Wen-Hsiao Peng

    Guest Editorial Immersive Video Coding and Transmission

    In: IEEE Journal on Emerging and Selected Topics in Circuits and Systems 9 (1), S. 1--4, Institute of Electrical and Electronics Engineers (IEEE)

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  • 2019article

    Daniel Truhn, Björn Sondern, Simon Oehrl, Markus Tingart, Matthias Knobe, Dorit Merhof, Christiane Kuhl, Johannes Thüring and Sven Nebelung

    Differentiation of human cartilage degeneration by functional MRI mapping — an ex vivo study

    In: European Radiology

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  • 2019article

    Daniel Truhn, Simone Schrading, Christoph Haarburger, Hannah Schneider, Dorit Merhof and Christiane Kuhl

    Radiomic versus Convolutional Neural Networks Analysis for Classification of Contrast-enhancing Lesions at Multiparametric Breast MRI

    In: Radiology 290 (2), S. 10.1148/radiol.2018181352

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  • 2019article

    Chantal MW Tax, Francesco Grussu, Enrico Kaden, Lipeng Ning, Umesh Rudrapatna, John Evans, Samuel St-Jean, Alexander Leemans, Simon Koppers, Dorit Merhof and others

    Cross-scanner and cross-protocol diffusion MRI data harmonisation: A benchmark database and evaluation of algorithms

    In: NeuroImage, Elsevier

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  • 2019article

    Marcin Kopaczka, Lukas Breuer, Justus Schock and Dorit Merhof

    A Modular System for Detection, Tracking and Analysis of Human Faces in Thermal Infrared Recordings

    In: Sensors

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  • 2019article

    Marcin Kopaczka, Raphael Kolk, Justus Schock, Felix Burkhard and Dorit Merhof

    A Thermal Infrared Face Database With Facial Landmarks and Emotion Labels

    In: IEEE Transactions on Instrumentation and Measurement, S. 1-13

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  • 2019article

    Christoph Haarburger, Justus Schock, Michael Baumgartner, Oliver Rippel and Dorit Merhof

    Delira: A High-Level Framework for Deep Learning in Medical Image Analysis

    In: Journal of Open Source Software

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  • 2019article

    M. Grösche, A. E. Zoheir, J. Stegmaier, R. Mikut, D. Mager, J. G. Korvink, K. S. Rabe and C. M. Niemeyer

    Microfluidic Chips for Life Sciences—A Comparison of Low Entry Manufacturing Technologies

    In: Small 15, S. 1901956

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  • 2019article

    V. Gerber, L. Yang, M. Takamiya, V. Ribes, V. Gourain, R. Peravali, J. Stegmaier, R. Mikut, M. Reischl, M. Ferg and U. Strähle

    The HMG Box Transcription Factors Sox1a and Sox1b Specify a New Class of Glycinergic Interneuron in the Spinal Cord of Zebrafish Embryos

    In: Development 146 (4), S. dev172510, Oxford University Press for The Company of Biologists Limited

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  • 2019article

    Michael Gadermayr, Laxmi Gupta, Vitus Appel, Peter Boor, Barbara Mara Klinkhammer and Dorit Merhof

    Generative Adversarial Networks for Facilitating Stain-Independent Supervised & Unsupervised Segmentation: A Study on Kidney Histology

    In: IEEE Transactions on Medical Imaging

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  • 2019article

    Michael Gadermayr, Ann-Kathrin Dombrowski, Barbara Mara Klinkhammer, Peter Boor and Dorit Merhof

    CNN Cascades for Segmenting Sparse Objects in Gigapixel Whole Slide Images

    In: Computerized Medical Imaging and Graphics 71, S. 40-48

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  • 2019article

    Daniel Bug, Friedrich Feuerhake, Eva Oswald, Julia Schüler and Dorit Merhof

    Semi-Automated Analysis of Digital Whole Slides from Humanized Lung-Cancer Xenograft Models for Checkpoint Inhibitor Response Prediction

    In: Oncotarget, S. accepted

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  • 2019article

    A. Bartschat, S. Allgeier, T. Scherr, J. Stegmaier, S. Bohnand an K.-M. Reichert, A. Kuijper, M. Reischl, O. Stachs, B. Köhler and R. Mikut

    Fuzzy Tissue Detection for Real-Time Focal Control in Corneal Confocal Microscopy

    In: at Automatisierungstechnik 67 (10), S. 879--888, De Gruyter Oldenbourg

    BibTeX

Konferenz-Veröffentlichungen

  • 2019inproceedings

    Leon Weninger, Qianyu Liu and Dorit Merhof

    Multi-Task Learning for Brain Tumor Segmentation

    In: MICCAI Brainlesion Workshop (BrainLes)

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  • 2019inproceedings

    Philipp Gräbel, Friedrich Feuerhake, Eva Oswald, Julia Schüler Daniel Bug and Dorit Merhof

    Supervised and Unsupervised Cell-Nuclei Detection in Immunohistology

    In: 2nd MICCAI Workshop on Computational Pathology (COMPAY)

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  • 2019inproceedings

    Martin Strauch, Karl Krüger, Latha Mukunda, Alja Lüdke, C. Giovanni Galizia and Dorit Merhof

    Interpolating maps between neural response spaces for chemosensing with fruit fly antenna sensors.

    In: IEEE International Conference on Bioinformatics and Bioengineering (BIBE)

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  • 2019inproceedings

    Philipp Gräbel, Martina Crysandt, Reinhild Herwartz, Melanie Hoffmann, Barbara M. Klinkhammer, Peter Boor, Tim H. Brümmendorf and Dorit Merhof

    Refinement of Weak Annotations for the Segmentation of Bone Marrow Leukocytes

    In: 2nd MICCAI Workshop on Computational Pathology (COMPAY)

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  • 2019inproceedings

    Leon Weninger, Simon Koppers, Chuh-Hyoun Na, Kerstin Juetten and Dorit Merhof

    Free-Water Correction in Diffusion MRI: A Reliable and Robust Learning Approach

    In: MICCAI Workshop on Computational Diffusion MRI (CDMRI)

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  • 2019inproceedings

    Christoph Haarburger, Michael Baumgartner, Daniel Truhn, Mirjam Broeckmann, Hannah Schneider, Simone Schrading, Christiane Kuhl and Dorit Merhof

    Multi Scale Curriculum CNN for Context-Aware Breast MRI Malignancy Classification

    In: International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI)

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  • 2019inproceedings

    Leon Weninger, Imke Krauhausen and Dorit Merhof

    Semantic Segmentation of Brain Tumors in MRI Data without any Labels

    In: Eurographics Workshop on Visual Computing for Biology and Medicine (VCBM)

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  • 2019inproceedings

    Oliver Rippel, Daniel Truhn, Johannes Thüring, Christoph Haarburger, Christiane K. Kuhl and Dorit Merhof

    Prediction of Liver Function based on DCE-CT

    In: Bildverarbeitung für die Medizin (BVM)

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  • 2019incollection

    Simon Koppers, Edouard Coussoux, Sandro Romanzetti, Kathrin Reetz and Dorit Merhof

    Sodium Image Denoising based on a Convolutional Denoising Autoencoder

    In: Bildverarbeitung für die Medizin (BVM)

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  • 2019inproceedings

    Marcin Kopaczka, Daniel Tillmann, Lisa Ernst, Justus Schock, René H. Tolba and Dorit Merhof

    Assessment of Laboratory Mouse Activity in Video Recordings Using Deep Learning Methods

    In: International Engineering in Medicine and Biology Conference (EMBC)

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  • 2019inproceedings

    Christoph Haarburger, Nicolas Horst, Daniel Truhn, Mirjam Broeckmann, Simone Schrading, Christiane Kuhl and Dorit Merhof

    Multiparametric Magnetic Resonance Image Synthesis using Generative Adversarial Networks

    In: Eurographics Workshop on Visual Computing for Biology and Medicine (VCBM), S. 11--15, Eurographics Association

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  • 2019inproceedings

    Christoph Haarburger, Philippe Weitz, Oliver Rippel and Dorit Merhof

    Image-based Survival Prediction for Lung Cancer Patients using CNNs

    In: IEEE International Symposium on Biomedical Imaging (ISBI), S. 1197-1201

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  • 2019inproceedings

    Laxmi Gupta, Barbara Mara Klinkhammer, Peter Boor, Dorit Merhof and Michael Gadermayr

    GAN-Based Image Enrichment in Digital Pathology Boosts Segmentation Accuracy

    In: International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI)

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  • 2019inproceedings

    Laxmi Gupta, Barbara Mara Klinkhammer, Peter Boor, Dorit Merhof and Michael Gadermayr

    Iterative learning to make the most of unlabeled and quickly obtained labeled data in histology

    In: 2nd International Conference on Medical Imaging with Deep Learning (MIDL)

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  • 2019incollection

    Michael Gadermayr, Laxmi Gupta, Barbara Mara Klinkhammer, Peter Boor and Dorit Merhof

    Unsupervisedly Training GANs for Segmenting Digital Pathology with Automatically Generated Annotations

    In: 2nd International Conference on Medical Imaging with Deep Learning (MIDL)

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  • 2019inproceedings

    Dennis Eschweiler, Tim Klose, Florian Nicolas Müller-Fouarge, Marcin Kopaczka and Johannes Stegmaier

    Towards Annotation-Free Segmentation of Fluorescently Labeled Cell Membranes in Confocal Microscopy Images

    In: MICCAI International Workshop on Simulation and Synthesis in Medical Imaging (SASHIMI), S. 81--89, Springer

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  • 2019inproceedings

    Thiago V. Spina, Rohan C. Choudhury, Elliot Meyerowitz, Alexandre Cunha, Johannes Stegmaier Dennis Eschweiler

    CNN-based Preprocessing to Optimize Watershed-based Cell Segmentation in 3D Confocal Microscopy Images

    In: IEEE International Symposium on Biomedical Imaging (ISBI)

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  • 2019inproceedings

    Long Chen, Martin Strauch and Dorit Merhof

    Instance Segmentation of Biomedical Images with an Object-aware Embedding Learned with Local Constraints

    In: International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI)

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  • 2019inproceedings

    Long Chen, Martin Strauch, Matthias Daub, Marcus Jansen, Hans-Georg Luigs and Dorit Merhof

    Instance Segmentation of Nematode Cysts in Microscopic Images of Soil Samples

    In: International Engineering in Medicine and Biology Conference (EMBC)

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  • 2019inproceedings

    Daniel Bug, Dennis Eschweiler, Qianyu Liu, Justus Schock, Leon Weninger, Friedrich Feuerhake, Julia Schüler, Johannes Stegmaier and Dorit Merhof

    Combined Learning for Similar Tasks with Domain-Switching Networks

    In: International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), S. (accepted)

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  • 2019inproceedings

    Nassim Bouteldja, Dorit Merhof, Jan Ehrhardt and Mattias P. Heinrich

    Deep Multi-Modal Encoder-Decoder Networks for Shape Constrained Segmentation and Joint Representation Learning

    In: Bildverarbeitung für die Medizin (BVM), S. 23 - 28, Springer Vieweg, Wiesbaden

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