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Deserno, Thomas M.

Bildverarbeitung für die Medizin 2018

Deserno, Thomas M. - Bildverarbeitung für die Medizin 2018, ebook

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ISBN: 9783662565377
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Table of contents

1. Systems Medicine
Jan Baumbach

2. Reinventing Bone Surgery
Philippe Cattin

3. From Mechanistic to Data-driven Models for Surgical Planning, Guidance and Simulation
Zeike A. Taylor

4. Precision Imaging
Alejandro Frangi

5. Deep Learning Fundamentals
Katharina Breininger, Vincent Christlein, Tobias Würfl, Andreas Maier

6. Advanced Deep Learning Methods
Paul Jäger, Fabian Isensee, Jens Petersen, David Zimmerer, Jakob Wasserthal, Klaus Hermann Maier-Hein

7. Innovation Generation, Disruption and Exponential Technologies in Medical Imaging
Michael Friebe

8. Endoscopy
Thomas Wittenberg

9. Abstract: Digitale Pathologie für mobile Endgeräte
Hannah Büchner, Ingmar Gergel

10. Abstract: Digital Cytomorphology
Christian Matek, Carsten Marr, Karsten Spiekermann

11. Abstract: First Approaches Towards Automatic Detection of Microaneurysms in OCTA Images
Lennart Husvogt, A. Yasin Alibhai, Eric Moult, James G. Fujimoto, Nadia Waheed, Andreas Maier

12. Abstract: Automatic Malignancy Estimation for Pulmonary Nodules from CT Images
Katrin Mentl, Rimon Saffoury, Andreas Maier

13. Abstract: Amplitude of Brain Signals Classify Hunger Status based on Machine Learning in Resting-state fMRI
Arkan Al-Zubaidi

14. Abstract: Assessment of Segmentation Dependence in Macroscopic Lung Cavity Extraction
Asmaa Khdeir, Tobias Geimer, Shuqing Chen, Eric Goppert, Maximilian Dankbar, Christoph Bert, Andreas Maier

15. Abstract: Percutaneous Pelvis Fixation Using the Camera-augmented C-arm
Mathias Unberath, Javad Fotouhi, Emerson Tucker, Alex Johnson, Greg Osgood, Nassir Navab

16. Abstract: Augmented Reality im Operationssaal
Stephan Vedder

17. Abstract: Efficient Labeling of Optical Coherence Tomography Angiography Data using Eye Tracking
Lennart Husvogt, Eric Moult, Nadia Waheed, James G. Fujimoto, Andreas Maier

18. Abstract: Leveraging Open Source Software to Close Translational Gaps in Medical Image Computing
Jens Petersen, Sabine Heiland, Marti Bendszus, Jürgen Debus, Marco Nolden, Caspar J. Goch, Klaus Hermann Maier-Hein

19. 3D-CNNs for Deep Binary Descriptor Learning in Medical Volume Data
Max Blendowski, Mattias P. Heinrich

20. Detecting and Measuring Surface Area of Skin Lesions
Houman Mirzaalian-Dastjerdi, Dominique Töpfer, Michael Bangemann, Andreas Maier

21. Abstract: Deep Hashing for Large-Scale Medical Image Retrieval
Sailesh Conjeti, Magdalini Paschali, Abhijit Guha Roy, Nassir Navab

22. Abstract: Physiological Parameter Estimation from Multispectral Images Unleashed
Sebastian J. Wirkert, Anant S. Vemuri, Hannes G. Kenngott, Sara Moccia, Michael Götz, Benjamin F. B. Mayer, Klaus Hermann Maier-Hein, Daniel S. Elson, Lena Maier-Hein

23. Abstract: Probabilistic Appearance Models for Medical Image Analysis
Julia Krüger, Jan Ehrhardt, Heinz Handels

24. Abstract: Robust Multi-Scale Anatomical Landmark Detection in Incomplete 3D-CT Data
Florin C. Ghesu, Bogdan Georgescu, Sasa Grbic, Andreas Maier, Joachim Hornegger, Dorin Comaniciu

25. Abstract: Exploring Sparsity in CNNs for Medical Image Segmentation BRIEFnet
Mattias P. Heinrich, Ozan Oktay

26. Abstract: Fast MRI Whole Brain Segmentation with Fully Convolutional Neural Networks
Abhijit Guha Roy, Sailesh Conjeti, Nassir Navab, Christian Wachinger

27. Patient Surface Model and Internal Anatomical Landmarks Embedding
Xia Zhong, Norbert Strobel, Annette Birkhold, Markus Kowarschik, Rebecca Fahrig, Andreas Maier

28. Comparison of Self-similarity Measures for Multi-modal Non-rigid Registration of 3D-PLI Brain Images
Sharib Ali, Dehui Lin, Markus Axer, Karl Rohr

29. Two-Step Trajectory Visualization for Robot-Assisted Spine Radiofrequency Ablations
Nico Merten, Simon Adler, Magnus Hanses, Sylvia Saalfeld, Mathias Becker, Bernhard Preim

30. Unsupervised Pathology Detection in Medical Images using Learning-based Methods
Hristina Uzunova, Heinz Handels, Jan Ehrhardt

31. Classification of Lobular and Ductal Breast Carcinomas by Texture Analysis in DCE-MRI Data
Kai Nie, Gabriel Mistelbauer, Bernhard Preim

32. Abstract: Revealing Hidden Potentials of the q-Space Signal in Breast Cancer
Paul Jaeger, Sebastian Bickelhaupt, Frederik Bernd Laun, Wolfgang Lederer, Daniel Heidi, Tristan Anselm Kuder, Daniel Paech, David Bonekamp, Alexander Radbruch, Stefan Delorme, Heinz-Peter Schlemmer, Franziska Steudle, Klaus Hermann Maier-Hein

33. Elastic Mitral Valve Silicone Replica Made from 3D-Printable Molds Offer Advanced Surgical Training
Sandy Engelhardt, Simon Sauerzapf, Sameer Al-Maisary, Matthias Karck, Bernhard Preim, Ivo Wolf, Raffaele Simone

34. Simulation of Realistic Low Dose Fluoroscopic Images from their High Dose Counterparts
Sai Gokul Hariharan, Norbert Strobel, Markus Kowarschik, Rebecca Fahrig, Nassir Navab

35. Towards Full-body X-ray Images
Christoph Luckner, Thomas Mertelmeier, Andreas Maier, Ludwig Ritschl

36. Influence of Excitation Signal Coupling on Reconstructed Images in Magnetic Particle Imaging
Anselm Gladiss, Matthias Graeser, Thorsten M. Buzug

37. A Joint Probabilistic Model for Speckle Variance, Amplitude Decorrelation and Interframe Variance (IFV) Optical Coherence Tomography Angiography
Stefan B. Ploner, Christian Riess, Julia Schottenhamml, Eric M. Moult, Nadia K. Waheed, James G. Fujimoto, Andreas Maier

38. A Simulation Study and Experimental Verification of Hand-Eye-Calibration using Monocular X-Ray
Petra Dorn, Peter Fischer, Holger Mӧnnich, Philip Mewes, Muhammad Asim Khalil, Abhinav Gulhar, Andreas Maier

39. Background Correction and Stitching of Histological Plaque Images
Lilli Kaufhold, Heike Goebel, Hanieh Mirzaee, Christoph Strecker, Andreas Harloff, Anja Hennemuth

40. Towards In-Vivo X-Ray Nanoscopy
Leonid Mill, Bastian Bier, Christopher Syben, Lasse Kling, Anika Klingberg, Silke Christiansen, Georg Schett, Andreas Maier

41. Towards Fully Automated Determination of Laryngeal Adductor Reflex Latencies through High-Speed Laryngoscopy Image Processing
Jacob F. Fast, Martin Ptok, Michael Jungheim, Robin Szymanski, Tobias Ortmaier, Lüder A. Kahrs

42. Fourier-based Reduction of Directed Streak Artifacts in Cone-Beam CT
Julia Gawellek, Bastian Bier, Garry Gold, Andreas Maier

43. An Open Source Tool for Creating Model Files for Virtual Volume Rendering in PDF Documents
Axel Newe, Julian Brandner, Wolfgang Aichinger, Linda Becker

44. Comparison of Divergence-Free Filters for Cardiac 4D PC-MRI Data
Mickäel Francisco Sereno, Benjamin Köhler, Bernhard Preim

45. Employing Spatial Indexing for Flexibility and Scalability in Brain Biopsy Planning
Lukas Pezenka, Stefan Wolfsberger, Katja Bühler

46. Measuring Finger Lengths from 2D Palm Scans
Alexander Twrdik, Ulf-Dietrich Braumann, Franziska Abicht, Wieland Kiess, Toralf Kirsten

47. Towards Analysis of Mental Stress Using Thermal Infrared Tomography
Marcin Kopaczka, Thomas Jantos, Dorit Merhof

48. Preliminary Study Investigating Brain Shift Compensation using 3D CBCT Cerebral Vascular Images
Siming Bayer, Roman Schaffert, Nishant Ravikumar, Andreas Maier, Xiaodong Tong, Hu Wang, Martin Ostermeier, Rebecca Fahrig

49. Abstract: Patches in Magnetic Particle Imaging
Mandy Ahlborg, Christian Kaethner, Patryk Szwargulski, Tobias Knopp, Thorsten M. Buzug

50. Phasenkontrast Röntgen mit 2 Phasengittern und medizinisch relevanten Detektoren
Johannes Bopp, Michael Gallersdörfer, Veronika Ludwig, Maria Seifert, Andreas Maier, Gisela Anton, Christian Riess

51. CT-basiertes virtuelles Fräsen am Felsenbein
Daniela Franz, Maria Dreher, Martin Prinzen, Matthias Teßmann, Christoph Palm, Uwe Katzky, Jerome Perret, Mathias Hofer, Thomas Wittenberg

52. Segmentierung von Brustvolumina in Magnetresonanztomographiedaten unter der Verwendung von Deep Learning
Tatyana Ivanovska, Thomas G. Jentschke, Katrin Hegenscheid, Henry Völzke, Florentin Wörgötter

53. Einfluss nicht-rigider Bildregistrierung auf 4D-Dosissimulation bei extrakranieller SBRT
Nik Mogadas, Thilo Sothmann, René Werner

54. Effiziente Segmentierung trachealer Strukturen in MRI-Aufnahmen
Tatyana Ivanovska, Philip Dietrich, Catherine Schmidt, Henry Völzke, Achim Beule, Florentin Wörgötter

55. Abstract: Populationsbasierte 4D Bewegungsatlanten für VR Simulationen
Andre Mastmeyer, Matthias Wilms, Heinz Handels

56. Abstract: Rekonstruktion der initialen Druckverteilung photoakustischer Bilder mit limitiertem Blickwinkel durch maschinelle Lernverfahren
Dominik Waibel, Janek Gröhl, Fabian Isensee, Klaus Hermann Maier-Hein, Lena Maier-Hein

57. Abstract: Erweiterung des Bildgebungsbereiches bei der Magnetpartikelbildgebung durch externe axiale Verschiebungen
Patryk Szwargulski, Nadine Gdaniec, Matthias Graeser, Martin Mӧddel, Florian Griese, Tobias Knopp

58. Abstract: Random-Forest-basierte Segmentierung der subkutanen Fettschicht der Mäusehaut in 3D-OCT-Bilddaten
Timo Kepp, Christine Droigk, Malte Casper, Michael Evers, Nunciada Salma, Dieter Manstein, Heinz Handels

59. Towards Whole-body CT Bone Segmentation
André Klein, Jan Warszawski, Jens Hillengaß, Klaus Hermann Maier-Hein

60. Ideal Seed Point Location Approximation for GrowCut Interactive Image Segmentation
Mario Amrehn, Maddalena Strumia, Stefan Steidl, Tim Horz, Markus Kowarschik, Andreas Maier

61. Transfer Learning for Breast Cancer Malignancy Classification based on Dynamic Contrast-Enhanced MR Images
Christoph Haarburger, Peter Langenberg, Daniel Truhn, Hannah Schneider, Johannes Thüring, Simone Schrading, Christiane K. Kuhl, Dorit Merhof

62. Traditional Machine Learning Techniques for Streak Artifact Reduction in Limited Angle Tomography
Yixing Huang, Yanye Lu, Oliver Taubmann, Guenter Lauritsch, Andreas Maier

63. Classification of Polyethylene Particles and the Local CD3+ Lymphocytosis in Histological Slices
Lara-Maria Steffes, Marc Aubreville, Stefan Sesselmann, Veit Krenn, Andreas Maier

64. Synthetic Fundus Fluorescein Angiography using Deep Neural Networks
Florian Schiffers, Zekuan Yu, Steve Arguin, Andreas Maier, Qiushi Ren

65. Hippocampus Segmentation and SPHARM Coefficient Selection are Decisive for MCI Detection
A. Uhl, M. Liedlgruber, K. Butz, Y. Höller, G. Kuchukhidze, A. Taylor, A. Thomschevski, O. Tomasi, E. Trinka

66. Classification of Mitotic Cells
Maximilian Krappmann, Marc Aubreville, Andereas Maier, Christof Bertram, Robert Klopfleisch

67. Markerless Coil Classification and Localization in a Routine MRI Examination Setting using an RGB-D Camera
Janani G. Nadar, Xia Zhong, Andreas Maier

68. Comparative Analysis of Unsupervised Algorithms for Breast MRI Lesion Segmentation
Sulaiman Vesal, Nishant Ravikumar, Stephan Ellman, Andreas Maier

69. Segmentation of Fat and Fascias in Canine Ultrasound Images
Oleksiy Rybakov, Daniel Stromer, Irina Mischewski, Andreas Maier

70. Manifold Learning-based Data Sampling for Model Training
Shuqing Chen, Sabrina Dorn, Michael Lell, Marc Kachelrieß, Andreas Maier

71. Computer-aided Detection of the Most Suitable MRI Sequences for Subsequent Spinal Metastasis Delineation
Georg Hille, Steffen Serowy, Klaus Tönnies, Sylvia Saalfeld

72. Abstract: Deep Residual Learning for Limited Angle Artefact Correction
Alena-K. Schnurr, Khanlian Chung, Lothar R. Schad, Frank G. Zöllner

73. Abstract: AngioUnet
Christian Neumann, Klaus-D. Tönnies, Regina Pohle-Fröhlich

74. Abstract: Measuring Muscle Contractions from Single Element Transducer Ultrasound Data using Machine Learning Strategies
Lukas Brausch, Holger Hewener

75. Abstract: Automated Segmentation of Bones for the Age Assessment in 3D MR Images using Convolutional Neural Networks
Markus Auf-der-Mauer, Paul-Louis Pröve, Eilin Jopp, Jochen Herrmann, Michael Groth, Michael M. Morlock, Ben Stanczus, Dennis Säring

76. Abstract: OCT-OCTA Segmentation
Julia Schottenhamml, Eric M. Moult, Eduardo A. Novais, Martin F. Kraus, ByungKun Lee, WooJhon Choi, Stefan B. Ploner, Lennart Husvogt, Chen D. Lu, Patrick Yiu, Philip J. Rosenfeld, Jay S. Duker, Andreas K. Maier, Nadia Waheed, James G. Fujimoto

77. Human Pose Estimation from Pressure Sensor Data
Leslie Casas, Chris Mürwald, Felix Achilles, Diana Mateus, Dietrich Huber, Nassir Navab, Stefanie Demirci

78. Force-feedback-assisted Bone Drilling Simulation Based on CT Data
Johannes Maier, Michaela Huber, Uwe Katzky, Jerome Perret, Thomas Wittenberg, Christoph Palm

79. Direct Volume Rendering in Virtual Reality
Ingrid Scholl, Sebastian Suder, Stefan Schiffer

80. Automatic Multi-modal Cervical Spine Image Atlas Segmentation
Ibraheem Al-Dhamari, Sabine Bauer, Dietrich Paulus

81. SlideRunner
Marc Aubreville, Christof Bertram, Robert Klopfleisch, Andreas Maier

82. Automated Containerized Medical Image Processing Based on MITK and Python
Caspar J. Goch, Jasmin Metzger, Martin Hettich, André Klein, Tobias Norajitra, Michael Götz, Jens Petersen, Klaus H. Maier-Hein, Marco Nolden

83. Multi-channel Deep Transfer Learning for Nuclei Segmentation in Glioblastoma Cell Tissue Images
Thomas Wollmann, Julia Ivanova, Manuel Gunkel, Inn Chung, Holger Erfle, Karsten Rippe, Karl Rohr

84. Stitching Pathological Tissue Images using DOP Feature Tracking
Matthias Bergler, Maximilian Weiherer, Tobias Bergen, Malte Avenhaus, David Rauber, Thomas Wittenberg, Christian Münzenmayer, Michaela Benz

85. Motion Artifact Detection in Confocal Laser Endomicroscopy Images
Maike Stoeve, Marc Aubreville, Nicolai Oetter, Christian Knipfer, Helmut Neumann, Florian Stelzle, Andreas Maier

86. Variational Networks for Joint Image Reconstruction and Classification of Tumor Immune Cell Interactions in Melanoma Tissue Sections
Alexander Effland, Michael Hölzel, Teresa Klatzer, Erich Kobler, Jennifer Landsberg, Leonie Neuhäuser, Thomas Pock, Martin Rumpf

87. Frangi-Net
Weilin Fu, Katharina Breininger, Roman Schaffert, Nishant Ravikumar, Tobias Würfl, Jim Fujimoto, Eric Moult, Andreas Maier

88. Lung Vessel Enhancement in Low-Dose CT Scans
Nico Merten, Kai Lawonn, Philipp Gensecke, Oliver Großer, Bernhard Preim

89. Whole Heart and Great Vessel Segmentation with Context-aware of Generative Adversarial Networks
Mina Rezaei, Haojin Yang, Christoph Meinel

90. Impact of Gradual Vascular Deformations on the Intra-aneurysmal Hemodynamics
Samuel Voß, Patrick Saalfeld, Sylvia Saalfeld, Oliver Beuing, Gabor Janiga, Bernhard Preim

91. Myocardial Twist from X-ray Angiography
Tobias Geimer, Mathias Unberath, Johannes Höhn, Stephan Achenbach, Andreas Maier

92. Abstract: Retrieval of Attenuation Values by the Augmented Likelihood Image Reconstruction in the Presence of Metal Artefacts
Maik Stille, Christian Ziemann, Florian Cremers, Dirk Rades, Thorsten M. Buzug

93. Abstract: Efficient Epipolar Consistency
André Aichert, Katharina Breininger, Thomas Köhler, Andreas Maier

94. Magnetic-Particle-Imaging mit mehreren Gradientenstärken
Patryk Szwargulski, Nadine Gdaniec, Tobias Knopp

95. 3D Adaptive Wavelet Shrinkage Denoising while Preserving Fine Structures
Cosmin Adrian Morariu, Alice Eckhardt, Tobias Terheiden, Stefan Landgräber, Marcus Jäger, Josef Pauli

96. Abstract: QuaSI – Quantile Sparse Image
Franziska Schirrmacher, Thomas Köhler, Lennart Husvogt, James G. Fujimoto, Joachim Hornegger, Andreas K. Maier

Keywords: Computer Science, Image Processing and Computer Vision, Pattern Recognition, Health Informatics

Editor
 
 
 
 
 
Publisher
Springer
Publication year
2018
Language
de
Edition
1
Series
Informatik aktuell
Category
Information Technology, Telecommunications
Format
Ebook
eISBN (PDF)
9783662565377
Printed ISBN
978-3-662-56536-0

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