Bildverarbeitung für die Medizin 2017

Name: Bildverarbeitung für die Medizin 2017 | Algorithmen - Systeme - Anwendungen. Proceedings des Workshops vom 12. bis 14. März 2017 in Heidelberg
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Algorithmen - Systeme - Anwendungen. Proceedings des Workshops vom 12. bis 14. März 2017 in Heidelberg

Klaus Hermann Maier-Hein, geb. Fritzsche Thomas Martin Deserno, geb. Lehmann Heinz Handels Thomas Tolxdorff(Herausgeber*in)

Springer Vieweg (Verlag)

Erschienen am 28. Februar 2017

XX, 368 Seiten

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Inhalt

Intro
Bildverarbeitung für die Medizin 2017
Veranstalter
Unterstützende Fachgesellschaften
Tagungsvorsitz
Tagungssekretariat
Lokales BVM-Komitee
Verteilte BVM-Organisation
Programmkomitee
Sponsoren des Workshops BVM 2017
Sponsoren
Preisträger des BVM-Workshops 2016 in Berlin
BVM-Preis 2016 für die beste wissenschaftliche Arbeit (1. Platz)
BVM-Preis 2016 für die beste wissenschaftliche Arbeit (2. Platz)
BVM-Preis 2016 für die beste wissenschaftliche Arbeit (3. Platz)
BVM-Preis 2016 für den besten Vortrag
BVM-Preis 2016 für die beste Posterpräsentation
BVM-Award für eine herausragende Masterarbeit aus dem Bereich der Medizinischen Bildverarbeitung
Vorwort
Inhaltsverzeichnis
Invited Talk: Big Data in Medical Image Computing
Invited Talk: The Future of Radiology and Cooperation at the Interdisciplinary Interface
Invited Talk: U-Net
Convolutional Networks for Biomedical Image Segmentation
Invited Talk: Neuromorphic Computing
Principles, Achievements, and Potentials
Invited Talk: The Operating Room of the Future
Tutorial: Deep Learning
Advancing the State-of-the-Art in Medical Image Analysis
References
Tutorial: Hands-On Workshop Minimal Invasive Chirurgie (MIC)
Tutorial: Medical Image Processing with MITK
Introduction and new Developments
Literaturverzeichnis
Fully Automatic Segmentation of Papillary Muscles in 3D LGE-MRI
1 Introduction
2 Method
2.1 Left ventricle initialization
2.2 Short axis estimation
2.3 Blood pool segmentation
2.4 Papillary muscles segmentation
3 Evaluation and results
4 Discussion and conclusion
References
Abstract: Clickstreamanalyse zur Qualitätssicherung in der crowdbasierten Bildsegmentierung
Literaturverzeichnis
Model-Based 4D Segmentation of Cardiac Structures in Cine MRI Sequences
1 Introduction
2 Material and methods
2.1 Building the 4D statistical shape model
2.2 Fitting the 4D statistical shape model
2.3 Experiments
3 Results
4 Discussion
References
Abstract: Kombination binärer Kontextfeatures mit Vantage Point Forests zur Multi-Organ-Segmentierung
Literaturverzeichnis
Needle Detection in In-Plane-Acquired 3D Ultrasound Image Volumes Using Stick Filtering and a Heuristic
1 Introduction
2 Materials and methods
2.1 Experimental setup
2.2 Needle axis model Mathematical formulation.
2.3 Automatic determination from image data 3D stick filtering.
2.4 Evaluating the estimation of needle axis location and orientation
3 Results
4 Discussion
References
Extracting the Aorta Centerline in Contrast-Enhanced MRI
1 Introduction
2 Method
2.1 Maximum likelihood path
2.2 Likelihood function
2.3 Implementation
2.4 Manual guidance
2.5 Experiments
3 Results and discussion
References
Noise Reduction in Low Dose DSA Imaging Using Pixel Adaptive SVD-Based Approach
1 Introduction
2 Materials and methods
2.1 SVD based DSA noise reduction method
2.2 Spatially adaptive SVD DSA noise reduction method
3 Results
4 Discussion
References
Skin Detection and Tracking for Camera-Based Photoplethysmography Using a Bayesian Classifier and Level Set Segmentation
1 Introduction
2 Material and methods
2.1 Data and technical setup
2.2 Image processing
2.3 Signal processing and evaluation
3 Results
4 Discussion
References
Abstract: Können wir Rankings vertrauen?
Eine systematische Analyse biomedizinischer Challenges hinsichtlich Reporting und Design
Literaturverzeichnis
Overexposure Correction by Mixed One-Bit Compressive Sensing for C-Arm CT
1 Introduction
2 Materials and methods
2.1 Overexposure on CT projection
2.2 Mixed one bit compressive sensing
3 Results
3.1 Simulated phantom design
3.2 Reconstructed image
4 Discussion
References
Self-Calibration and Simultaneous Motion Estimation for C-Arm CT Using Fiducial Markers
1 Introduction
2 Materials and methods
2.1 State-of-the-art motion compensation framework
2.2 Joint motion estimation and system calibration
2.3 Data and experiments
3 Results
4 Discussion
References
Robust Groupwise Affine Registration of Medical Images with Stochastic Optimization
1 Introduction
2 Methods and experiments
2.1 Robust image alignment by sparse and low-rank decomposition
2.2 Restriction to plausible transformations
2.3 Solving RASL efficiently by stochastic optimization
3 Experiments and results
4 Discussion and conclusions
References
GPU-Based Image Geodesics for Optical Coherence Tomography
1 Introduction
2 Materials and methods
2.1 Time discrete geodesics in the metamorphosis model
2.2 Spatial discretization and computation of geodesics
2.3 GPU-accelerated computation of geodesics
3 Results
4 Discussion
References
Layered X-Ray Motion Estimation Using Primal-Dual Optimization
1 Introduction
2 Methods
2.1 Layered motion estimation
2.2 Primal-dual minimization
2.3 Implementation
3 Experiments and results
4 Conclusion and outlook
References
Barrett's Esophagus Analysis Using Convolutional Neural Networks
1 Introduction
2 Material and method
2.1 Image database
2.2 Preprocessing and training data generation
2.3 Deep learning with ResNets
2.4 Training and evaluation process
3 Results
4 Discussion
References
Brain Tumor Segmentation Using Large Receptive Field Deep Convolutional Neural Networks
1 Introduction
1.1 Contributions
1.2 Related work
2 Materials and methods
2.1 Data
2.2 Architecture
2.3 Training procedure
3 Results
4 Discussion
References
A Deep Learning Architecture for Limited-Angle Computed Tomography Reconstruction
1 Introduction
2 Materials and methods
2.1 Step 1: A neural network to learn compensation weights
2.2 Step 2: A variational network to remove streaking artifacts
2.3 Experimental setup
3 Results
4 Discussion
References
Real-Time Virus Size Classification Using Surface Plasmon PAMONO Resonance and Convolutional Neural Networks
1 Introduction
2 Materials and methods
2.1 PAMONO sensor and materials
2.2 Processing pipeline summary
2.3 Neural network architecture
3 Results
4 Discussion
References
Fast Pose Verification for High-Speed Radiation Therapy
1 Introduction
2 Materials and methods
2.1 PHASER system
2.2 Pose verification
2.3 Patient data
3 Results
4 Discussion
References
Fourier Consistency-Based Motion Estimation in Rotational Angiography
1 Introduction
2 Material and methods
2.1 Virtual single-frame material decomposition
2.2 Fourier consistency
2.3 Experiments
3 Results
4 Discussion
References
Towards Understanding Preservation of Periodic Object Motion in Computed Tomography
1 Introduction
2 Materials and methods
2.1 A simple dynamic phantom
2.2 Reconstruction and reprojection
2.3 Parameter values
3 Results
4 Discussion
References
The Impact of Semi-Automated Segmentation and 3D Analysis on Testing New Osteosynthesis Material
1 Introduction
2 Materials and methods
3 Results
4 Discussion
References
Pathology-Related Automated Hippocampus Segmentation Accuracy
1 Introduction
2 Materials and methods
2.1 Dataset and manual ground truth
2.2 Hippocampus segmentation software packages
2.3 Metrics used to assess segmentation quality
3 Results
4 Discussion
References
Interaktive Planung von Gesichtsimplantaten
1 Einleitung
2 Material und Methoden
3 Ergebnisse
4 Diskussion
Literaturverzeichnis
Abstract: Automatic Image Registration for 3D Cochlea Medical Images
References
Barrett's Esophagus Analysis Using SURF Features
1 Introduction
2 Materials and methods
2.1 Image database
2.2 SURF
2.3 Interest points
2.4 Classification
3 Results
4 Discussion and conclusions
References
Unterstützte Handerkennung in Thermographiebildern zur Validierung der hygienischen Händedesinfektion
1 Einleitung
2 Material und Methoden
3 Ergebnisse
4 Diskussion
Literaturverzeichnis
Abstract: Quantitative Photoakustische Tomografie durch lokale Kontextkodierung
Literaturverzeichnis
3D Histograms of Oriented Gradients zur Registrierung von regulären CT mit interventionellen CBCT Daten
Literaturverzeichnis
A Kernel Ridge Regression Model for Respiratory Motion Estimation in Radiotherapy
1 Introduction
2 Materials and methods
2.1 Data matrices
2.2 Principal component regression Principal component analysis.
2.3 Kernel ridge regression
2.4 Data and evaluation
3 Results
4 Discussion
References
Low Rank-&-Sparse Matrix Decomposition as Stroke Segmentation Prior: Useful or Not?
A Random Forest-Based Evaluation Study
1 Introduction
2 Materials and methods
2.1 Low rank-&-sparse matrix decomposition
2.2 Random forest-based lesion segmentation
2.3 Image data and study design
3 Results
3.1 Influence of low rank-&-sparse decomposition parameters
3.2 Combination of S0 information and features of Halme et al.
4 Discussion
References
Automatic Layer Generation for Scar Transmurality Visualization
1 Introduction
2 Scar layer generation
2.1 MRI segmentation
2.2 Anatomy delineation
2.3 Layer computation
2.4 Scar layer extraction
2.5 Mesh generation
3 Visualization
4 Evaluation and results
5 Discussion and conclusion
References
Analyzing Immunohistochemically Stained Whole-Slide Images of Ovarian Carcinoma
1 Introduction
2 Material and methods
2.1 Method
2.2 Evaluation
3 Results
4 Discussion
References
Efficient Epiphyses Localization Using Regression Tree Ensembles and a Conditional Random Field
1 Introduction
2 Materials and methods
2.1 Regression tree ensembles for accurate localization hypotheses
2.2 Modeling spatial relations in a CRF
3 Results
4 Discussion
References
Real-Time-Capable GPU-Framework for Depth-Aware Rigid 2D/3D Registration
1 Introduction
2 Materials and methods
2.1 Depth-aware registration algorithm
2.2 GPU-parallelization of the registration algorithm
2.3 Patch-matching parallelization
2.4 Depth-layer-image sampling
3 Results
4 Discussion
References
Defining Restrictions and Limits of Registration-Based Quantification of Geometric Deformation in Cerebral Blood Vessels
1 Introduction
2 Materials and methods
2.1 Hardware flow phantom prototype
2.2 Image acquisition and data description
2.3 Registration-based deformation estimation
3 Results
4 Discussion
References
Dental Splint Fabrication for Prospective Motion Correction in Ultrahigh-Field MR Imaging
1 Introduction
2 Materials and methods
2.1 Dental cast digitization
2.2 Region-of-Interest identification
2.3 Dental splint generation
2.4 Dental splint fabrication
3 Results
4 Discussion
References
Reliable Estimation of the Number of Compartments in Diffusion MRI
1 Introduction
2 Materials and methods
2.1 Material
2.2 Signal projection
2.3 Neural network architecture
3 Results
4 Discussion
References
Epipolar Consistency Conditions for Motion Correction in Weight-Bearing Imaging
1 Introduction
2 Materials and methods
2.1 Epipolar consistency conditions
2.2 Motion model
2.3 Optimization
2.4 Experiments
3 Results
4 Discussion
References
Abstract: Patch-Based Learning of Shape, Appearance, and Motion Models from Few Training Samples by Low-Rank Matrix Completion
References
Abstract: Detektion des tibiotalaren Gelenkspaltes in intraoperativen C-Bogen Projektionen
Literaturverzeichnis
A Feasibility Study of Automatic Multi-Organ Segmentation Using Probabilistic Atlas
1 Introduction
2 Materials and methods
2.1 Overview of the proposed framework
2.2 Registration methods
3 Results
4 Discussion
References
Assessing the Benefits of Interactive Patient-Specific Visualisations for Patient Information
1 Introduction
2 Materials and methods
3 Results
4 Discussion
References
Abstract: Effiziente Visualisierung von Vektorfeldern in der Strahlentherapie
Literaturverzeichnis
Quantification of Guidance Strategies in Online Interactive Semantic Segmentation of Glioblastoma MRI
1 Introduction
2 Materials and methods
3 Results
4 Discussion
References
Training mit positiven und unannotierten Daten für automatische Voxelklassifikation
1 Einleitung
2 Methoden
3 Daten und Experimente
4 Ergebnisse
5 Diskussion
Literaturverzeichnis
Lesion Ground Truth Estimation for a Physical Breast Phantom
1 Introduction
2 Methods
2.1 Slab registration
2.2 Ground truth estimation
3 Experiments and results
4 Conclusion
References
Automatic Grading of Breast Cancer Whole-Slide Histopathology Images
1 Introduction
2 Methods
2.1 ROI selection
2.2 Mitotic cell detection and counting
2.3 Mitotic cell count thresholding
3 Results
4 Discussion and conclusion
References
Multi-Object Segmentation in Chest X-Ray Using Cascaded Regression Ferns
1 Introduction
2 Materials and methods
2.1 Explicit shape regression (ESR)
2.2 Experiment Dataset.
3 Results
4 Discussion
References
Abstract: Articulated Head and Neck Patient Model for Adaptive Radiotherapy
References
Shallow Fully-Connected Neural Networks for Ischemic Stroke-Lesion Segmentation in MRI
1 Introduction
1.1 Related work
2 Materials and methods
2.1 Neural network learning
2.2 Experiments
3 Results
4 Discussion
References
Abstract: 4D Template Library Generation for Real-Time Tracking on 2D Cine MRI
Spline-Based Multimodal Image Registration of 3D PLI Data of the Human Brain
1 Introduction
2 Materials and methods
2.1 Preprocessing
2.2 Coarse alignment
2.3 Elastic registration
3 Results
3.1 Quantitative result
3.2 Visual assessment
4 Discussion and conclusions
References
Abstract: 3D-Rekonstruktion der Schilddrüse des Menschen mit 2D-Ultraschall-Daten im Rahmen von Routineuntersuchungen
Systematic Analysis of Jurkat T-Cell Deformation in Fluorescence Microscopy Data
1 Introduction
2 Methods and material
2.1 Deformation detection
2.2 Evaluation
2.3 Material
3 Results
4 Discussion
References
Comparison of Default Patient Surface Model Estimation Methods
1 Introduction
1.1 Related work
2 Materials and methods
2.1 Linear regression
2.2 Kernel principal component analysis (PCA)
2.3 Active shape model
2.4 Deep neural network
3 Evaluation and results
4 Discussion
References
Robotergestützte Ultraschallbildgebung zur Lagekontrolle von Zielgewebe während der Strahlentherapie
Bewegungskompensation und Einbindung in ein medizinisches Bildverarbeitungsprogramm
1 Einleitung
2 Material und Methoden
2.1 Bewegungskompensation
2.2 Sicherheitskonzept
2.3 Positionierung des Schallkopfes
2.4 Einbindung in ein med. Bildverarbeitungsprogramm
2.5 Probandentests
3 Ergebnisse
3.1 Bewegungskompensation und Orientierung des Ultraschallkopfes
3.2 Integration in das MITK
3.3 Probandenexperiment
4 Diskussion
Literaturverzeichnis
Vergleich von Verfahren zur automatischen Detektion der Position und Orientierung des Herzens in 4D-Cine-MRT-Bilddaten
1 Einleitung
2 Material und Methoden
2.1 Bewegungsdetektion und Template-Matching
2.2 Hough Forests
2.3 Experimente
3 Ergebnisse
4 Diskussion
Literaturverzeichnis
Evaluation of Multi-Channel Image Registration in Microscopy
1 Introduction
2 Materials and methods
2.1 Image data
2.2 Image registration approaches
3 Evaluation & results
4 Discussion
References
Abstract: Medical Research Data Management Using MITK and XNAT
Connecting Medical Image Software and Data Management Systems in a Research Context
References
Fully Automated Multi-Modal Anatomic Atlas Generation Using 3D-Slicer
1 Introduction
2 Materials and methods
2.1 Database creation
2.2 Registration pipeline
2.3 Atlas computation
2.4 Visualization
3 Results
4 Discussion
References
Automatic Classification and Pathological Staging of Confocal Laser Endomicroscopic Images of the Vocal Cords
1 Introduction
2 Materials and methods
2.1 Features
2.2 Convolutional neural network model design and training
2.3 Bag of words framework
3 Results
4 Discussion
References
Abstract: Soft Tissue Modeling with the Chainmail Approach
References
Brain Parenchyma and Vessel Separation in 3D Digital Subtraction Angiography Images
1 Introduction
1.1 Related work
2 Materials and methods
2.1 Parenchyma estimation
2.2 Data
2.3 Evaluation
3 Results
4 Discussion
References
Classification of DCE-MRI Data for Breast Cancer Diagnosis Combining Contrast Agent Dynamics and Texture Features
1 Introduction
2 Material and methods
2.1 Image data
2.2 Methods
3 Results
4 Discussion
References
Registrierung von nicht sichtbaren Laserbehandlungsarealen der Retina in Live-Aufnahmen des Fundus
1 Einleitung
2 Material und Methoden
2.1 Bildakquisition
2.2 Vorverarbeitung
2.3 Mosaicking
2.4 Lasertracking
2.5 Experimente
3 Ergebnisse
4 Diskussion
Literaturverzeichnis
Abstract: Real-Time Online Adaption for Robust Instrument Tracking and Pose Estimation
References
Abstract: Wound Imaging in 3D Using Low-Cost Mobile Devices
References
Interpatientenübertragung von Atemmodellen für das Virtual-Reality-Training von Punktionseingriffen
1 Einleitung
2 Material und Methoden
2.1 VR-Leberpunktionssimulator für Planung und Training
2.2 Atemmodellierung
2.3 Übertragung existierender Atemmodelle auf neue, statische Patientendaten
2.4 Evaluation
3 Ergebnisse
4 Diskussion
Literaturverzeichnis
Automatic Initialization and Failure Detection for Surgical Tool Tracking in Retinal Microsurgery
1 Introduction and related work
2 Materials and method
2.1 Pipeline
2.2 Detector
2.3 Failure detection
2.4 Analysis design
3 Results
3.1 Detector accuracy evaluation
3.2 Evaluation of entire framework
3.3 Evaluation on sequence with re-initialization
4 Discussion
References
Automatic Viewpoint Selection for Exploration of Time-Dependent Cerebral Aneurysm Data
1 Introduction
2 Material and methods
2.1 Data acquisition and preprocessing
2.2 Best viewpoint selection
3 Results
4 Discussion
References
Abtract: Shape Analysis in Human Brain MRI
References
Abstract: Learning of Representative Multi-Resolution Multi-Object Statistical Shape Models from Small Training Populations
References
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