Shape Analysis in Medical Image Analysis

Buch | Hardcover
VIII, 442 Seiten
2014 | 2014
Springer International Publishing (Verlag)
978-3-319-03812-4 (ISBN)

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Shape Analysis in Medical Image Analysis -
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A landmark publication in its scope, this book features contributions by more than a dozen internationally renowned experts, addressing key topics in shape analysis in medical imaging, such as image segmentation, modeling, and classification techniques.

This book contains thirteen contributions from invited experts of international recognition addressing important issues in shape analysis in medical image analysis, including techniques for image segmentation, registration, modelling and classification and applications in biology, as well as in cardiac, brain, spine, chest, lung and clinical practice.

This volume treats topics such as for example, anatomic and functional shape representation and matching; shape-based medical image segmentation; shape registration; statistical shape analysis; shape deformation; shape-based abnormity detection; shape tracking and longitudinal shape analysis; machine learning for shape modeling and analysis; shape-based computer-aided-diagnosis; shape-based medical navigation; benchmark and validation of shape representation, analysis and modeling algorithms.

This work will be of interest to researchers, students and manufacturers in the fields of artificial intelligence, bioengineering, biomechanics, computational mechanics, computational vision, computer sciences, human motion, mathematics, medical imaging, medicine, pattern recognition and physics.

Preface.- Part I: Methods and Models.- 1. Shape Analysis for Brain Structures: A Review, by Bernard Ng, Matthew Toews, Stanley Durrleman, Yonggang Shi.- 2. Shape Analysis in Molecular Imaging, by Fei Gao, Pengcheng Shi.- 3. Variational Shape Representation for Modeling, Elastic Registration and Segmentation, by Amal A. Farag, Ahmed Shalaby, Aly A. Farag.- 4. Image Computing Based on Bayesian Models, by Zhong Xue, Stephen Wong.- 5. Shape-Constrained Deformable Models and Applications in Medical Imaging, by Jürgen Weese, Irina Waechter-Stehle, Lyubomir Zagorchev, Jochen Peters.- Part II: Application Cases.- 6. Accurate Pathology Segmentation in FLAIR MRI for Robust Shape Characterization, by April Khademi, Alan R. Moody, Anastasios Venetsanopoulos.- 7. Groupwise Registration of Brain Images, by Zhenyu Tang, Yong Fan.- 8. Modeling of Lung Nodules from LDCT of the Human Chest: Algorithms and Evaluation for CAD Systems, by Amal A. Farag, James Graham, Salwa Elshazly, Mohamed Al-Mogy, Aly Farag.- 9. Analyzing the Shape and Motion of the Lung and Heart in Dynamic Pulmonary Imaging, by Jianming Liang, Tim McInerney, Demetri Terzopoulos.- 10. Epithelial Cell Segmentation via Shape Ranking, by Alberto Santamaria-Pang, Yuchi Huang, Jens Rittscher.- 11. Computational Modeling of the Spine, by T. Klinder, S. Kadoury, C. Lorenz.- 12. Shape Constraints for the Left Ventricle Segmentation from Cardiac Cine MRI Based on Snake Models, by Yuanquan Wang, Yuwei Wu, Yunde Jia.- 13. An Optical Flow Approach to Assessment of Ventricular Shape Change Based on Echocardiography, by Amir A. Amini, Nirmanmoh Bhatia, Rita Longaker, Motaz Alshaher, Marcus Stoddard and Vahid Tavakoli.

Erscheint lt. Verlag 7.2.2014
Reihe/Serie Lecture Notes in Computational Vision and Biomechanics
Zusatzinfo VIII, 442 p. 220 illus.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 836 g
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Medizin / Pharmazie Medizinische Fachgebiete Radiologie / Bildgebende Verfahren
Medizin / Pharmazie Physiotherapie / Ergotherapie Orthopädie
Technik
Schlagworte Machine Learning for Shape Modeling and Analysis • Modeling Algorithms • Shape Based Medical Image Segmentation • Shape Representation, Modeling and Analysis • Validation
ISBN-10 3-319-03812-5 / 3319038125
ISBN-13 978-3-319-03812-4 / 9783319038124
Zustand Neuware
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