Fuzzy Sets Methods in Image Processing and Understanding
Medical Imaging Applications
Seiten
2023
|
1st ed. 2023
Springer International Publishing (Verlag)
978-3-031-19424-5 (ISBN)
Springer International Publishing (Verlag)
978-3-031-19424-5 (ISBN)
This book provides a thorough overview of recent methods using higher level information (object or scene level) for advanced tasks such as image understanding along with their applications to medical images. Advanced methods for fuzzy image processing and understanding are presented, including fuzzy spatial objects, geometry and topology, mathematical morphology, machine learning, verbal descriptions of image content, fusion, spatial relations, and structural representations. For each methodological aspect covered, illustrations from the medical imaging domain are provided. This is an ideal book for graduate students and researchers in the field of medical image processing.
Isabelle Bloch is a Professor at Telecom ParisTech.
Anca Ralescu is a Professor at the University of Cincinnati.
Introduction.- Preliminaries.- Fuzzy spatial objects (fuzzy geometry and topology, set theoretic operations).- Mathematical morphology.- Distances and similarities between fuzzy sets.- Machine learning in image processing and understanding.- Fusion.- Spatial relations.- Structural representations.
Erscheinungsdatum | 05.01.2023 |
---|---|
Zusatzinfo | XIII, 302 p. 97 illus., 45 illus. in color. |
Verlagsort | Cham |
Sprache | englisch |
Maße | 155 x 235 mm |
Gewicht | 585 g |
Themenwelt | Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik |
Medizin / Pharmazie ► Medizinische Fachgebiete ► Radiologie / Bildgebende Verfahren | |
Naturwissenschaften ► Biologie ► Genetik / Molekularbiologie | |
Technik ► Umwelttechnik / Biotechnologie | |
Schlagworte | Advanced fuzzy methods • Basic fuzzy operations • Fuzzy mathematical morphology • Fuzzy sets methods in imagine processing • Fuzzy sets methods in medical imaging • Machine learning in imagine processing • Medical Image Analysis • Medical Image Processing • Medical Image Understanding • Medical imaging fuzzy fusion • Medical imaging fuzzy machine learning • Medical object recognition |
ISBN-10 | 3-031-19424-1 / 3031194241 |
ISBN-13 | 978-3-031-19424-5 / 9783031194245 |
Zustand | Neuware |
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