cam a22 5 4500 317156012 CHVBK 20201009192931.0 m d cr |n |||||||| 140625s2014 xxu|||| s 0 0|eng d 978-1-4939-0600-0 978-1-4939-0599-7 (print) 10.1007/978-1-4939-0600-0 doi (SERSOL)ssj0001199749 (NEBIS)010157831 (IDSSG)000655387 (WaSeSS)ssj0001199749 WaSeSS T385 TA1637-1638 TK7882.P3 UYQV bicssc COM016000 bisacsh 006.6 23 CH00172494241E3411360C1257F0700701873 iCapture Zheng Yefeng author Marginal Space Learning for Medical Image Analysis [Elektronische Daten] Efficient Detection and Segmentation of Anatomical Structures by Yefeng Zheng, Dorin Comaniciu New York, NY Springer New York Imprint: Springer 2014 1 online resource (XX, 268 p. 122 illus., 58 illus. in color.) online resource text file PDF rda Introduction -- Marginal Space Learning -- Comparison of Marginal Space Learning and Full Space Learning in 2D -- Constrained Marginal Space Learning -- Part-Based Object Detection and Segmentation -- Optimal Mean Shape for Nonrigid Object Detection and Segmentation -- Nonrigid Object Segmentation: Application to Four-Chamber Heart Segmentation -- Applications of Marginal Space Learning in Medical Imaging -- Conclusions and Future Work. Lizenzbedingungen können den Zugang einschränken. License restrictions may limit access. Automatic detection and segmentation of anatomical structures in medical images are prerequisites to subsequent image measurements and disease quantification, and therefore have multiple clinical applications. This book presents an efficient object detection and segmentation framework, called Marginal Space Learning, which runs at a sub-second speed on a current desktop computer, faster than the state-of-the-art. Trained with a sufficient number of data sets, Marginal Space Learning is also robust under imaging artifacts, noise and anatomical variations. The book showcases 35 clinical applications of Marginal Space Learning and its extensions to detecting and segmenting various anatomical structures, such as the heart, liver, lymph nodes and prostate in major medical imaging modalities (CT, MRI, X-Ray and Ultrasound), demonstrating its efficiency and robustness. ABBILDUNGSVERFAHREN + VISUALISIERUNGSVERFAHREN (MEDIZIN) ger (ETHUDK)000037998 ethudk DIGITALE BILDVERARBEITUNG ger (ETHUDK)000046568 ethudk DREIDIMENSIONALE COMPUTERGRAFIK ger (ETHUDK)000052753 ethudk MUSTERERKENNUNG (KÜNSTLICHE INTELLIGENZ) ger (ETHUDK)000013817 ethudk MUSTERERKENNUNG + BILDERKENNUNG (MATHEMATISCHE BILDVERARBEITUNG) ger (ETHUDK)000061447 ethudk Computer science Radiology, Medical Artificial intelligence Computer vision Online-Ressource gnd-carrier u ABBILDUNGSVERFAHREN + VISUALISIERUNGSVERFAHREN (MEDIZIN) ger 616-073.53 nebis E1 u DREIDIMENSIONALE COMPUTERGRAFIK ger 004*08*03*03 nebis E1 u DIGITALE BILDVERARBEITUNG ger 621.397.13.037.37,1 nebis E1 u MUSTERERKENNUNG (KÜNSTLICHE INTELLIGENZ) ger 004*08*05 nebis E1 u MUSTERERKENNUNG + BILDERKENNUNG (MATHEMATISCHE BILDVERARBEITUNG) ger 519.763 nebis E1 u MEDICAL IMAGING + MEDICAL VISUALIZATION TECHNIQUES eng 616-073.53 nebis E1 u IMAGERIE MÉDICALE fre 616-073.53 nebis E1 u INFORMATIQUE GRAPHIQUE TRIDIMENSIONNELLE fre 004*08*03*03 nebis E1 u THREE-DIMENSIONAL COMPUTER GRAPHICS eng 004*08*03*03 nebis E1 u TRAITEMENT NUMÉRIQUE DES IMAGES fre 621.397.13.037.37,1 nebis E1 u DIGITAL IMAGE PROCESSING eng 621.397.13.037.37,1 nebis E1 u PATTERN RECOGNITION (ARTIFICIAL INTELLIGENCE) eng 004*08*05 nebis E1 u RECONNAISSANCE DES FORMES (INTELLIGENCE ARTIFICIELLE) fre 004*08*05 nebis E1 u RECONNAISSANCE DE FORMES + RECONNAISSANCE D'IMAGES (TRAITEMENT MATHÉMATIQUE DE L'IMAGE) fre 519.763 nebis E1 u PATTERN RECOGNITION + IMAGE RECOGNITION (MATHEMATICAL IMAGE PROCESSING) eng 519.763 nebis E1 Comaniciu Dorin author SpringerLink (Online service) Printed edition 9781493905997 https://link.springer.com/10.1007/978-1-4939-0600-0 Uni Basel: Volltext BK020053 XK020053 XK020000 Springer Computer Science eBooks 2014 English/International E-Books von 360MarcUpdates EText nebis ED Computer Science (Springer-11645) nebis ER E01-Springer201406 nebis ER ebphzh eb-Springer idsuzh U2 Update201606 idsuzh U2 E65-Springer201606 nebis ER noalma ids I 135 E01-20141020 098 E01-20141020 UPHZHEBO UPHZH-201606 NEBIS UPHZH UPHZH ULONL IDSSG HSG HSG ONL HONL000655387 IDSBB A145 A145 145VT IDSBB 100 1- Zheng Yefeng author IDSBB 700 1- Comaniciu Dorin author IDSBB 710 2- SpringerLink (Online service) IDSBB 776 08 Printed edition 9781493905997 IDSBB 856 40 https://link.springer.com/10.1007/978-1-4939-0600-0 Uni Basel: Volltext NEBIS 700 1- Zheng Yefeng NEBIS 700 1- Comaniciu Dorin NEBIS 856 -- http://sfx.ethz.ch/sfx_locater?sid=ALEPH:EBI01&genre=book&isbn=9781493905997 Online via SFX Volltext IDSSG 700 1- Zheng Yefeng IDSSG 700 1- Comaniciu Dorin IDSSG 856 4- https://doi.org/10.1007/978-1-4939-0600-0 Full text for the University of St. Gallen SWISSBIB 317156012