Visual Tracking in Conventional Minimally Invasive Surgery
Autor Shahram Payandehen Limba Engleză Hardback – 14 oct 2016
The book starts with some basic motivations for minimally invasive surgery and states the various distinctions between robotic and non-robotic (conventional) versions of this procedure. Common components of this type of operation are presented with a review of the literature addressing the automation aspects of such a setup. Examples of tracking results are shown for both motion and gesture recognition of surgical tools, which can be used as part of the surgeon–computer interface. In the case of marker-less tracking, where no special visual markers can be added to the surgical tools, the tracking results are divided into two types of methodology, depending on the nature and the estimate of the visual noise. Details of the tracking methods are presented using standard Kalman filters and particle filters.
The last part of the book provides approaches for tracking a region on the surgical scene defined by the surgeon. Examples of how these tracking approaches can be used as part of image-guided navigation are demonstrated. This book is designed for control engineers interested in visual tracking, computer vision researchers and system designers involved with surgical automation, as well as surgeons, biomedical engineers, and robotic researchers.
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Specificații
ISBN-13: 9781498763950
ISBN-10: 1498763952
Pagini: 243
Ilustrații: 218
Dimensiuni: 156 x 234 x 20 mm
Greutate: 0.66 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
ISBN-10: 1498763952
Pagini: 243
Ilustrații: 218
Dimensiuni: 156 x 234 x 20 mm
Greutate: 0.66 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Cuprins
Introduction. Endoscope Setup and Calibration. Marker-Based Tracking. Marker-less Tracking: Gaussian Type. Marker-less
Tracking: Non-Gaussian Type. Reign-Based Tracking. Appendix A: Morphological operation and Neural Network. Appendix B:
Adaptive Gaussian Mixture Model. Appendix C: Overview of Particle Filter. Appendix D: Planar Homography. Appendix E:
Overview of Region Matching Approaches.
Tracking: Non-Gaussian Type. Reign-Based Tracking. Appendix A: Morphological operation and Neural Network. Appendix B:
Adaptive Gaussian Mixture Model. Appendix C: Overview of Particle Filter. Appendix D: Planar Homography. Appendix E:
Overview of Region Matching Approaches.
Descriere
The book takes a step-by-step approach to designing and developing various tools for surgeon computer interfaces using the conventional surgical set-up. Tracking of surgical tools is defined as the key component for developing such interfaces. Using a theoretical basis, the book presents practical implementation for developing visual tracking of surgical tools. It also shows how such tracking results can be further integrated as a part of image guided, surgical navigation. It offers designers of such tracking systems a number of methodologies which can be explored and synthesized for various stages of the surgical automation process.
Notă biografică
Shahram Payandeh runs the Networked Robotics and Sensing Laboratory in the School of Engineering Science at Simon Fraser University. The general theme of his research is in the area of tracking, reconstruction and visualization in a network of ambient sensors and cloud robotics. His research interests include robotics, geometrical robotics, networked dynamical systems, sensor network, multi-view tracking, haptic devices and haptic rendering, multi-modal interaction in serious games, and surgical robotics.