Geometric Level Set Methods in Imaging, Vision, and Graphics
Geometric Level Set Methods in Imaging, Vision, and Graphics Springer-Verlag GmbH Osher, Stanley Paragios, Nikos, The topic of level sets is currently very timely and useful. They are powerful numerical techniques for analyzing and computing interface motion in a host of application settings. In computer vision, it has been applied to stereo and segmentation, whereas in graphics it has been applied to the postproduction process of in-painting and 3-D model construction. Osher is co-inventor of the Level Set Methods, a pioneering framework introduced jointly with Professor James Sethian from the University of Berkeley in 1998. This methodology has been used up to now to provide solutions to a wide application range not limited to image processing, computer vision, robotics, fluid mechanics, crystallography, lithography, and computer graphics. The topic is of great interest, and the audience is not limited to students, professors, universities, and people working in the areas of graphics (post-production), video-based surveillance, visual inspection, augmented reality, document image processing, and medical image processing. These techniques are already employed to provide solutions and products in the industry too (Cognitech, Siemens, Philips, Focus Imaging). This book can be suitable for a short professional course related with the processing of visual information. TOC:Level set methods. - Lagrangian vs. level set methods for image segmentation. - Level set methods for image restoration and enhancement. - Variational and level set forms of edge detectors. - Total variation minimization. - Image segmentation. - Stochastic principles for grouping. - Supervised texture segmentation. - Shape models. - Shape registration. - Constrained image/volume registration. - Motion estimation and tracking. - Interpolation from unorganized points for shape reconstruction. - Principles in stereo. - PDEs on implicit surfaces. - Brain imaging. - Shape priors and medical image analysis. - Principles in computer graphics.

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