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Biomedical image analysis: Tracking PDF

153 Pages·2006·4.926 MB·English
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by Acton S.T.| 2006| 153 pages| 4.926| English

About Biomedical image analysis: Tracking

In biological and medical imaging applications, tracking objects in motion is a critical task. This book describes the state-of-the-art in biomedical tracking techniques. We begin by detailing methods for tracking using active contours, which have been highly successful in biomedical applications. The book next covers the major probabilistic methods for tracking. Starting with the basic Bayesian model, we describe the Kalman filter and conventional tracking methods that use centroid and correlation measurements for target detection. Innovations such as the extended Kalman filter and the interacting multiple model open the door to capturing complex biological objects in motion. A salient highlight of the book is the introduction of the recently emerged particle filter, which promises to solve tracking problems that were previously intractable by conventional means. Another unique feature of Biomedical Image Analysis: Tracking is the explanation of shape-based methods for biomedical image analysis. Methods for both rigid and nonrigid objects are depicted. Each chapter in the book puts forth biomedical case studies that illustrate the methods in action.

Detailed Information

Author:Acton S.T.
Publication Year:2006
ISBN:9781598290189
Pages:153
Language:English
File Size:4.926
Format:PDF
Price:FREE
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