High-Order Models in Semantic Image Segmentation (eBook, ePUB)
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High-Order Models in Semantic Image Segmentation reviews recent developments in optimization-based methods for image segmentation, presenting several geometric and mathematical models that underlie a broad class of recent segmentation techniques. Focusing on impactful algorithms in the computer vision community in the last 10 years, the book includes sections on graph-theoretic and continuous relaxation techniques, which can compute globally optimal solutions for many problems. The book provides a practical and accessible introduction to these state-of -the-art segmentation techniques that is ...
High-Order Models in Semantic Image Segmentation reviews recent developments in optimization-based methods for image segmentation, presenting several geometric and mathematical models that underlie a broad class of recent segmentation techniques. Focusing on impactful algorithms in the computer vision community in the last 10 years, the book includes sections on graph-theoretic and continuous relaxation techniques, which can compute globally optimal solutions for many problems. The book provides a practical and accessible introduction to these state-of -the-art segmentation techniques that is ideal for academics, industry researchers, and graduate students in computer vision, machine learning and medical imaging.
- Gives an intuitive and conceptual understanding of this mathematically involved subject by using a large number of graphical illustrations
- Provides the right amount of knowledge to apply sophisticated techniques for a wide range of new applications
- Contains numerous tables that compare different algorithms, facilitating the appropriate choice of algorithm for the intended application
- Presents an array of practical applications in computer vision and medical imaging
- Includes code for many of the algorithms that is available on the book's companion website
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