Mathematical morphology has developed a powerful methodology for segmenting images, based on connected filters and watersheds. We have chosen the abstract framework of node- or edge-weighted graphs for an extensive mathematical and algorithmic description of these tools.
Volume 2 proposes two physical models for describing valid flooding on a node- or edge-weighted graph, and establishes how to pass from one to another. Many new flooding algorithms are derived, allowing parallel and local flooding of graphs.
Watersheds and flooding are then combined for solving real problems. Their ability to model a real hydrographic basin represented by its digital elevation model constitutes a good validity check of the underlying physical models.
The last part of Volume 2 explains why so many different watershed partitions exist for the same graph. Marker-based segmentation is the method of choice for curbing this proliferation. This book proposes new algorithms combining the advantages of the previous methods which treated node- and edge-weighted graphs differently.
Mục lục
Part 1. Flooding
1. Modelling Flooding in Edge- or Node-weighted Graphs.
2. Lakes and Regional Minima.
3. Among all Possible Floodings, Choosing One.
4. Flooding and Flooding Distances.
5. Graph Flooding via Dendrograms.
Part 2. Modeling a Real Hydrographic Basin
6. The Hydrographic Basin of a Digital Elevation Model.
Part 3. Watershed Partitions
7. Minimum Spanning Forests and Watershed Partitions.
8. Marker-based Segmentation.
Giới thiệu về tác giả
Fernand Meyer has been working at the Center for Mathematical Morphology of MINES Paris Tech since 1975. He participated actively in the development of mathematical morphology, particularly in the field of segmentation and filtering.
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