Watershed Cuts: Minimum Spanning Forests and the Drop of Water Principle

Abstract : We study the watersheds in edge-weighted graphs. We define the watershed cuts following the intuitive idea of drops of water flowing on a topographic surface. We first establish the consistency of these watersheds: they can be equivalently defined by their "catchment basins" (through a steepest descent property) or by the "dividing lines" separating these catchment basins (through the drop of water principle). Then we prove, through an equivalence theorem, their optimality in terms of minimum spanning forests. Afterward, we introduce a lineartime algorithm to compute them. To the best of our knowledge, similar properties are not verified in other frameworks and the proposed algorithm is the most efficient existing algorithm, both in theory and practice. Finally, the defined concepts are illustrated in image segmentation leading to the conclusion that the proposed approach improves, on the tested images, the quality of watershed-based segmentations.
Document type :
Journal articles
Liste complète des métadonnées

Cited literature [56 references]  Display  Hide  Download

https://hal-upec-upem.archives-ouvertes.fr/hal-00622410
Contributor : Laurent Najman <>
Submitted on : Sunday, January 13, 2013 - 10:36:31 PM
Last modification on : Thursday, July 5, 2018 - 2:26:40 PM
Document(s) archivé(s) le : Sunday, April 14, 2013 - 2:20:10 AM

File

flow_watershedPAMI.pdf
Files produced by the author(s)

Identifiers

  • HAL Id : hal-00622410, version 1

Citation

Jean Cousty, Gilles Bertrand, Laurent Najman, Michel Couprie. Watershed Cuts: Minimum Spanning Forests and the Drop of Water Principle. IEEE Transactions on Pattern Analysis and Machine Intelligence, Institute of Electrical and Electronics Engineers, 2009, 31 (8), pp.1362-1374. ⟨hal-00622410⟩

Share

Metrics

Record views

294

Files downloads

2371