Abstract
In edge-weighted graphs, we provide a unified presentation of a family of popular morphological hierarchies such as component trees, quasi flat zones, binary partition trees, and hierarchical watersheds. For any hierarchy of this family, we show if (and how) it can be obtained from any other element of the family. In this sense, the main contribution of this paper is the study of all constructive links between these hierarchies.
This work received funding from the Agence Nationale de la Recherche, contract ANR-2010-BLAN-0205-03.
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References
Morris, O.J., de Lee, M.J., Constantinides, A.G.: Graph theory for image analysis: an approach based on the shortest spanning tree. IEE Proc. on Communications, Radar and Signal 133(2), 146–152 (1986)
Boykov, Y., Veksler, O., Zabih, R.: Fast approximate energy minimization via graph cuts. PAMI 23(11), 1222–1239 (2001)
Grady, L.: Random walks for image segmentation. PAMI 28(11), 1768–1783 (2006)
Cousty, J., Bertrand, G., Najman, L., Couprie, M.: Watershed Cuts: Minimum Spanning Forests and the Drop of Water Principle. PAMI 31(8), 1362–1374 (2009)
Couprie, C., Grady, L., Najman, L., Talbot, H.: Power Watersheds: A Unifying Graph Based Optimization Framework. PAMI 33(7), 1384–1399 (2011)
Cousty, J., Najman, L.: Incremental algorithm for hierarchical minimum spanning forests and saliency of watershed cuts. In: Soille, P., Pesaresi, M., Ouzounis, G.K. (eds.) ISMM 2011. LNCS, vol. 6671, pp. 272–283. Springer, Heidelberg (2011)
Guigues, L., Cocquerez, J.P., Men, H.L.: Scale-sets image analysis. IJCV 68(3), 289–317 (2006)
Soille, P.: Constrained connectivity for hierarchical image partitioning and simplification. PAMI 30(7), 1132–1145 (2008)
Arbelaez, P., Maire, M., Fowlkes, C., Malik, J.: Contour detection and hierarchical image segmentation. PAMI 33(5), 898–916 (2011)
Pont-Tuset, J., Marques, F.: Supervised assessment of segmentation hierarchies. In: Fitzgibbon, A., Lazebnik, S., Perona, P., Sato, Y., Schmid, C. (eds.) ECCV 2012, Part IV. LNCS, vol. 7575, pp. 814–827. Springer, Heidelberg (2012)
Salembier, P., Oliveras, A., Garrido, L.: Anti-extensive connected operators for image and sequence processing. TIP 7(4), 555–570 (1998)
Nagao, M., Matsuyama, T., Ikeda, Y.: Region extraction and shape analysis in aerial photographs. CGIP 10(3), 195–223 (1979)
Meyer, F., Maragos, P.: Morphological scale-space representation with levelings. In: Nielsen, M., Johansen, P., Fogh Olsen, O., Weickert, J. (eds.) Scale-Space 1999. LNCS, vol. 1682, pp. 187–198. Springer, Heidelberg (1999)
Salembier, P., Garrido, L.: Binary partition tree as an efficient representation for image processing, segmentation, and information retrieval. TIP 9(4), 561–576 (2000)
Beucher, S.: Watershed, hierarchical segmentation and waterfall algorithm. In: ISMM, pp. 69–76 (1994)
Najman, L., Schmitt, M.: Geodesic saliency of watershed contours and hierarchical segmentation. PAMI 18(12), 1163–1173 (1996)
Meyer, F.: The dynamics of minima and contours. In: ISMM, pp. 329–336 (1996)
Najman, L., Cousty, J., Perret, B.: Playing with kruskal: algorithms for morphological trees in edge-weighted graphs. In: Luengo Hendriks, C.L., Borgefors, G., Strand, R. (eds.) ISMM 2013. LNCS, vol. 7883, pp. 135–146. Springer, Heidelberg (2013)
Cousty, J., Najman, L., Dias, F., Serra, J.: Morphological filtering on graphs. CVIU 117, 370–385 (2012)
Ouzounis, G., Soille, P.: Pattern spectra from partition pyramids and hierarchies. In: Soille, P., Pesaresi, M., Ouzounis, G.K. (eds.) ISMM 2011. LNCS, vol. 6671, pp. 108–119. Springer, Heidelberg (2011)
Salembier, P., Garrido, L.: Binary partition tree as an efficient representation for image processing, segmentation and information retrieval. TIP 9(4), 561–576 (2000)
Guimarães, S.J.F., Cousty, J., Kenmochi, Y., Najman, L.: A hierarchical image segmentation algorithm based on an observation scale. In: Gimel’farb, G., Hancock, E., Imiya, A., Kuijper, A., Kudo, M., Omachi, S., Windeatt, T., Yamada, K. (eds.) SSPR & SPR 2012. LNCS, vol. 7626, pp. 116–125. Springer, Heidelberg (2012)
Caselles, V., Monasse, P.: Geometric Description of Images as Topographic Maps. LNCS, vol. 1984. Springer (2010)
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Cousty, J., Najman, L., Perret, B. (2013). Constructive Links between Some Morphological Hierarchies on Edge-Weighted Graphs. In: Hendriks, C.L.L., Borgefors, G., Strand, R. (eds) Mathematical Morphology and Its Applications to Signal and Image Processing. ISMM 2013. Lecture Notes in Computer Science, vol 7883. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-38294-9_8
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DOI: https://doi.org/10.1007/978-3-642-38294-9_8
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