Hierarchical analysis of remote sensing data: Morphological attribute profiles and binary partition trees

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 6671 LNCS, Issue , 2011, Pages 306-319

  Benediktsson, Jon Atli ^a   Bruzzone, Lorenzo ^b   Chanussot, Jocelyn ^c   Dalla Mura, Mauro ^a,b   Salembier, Philippe ^d   Valero, Silvia ^c,d  

^a UNIVERSITY OF ICELAND   (Iceland)

^b UNIVERSITY OF TRENTO   (Italy)

^c GIPSA LAB   (France)

^d UNIVERSITAT POLITÈCNICA DE CATALUNYA   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

BINARY PARTITION TREE; END-USERS; HIERARCHICAL ANALYSIS; HIERARCHICAL DESCRIPTION; IMAGE PROCESSING - METHODS; LOCAL STRUCTURE; MERGING PROCESS; MULTISCALE REPRESENTATIONS; NEW APPLICATIONS; OBJECT EXTRACTION; REMOTE SENSING DATA; SATELLITE REMOTE SENSING; SOCIETAL IMPACTS; VERY HIGH RESOLUTION; BINARY PARTITION TREES (BPT); EXTENDED ATTRIBUTE PROFILES;

BINARY TREES; DESIGN; FEATURE EXTRACTION; IMAGE SEGMENTATION; MATHEMATICAL MORPHOLOGY; MORPHOLOGY; PIXELS; PLANT EXTRACTS; PROCESSING; REMOTE SENSING; SIGNAL PROCESSING; BINS; BRIDGES; FORESTRY; TREES (MATHEMATICS);

TREES (MATHEMATICS); IMAGE PROCESSING;

EID: 79960312723     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-21569-8_27     Document Type: Conference Paper

References (55)

1. Daya Sagar, B.S., Serra, J.: Spatial information retrieval, analysis, reasoning and modelling. International Journal of Remote Sensing 31(22), 5747-5750 (2010)
2. Richards, J.A., Jia, X.: Remote sensing digital image analysis: an introduction. Springer, Heidelberg (2006)
3. Miller, H., Han, J.: Geographic data mining and knowledge discovery. Chapman & Hall/CRC data mining and knowledge discovery series. CRC Press, Boca Raton (2009)
4. Jhung, Y., Swain, P.: Bayesian contextual classification based on modified mestimates and markov random fields. IEEE Transactions on Geoscience and Remote Sensing 34(1), 67-75 (1996)
5. Datcu, M., Seidel, K., Walessa, M.: Spatial information retrieval from remotesensing images. i. information theoretical perspective. IEEE Transactions on Geoscience and Remote Sensing 36(5), 1431-1445 (1998)
6. Melgani, F., Serpico, S.: A markov random field approach to spatio-temporal contextual image classification. IEEE Transactions on Geoscience and Remote Sensing 41(11), 2478-2487 (2003)
7. Haralick, R.M., Shanmugam, K., Dinstein, I.H.: Textural features for image classification. IEEE Transactions on Systems, Man and Cybernetics 3(6), 610-621 (1973)
8. Jong, S., Meer, F.: Remote sensing image analysis: including the spatial domain. In: Remote Sensing and Digital Image Processing, vol. 1. Kluwer Academic, Dordrecht (2004)
9. Pesaresi, M., Benediktsson, J.A.: A new approach for the morphological segmentation of high-resolution satellite imagery. IEEE Transactions on Geoscience and Remote Sensing 39(2), 309-320 (2001)
10. Bruzzone, L., Carlin, L.: A multilevel context-based system for classification of very high spatial resolution images. IEEE Transactions on Geoscience and Remote Sensing 44, 2587-2600 (2006)
11. Tarabalka, Y., Benediktsson, J., Chanussot, J., Tilton, J.: Multiple spectral-spatial classification approach for hyperspectral data. IEEE Transactions on Geoscience and Remote Sensing 48(11), 4122-4132 (2010)
12. Tarabalka, Y., Benediktsson, J.A., Chanussot, J.: Spectral & spatial classification of hyperspectral imagery based on partitional clustering techniques. IEEE Transactions on Geoscience and Remote Sensing 47(8), 2973-2987 (2009)
13. Tarabalka, Y., Chanussot, J., Benediktsson, J.A.: Segmentation and classification of hyperspectral images using minimum spanning forest grown from automatically selected markers. IEEE Transactions on Systems Man and Cybernetics Part B: Cybernetics 40(5), 1267-1279 (2010)
14. Tarabalka, Y., Chanussot, J., Benediktsson, J.A., Angulo, J., Fauvel, M.: Segmentation and classification of hyperspectral data using watershed. In: Proc. IEEE International Geoscience and Remote Sensing Symposium 2008, IGARSS 2008, July 7-11, vol. 3, pp. III-652-III-655 (2008)
15. Gaetano, R., Scarpa, G., Poggi, G.: Hierarchical texture-based segmentation of multiresolution remote-sensing images. IEEE Transactions on Geoscience and Remote Sensing 47(7), 2129-2141 (2009)
16. Navulur, K.: Multispectral Image Analysis Using the Object-Oriented Paradigm. CRC Press, Inc., Boca Raton (2006)
17. Blaschke, T., Lang, S., Hay, G.: Object-based image analysis: spatial concepts for knowledge-driven remote sensing applications. Lecture notes in geoinformation and cartography. Springer, Heidelberg (2008)
18. Nicolin, B., Gabler, R.: A knowledge-based system for the analysis of aerial images. IEEE Transactions on Geoscience and Remote Sensing GE-25(3), 317-329 (1987)
19. Hay, G.J., Blaschke, T., Marceau, D.J., Bouchard, A.: A comparison of three image-object methods for the multiscale analysis of landscape structure. ISPRS Journal of Photogrammetry and Remote Sensing 57(5-6), 327-345 (2003)
20. Aksoy, S., Koperski, K., Tusk, C., Marchisio, G., Tilton, J.: Learning bayesian classifiers for scene classification with a visual grammar. IEEE Transactions on Geoscience and Remote Sensing 43(3), 581-589 (2005)
21. Serra, J.: Image Analysis and Mathematical Morphology. Theoretical Advances, vol. 2. Academic Press, New York (1988)
22. Serra, J.: Image Analysis and Mathematical Morphology. Academic Press, London (1983)
23. Soille, P.: Morphological Image Analysis, Principles and Applications, 2nd edn. Springer, Berlin (2003)
24. Najman, L., Talbot, H.: Mathematical Morphology. Wiley-ISTE (August 2010)
25. Soille, P., Pesaresi, M.: Advances in mathematical morphology applied to geosciences and remote sensing. IEEE Transactions on Geoscience and Remote Sensing 40, 2042-2055 (2002)
26. Salembier, P., Serra, J.: Flat zones filtering, connected operators, and filters by reconstruction. IEEE Transactions on Image Processing 4(8), 1153-1160 (1995)
27. Salembier, P.: Connected operators based on region-trees. In: Proc. 15th IEEE International Conference on Image Processing, ICIP 2008, pp. 2176-2179 (2008)
28. Plaza, A., Benediktsson, J., Boardman, J., Brazile, J., Bruzzone, L., Camps-Valls, G., Chanussot, J., Fauvel, M., Gamba, P., Gualtieri, A., Tilton, J., Trianni, G.: Advanced processing of hyperspectral images. Remote Sensing of Environment 113(1), S110-S122 (2009)
29. Gualtieri, J.A., Tilton, J.: Hierarchical segmentation of hyperspectral data. In: AVIRIS Earth Science and Applications Workshop Proceedings, pp. 5-8 (2002)
30. Plaza, A., Tilton, J.: Automated selection of results in hierarchical segmentations of remotely sensed hyperspectral images. In: Proc.of IGARSS 2005 (2005)
31. Salembier, P., Garrido, L.: Binary partition tree as an efficient representation for image processing, segmentation, and information retrieval. IEEE Transactions on Image Processing 9(4), 561-576 (2000)
32. Valero, S., Salembier, P., Chanussot, J.: New hyperspectral data representation using binary partition tree. In: IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 80-83 (2010)
33. Valero, S., Salembier, P., Chanussot, J.: Comparison of merging orders and pruning strategies for binary partition tree in hyperspectral data. In: 17th IEEE International Conference on Image Processing (ICIP 2010), pp. 2565-2568 (2010)
34. Valero, S., Salembier, P., Chanussot, J.: Hyperspectral image segmentation using binary partition trees. Submitted to ICIP 2011, Brussels, Belgium (2011)
35. Valero, S., Salembier, P., Chanussot, J., Cuadras, C.: New binary partition tree construction for hyperspectral images: Application to object detection. In: Proc.of IGARSS 2011, Vancouver, Canada (2011)
36. Binaghi, E., Gallo, I., Pepe, M.: A cognitive pyramid for contextual classification of remote sensing images. IEEE Transactions on Geoscience and Remote Sensing 41(12), 2906-2922 (2004)
37. Valero, S., Chanussot, J., Benediktsson, J., Talbot, H., Waske, B.: Advanced directional mathematical morphology for the detection of the road network in very high resolution remote sensing images. Pattern Recognition Letters 31(10), 1120-1127 (2010)
38. Breen, E.J., Jones, R.: Attribute openings, thinnings, and granulometries. Comput. Vis. Image Underst. 64(3), 377-389 (1996)
39. Dalla Mura, M., Benediktsson, J.A., Waske, B., Bruzzone, L.: Morphological attribute filters for the analysis of very high resolution remote sensing images. In: Proc. IEEE International Geoscience and Remote Sensing Symposium 2009, IGARSS 2009, vol. 3, pp. III-97-III-100 (July 2009)
40. Dalla Mura, M., Benediktsson, J.A., Waske, B., Bruzzone, L.: Morphological attribute profiles for the analysis of very high resolution images. IEEE Transactions on Geoscience and Remote Sensing 48(10), 3747-3762 (2010)
41. Salembier, P., Oliveras, A., Garrido, L.: Antiextensive connected operators for image and sequence processing. IEEE Transactions on Image Processing 7(4), 555-570 (1998)
42. Monasse, P., Guichard, F.: Fast computation of a contrast-invariant image representation. IEEE Transactions on Image Processing 9(5), 860-872 (2000)
43. Maragos, P., Ziff, R.: Threshold superposition in morphological image analysis systems. IEEE Transactions on Pattern Analysis and Machine Intelligence 12(5), 498-504 (1990)
44. Dalla Mura, M., Benediktsson, J.A., Waske, B., Bruzzone, L.: Extended profiles with morphological attribute filters for the analysis of hyperspectral data. International Journal of Remote Sensing 31(22), 5975-5991 (2010)
45. Alonso-Gonzalez, A., Lopez-Martinez, C., Salembier, P.: Filtering and segmentation of polarimetric SAR images with binary partition trees. In: IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2010), pp. 4043-4046 (2010)
46. Dalla Mura, M., Benediktsson, B., Bruzzone, L.: Self-dual attribute profiles for the analysis of remote sensing images. In: Soille, P., Pesaresi, M., Ouzounis, G.K. (eds.) ISMM 2011. LNCS, vol. 6671, pp. 306-319. Springer, Heidelberg (2011)
47. Wilkinson, M.H.F., Gao, H., Hesselink, W.H., Jonker, J.E., Meijster, A.: Concurrent computation of attribute filters on shared memory parallel machines. IEEE Transactions on Pattern Analysis and Machine Intelligence 30(10), 1800-1813 (2008)
48. Dalla Mura, M., Benediktsson, J., Chanussot, J., Bruzzone, L.: The Evolution of the Morphological Profile: from Panchromatic to Hyperspectral Images. In: Optical Remote Sensing - Advances in Signal Processing and Exploitation Techniques. Springer, Heidelberg (2011)
49. Benediktsson, J.A., Palmason, J.A., Sveinsson, J.R.: Classification of hyperspectral data from urban areas based on extended morphological profiles. IEEE Transactions on Geoscience and Remote Sensing 43(3), 480-491 (2005)
50. Falco, N., Dalla Mura, M., Bovolo, F., Benediktsson, J.A., Bruzzone, L.: Study on the capabilities of morphological attribute profiles in change detection on VHR images. In: Bruzzone, L. (ed.) Image and Signal Processing for Remote Sensing XVI. Proceedings of SPIE, vol. 7830. SPIE, Bellingham (2010)
51. Alonso-Gonzalez, A., Lopez-Martinez, C., Salembier, P.: Filtering and segmentation of polarimetric sar images with binary partition trees. In: Proc. IEEE International Geoscience and Remote Sensing Symposium 2010, IGARSS 2010, Honolulu, USA, pp. 4043-4046 (2010)
52. Calderero, F., Marques, F.: Region merging techniques using information theory statistical measures. IEEE Trans. Image Processing 19, 1567-1586 (2010)
53. Hu, M.: Visual pattern recognition by moment invariants. IRE Transactions on Information Theory 8(2), 179-187 (1962)
54. Breiman, L.: Random forests. Mach. Learn. 45(1), 5-32 (2001)
55. Cardoso, J., Corte-Real, L.: Toward a generic evaluation of image segmentation. IEEE Trans. Image Processing 14, 1773-1782 (2005)