Review article Multisensor image fusion in remote sensing: Concepts, methods and applications

International Journal of Remote Sensing

Volumn 19, Issue 5, 1998, Pages 823-854

  Pohl, C ^a   Van Genderen, J L ^b  

^a European Union   (Belgium)

^b UNIVERSITY OF TWENTE   (Netherlands)

Author keywords

[No Author keywords available]

Indexed keywords

DESIGN; DIGITAL SIGNAL PROCESSING; REMOTE SENSING; SATELLITES;

MULTISENSOR IMAGE FUSION;

IMAGE PROCESSING;

DIGITAL IMAGE; IMAGE FUSION; REMOTE SENSING;

EID: 0032030026     PISSN: 01431161     EISSN: 13665901     Source Type: Journal    
DOI: 10.1080/014311698215748     Document Type: Review

References (159)

1. Aarnisalo, J., 1984, Image processing and integration of geophysical, MSS and other data as a tool for numerical exploration in glaciated Precambrian terrain. Proceedings of the International Symposium on Remote Sensing of Environment, Proceedings of Third Thematic Conference, Remote Sensing for Exploration Geology, Colorado Springs (Colorado Springs: ISRS), pp. 107-128
2. Ahern, F. J., Goodenough, D. G., Grey, A. L., and Ryerson, R. A., 1978, Simultaneous microwave and optical wavelength observations of agricultural targets. Canadian Journal of Remote Sensing, 4, 127-142
3. Albertz, J., and Tauch, R., 1994, Mapping from space—Cartographic applications of satellite image data. GeoJournal, 32, 29-37
4. Armour, B., Ehrismann, J., Chen, F., and Bowman, G., 1994, An integrated package for the processing and analysis of SAR imagery, and the fusion of radar and passive microwave data. In Proceedings ISPRS Symposium, 6-10 June 1994, Ottawa, Canada (Ottawa: International Archives of Photogrammetry and Remote Sensing), pp. 299-306
5. Aschbacher, J., and Lichtenegger, J., 1990, Complementary nature of SAR and optical data: a case study in the Tropics. Earth Observation Quarterly, 31, 4-8
6. A Schbacher, J., G Iri, C. P., O Fren, R. S., Tiangco, P. N., D Elso, J. P., Suselo, T. B., Vibulsresth, S., and Charupat, T., 1994, Tropical mangrove vegetation mapping using advanced remote sensing and GIS technology. Executive Summary, ADC Austria and Asian Institute of Technology (Bangkok: AIT)
7. Badji, M., 1995, Flood plain management in Wallonia. In Application Achievements of ERS-1, New Views of the Earth, Preliminary Version (Paris: European Space Agency), pp. 114-115
8. Baker, R. N., and Henderson, F. B., 1988, Results of the GEOSAT programme to evaluate SPOT data for petroleum and mineral exploration. SPOT 1: Image utilization, assessment, results, Proceedings CNES Conference, Paris, France, Cepadues Editions (Paris: CNES), pp. 731-738
9. Blom, R. G., and Daily, M., 1982, Radar image processing for rock type discrimination. I.E.E.E. Transactions on Geoscience and Remote Sensing, 20, 343-351
10. Bloom, A., Fielding, E., and Fu, X., 1988, A demonstration of stereophotogrammetry with combined SIR-B and Landsat-TM images. International Journal of Remote Sensing, 9, 1023-1038
11. Bonansea, E., 1995, Flood monitoring and assessment in Piemonte. In Application Achievements of ERS-1, New Views of the Earth (Paris: European Space Agency), SP-1176/11, p. 95
12. Brakenridge, G. R., 1995, Flood mapping in the Mississippi. In Application Achievements of ERS-1, New Views of the Earth (Paris: European Space Agency), SP-1176/11, p. 92
13. Brisco, B., and Brown, R. J., 1995, Multidate SAR/TM synergism for crop classification in Western Canada. Photogrammetric Engineering and Remote Sensing, 61, 1009-1014
14. Brisco, B., Ulaby, F. T., and Dobson, M. C., 1983, Spaceborne SAR data for land cover classification and change detection. Digest of International Geoscience and Remote Sensing Symposium, 1, 1-8
15. Buchroithner, M. F., Raggam, J., Strobl, D., and Almer, A., 1992, Multisensor data merging for digital landscape models. Analysis of Earth Observation Space Data Integration, Proceedings EARSeL Workshop, held in Sinaia, Romania, 28-30 October 1992 (Paris: EARSeL), pp. 34-42
16. Campbell, N. A., 1993, Towards more quantitative extraction of information from remotely sensed data. Advanced Remote Sensing, Conference Proceedings, held in Sydney, Australia, 2, 29-40
17. Carper, W. J., Lillesand, T. M., and Kieffer, R. W., 1990, The use of Intensity-Hue-Saturation transformations for merging SPOT Panchromatic and multispectral image data. Photogrammetric Engineering and Remote Sensing, 56, 459-467
18. Chavez, P. S., 1987, Digital merging of Landsat TM and digitized NHAP data for 1: 24 000 scale image mapping. Photogrammetric Engineering and Remote Sensing, 52, 1637-1646
19. Chavez, P. S., Berlin, G. L., and Sowers, L. B., 1982, Statistical methods for selecting Landsat MSS ratios, Journal of Applied Photographic Engineering, 8, 23-30
20. Chavez, P. S., Guptill, S. C., and Bowell, J. H., 1984, Image Processing Techniques for TM data. Technical Papers, Proceedings 50th Annual Meeting of ASPRS, Washington DC, U.S.A., 2, 728-742
21. Chavez, P. S., Sides, S. C., and Anderson, J. A., 1991, Comparison of three different methods to merge multiresolution and multispectral data: TM & SPOT pan. Photogrammetric Engineering and Remote Sensing, 57, 295-303
22. Cheng, P., Toutin, T., and Pohl, C., 1995, A comparison of geometric models for multisource data fusion. Remote Sensing, GIS and GPS in Sustainable Development and Environmental Monitoring, GeoInformatics’95, Proceedings of International Symposium, 26-28 May 1995, Hong Kong (Hong Kong: Chinese University of Hong Kong), pp. 11-17
23. Chiesa, C. C., and Tyler, W. A., 1990, Data fusion of off-nadir SPOT panchromatic images with other digital data sources. Technical Papers 1990, ACSM-ASPRS Annual Convention, Image Processing and Remote Sensing, 4, 86-98
24. Chiuderi, A., and Fini, S., 1993, Data fusion techniques for remotely sensed images. Time-varying Image Processing and Moving Object Recognition, Proceedings of 4th Workshop, Florence, Italy, 10-11 June 1993, pp. 1-8
25. Cliche, G., Bonn, F., and Teillet, P., 1985, INTEGRATION OF THE SPOT PAN CHANNEL INTO ITS multispectral mode for image sharpness enhancement. Photogrammetric Engineering and Remote Sensing, 51, 311-316
26. Comhaire, A. L., Ozer, A., and Jaspar, A., 1994, THE CONTRIBUTION OF ERS-1 and SPOT DATA IN THE MORPHOLOGIC and BATHYMETRIC STUDY OF THE NORTH SEA and THE SCHELDT Estuary. Proceedings of First ERS-1 Pilot Project Workshop, Toledo, Spain, 22-24 June 1994, SP-365 (Paris: European Space Agency), pp. 297-302
27. Corves, C., 1994, Assessment of multi-temporal ERS-1 SAR Landsat TM data for mapping the Amazon river floodplain. Proceedings of First ERS-1 Pilot Project Workshop, Toledo, Spain, 22-24 June 1994, SP-365 (Paris: European Space Agency), pp. 129-132
28. Crist, E. P., 1984, Comparison of coincident Landsat-4 MSS and TM data over an agricultural region. Technical Papers, Proceedings 50th Annual Meeting ASP-ACSM Symposium, ASPRS, Washington DC, U.S.A. (Washington: ASPRS), pp. 508-517
29. D Aily, M., 1983, Hue-saturation-intensity split-spectrum processing of SEASAT radar imagery. Photogrammetric Engineering and Remote Sensing, 49, 349-355
30. Daily, M. I., Farr, T., and Elachi, C., 1979, Geologic interpretation from composited radar and Landsat imagery. Photogrammetric Engineering and Remote Sensing, 45, 1009-1116
31. Dallemand, J. F., Lichtenegger, J., Kaufmann, V., Paudyal, D. R., and Reichert, A., 1992, COMBINED ANALYSIS OF ERS-1 SAR and VISIBLE/INFRARED RS DATA FOR LAND cover/land use mapping in tropical zone: a case study in Guinea. Space at the Service of our Environment, Proceedings First ERS-1 Symposium, Cannes, France, 6-8 November 1992, SP-359 (Paris: European Space Agency), pp. 555-561
32. De Groof, H., Sowter, A., and Sieber, A. J., 1992, The TREES project: Creating an environment for the routine classification and image processing of ERS-1 SAR imagery. International Space Year: Space Remote Sensing, Proceedings 12th Annual I.E.E.E. International Geoscience and Remote Sensing Symposium (IGARSS ’92), Houston, U.S.A., edited by R. Williamson with collaboration of T. Stein (New York: I.E.E.E.), pp. 1343-1345
33. Desnos, Y.-L., Mayer, T., and Sardar, A. M., 1996, Multitemporal ERS-1 SAR images of the Brahmaputra flood plains in Northern Bangladesh. Earth Observation Quarterly, 51, 6-10
34. Djamdji, J.-P., Bhaoui, A., and Manieri, R., 1993, Geometrical registration of images: The multiresolution approach. Photogrammetric Engineering and Remote Sensing, 59, 645-653
35. Domik, G., Leberl, F., and Cimino, J. B., 1986, Multi incidence angle SIR-B experiment over Argentina: Generation of secondary image products. I.E.E.E. Transactions on Geoscience and Remote Sensing, 24, 492-497
36. Duguay, G., Holder, G., Howarth, P., and Ledrew, E., 1987, Integrating remotely sensed data from different sensors for change detection. Proceedings of the I.E.E.E. International Geoscience and Remote Sensing Symposium (IGARSS’87), Ann Arbor, U.S.A., 18-21 May 1987 (New York: I.E.E.E.), p. 333-000
37. Ehlers, M., 1987, INTEGRATIVE AUSWERTUNG VON DIGITALEN BILDERN AUS DER SATELLITEN-PHOTOGRAMMETRIE UND-FERNERKUNDUNG IM RAHMEN VON GEOGRAPHISCHEN INFORMATIONS-SYSTEMEN. WISSENSCHAFTLICHE ARBEITEN DER FACHRICHTUNG VERMESSUNGSWESEN DER UNIVERSITAT HANOVER, GERMANY, DISSERTATION, NO. 149
38. Ehlers, M., 1991, Multisensor image fusion techniques in remote sensing, ISPRS Journal of Photogrammetry and Remote Sensing, 46, 19-30
39. Ehlers, M., 1993, Integration of GIS, remote sensing, photogrammetry and cartography: the geoinformatics approach. GIS GEO-Informations-Systeme, 6, 18-23
40. Esa, 1995a, ERS-1 sAr images of flood in Northern Europe (January 1995). Earth Observation Quarterly, 47, 13
41. Esa, 1995b, Multitemporal image Maastricht (The Netherlands). Earth Observation Quarterly, 47, 14
42. Essadiki, M., 1987, A combination of panchromatic and multispectral SPOT images for topographic mapping. IT C Journal, 1987-1, 59-66
43. Evans, D., 1988, Multisensor classification of sedimentary rocks. Remote Sensing of Environment, 25, 129-144
44. Fellah, K., and Tholey, N., 1996, Flood risk evaluation and monitoring in North East France. In Application Achievements of ERS-1, New Views of the Earth, Preliminary Version (Paris: European Space Agency), pp. 116-119
45. Franklin, S. E., and Blodgett, C. F., 1993, An example of satellite multisensor data fusion. Computers and Geoscience, 19, 577-583
46. Fung, T., and Ledrew, E., 1987, Application of Principal Component Analysis to change detection. Photogrammetric Engineering and Remote Sensing, 53, 1649-58
47. Genderen, J. L. Van, and Pohl, C., 1994, Image fusion: Issues, techniques and applications. Intelligent Image Fusion, Proceedings EARSeL Workshop, Strasbourg, France, 11 September 1994, edited by J. L. van Genderen and V. Cappellini (Enschede: ITC), pp. 18-26
48. Genderen, J. L. Van, Cracknell, A. P., Konecny, G., and Sieber, A., 1994, Synergy of remotely sensed data: European scientific network in the field of remote sensing. Proceedings of the First ERS-1 Pilot Project Workshop, T oledo, Spain, 22-24 June 1994, SP-365 (Paris: European Space Agency), pp. 229-234
49. Gillespie, A. R., Kahle, A. B., and Walker, R. E., 1986, Colour enhancement of highly correlated images. I. Decorrelation and HSI contrast stretches. Remote Sensing and Environment, 20, 209-235
50. Grasso, D. N., 1993, Application of the IHS colour transformation for 1: 24 000-scale geologic mapping: a low cost SPOT alternative. Photogrammetric Engineering and Remote Sensing, 59, 73-80
51. Griffiths, G. H., 1988, Monitoring urban change from Landsat TM and SPOT satellite imagery by image differencing. Proceedings I.E.E.E. International Geoscience and Remote Sensing Symposium (IGARSS’88), Edinburgh, Scotland, 13-16 September 1988 (New York: I.E.E.E.), pp. 493-497
52. Guo, H. D., and Pinliang, D., 1989, Integrated MSS-SAR-SPOT-geophysical geochemical data for exploration geology in Yeder area. CAS-IRSA, pp. 1-8
53. Guyenne, T.-D., 1995, ERS-1/2 multitemporal tandem image: Helsinki (Finland). Supplement to Earth Observation Quarterly, 48, 4
54. Haack, B., and Slonecker, T., 1991, Sensor fusion for locating villages in Sudan. GIS/LIS ACSM-ASPRS Fall Convention, Technical Papers, Atlanta, U.S.A., 28 October 1991 (Atlanta: ASPRS), pp. 97-107
55. Haefner, H., Holecz, F., Meier, E., Nuesch D., and Piesbergen, J., 1993, Capabilities and limitations of ERS-1 SAR data for snowcover determination in mountainous regions. Space at the Service of our Environment, Proceedings of the Second ERS-1 Symposium, Hamburg, Germany, 11-14 October 1993, SP-361 (Paris: European Space Agency), pp. 971-976
56. Hall, D. L., 1992, Mathematical techniques in multisensor data fusion (Norwood: Artech House Inc.)
57. Harris, G. H., and Graham, L. C., 1976, Landsat-radar synergism. Proceedings of the XII Congress of ISP, Helsinki, Finland
58. Harris, J. R., and Murray, R., 1989, IHS TRANSFORM FOR THE INTEGRATION OF RADAR IMAGERY WITH GEOPHYSICAL DATA. Proceedings of the 12th Canadian Symposium on Remote Sensing, Vancouver, Canada (Vancouver: CSRS), pp. 923-926
59. Harris, J. R., Murray, R., and Hirose, T., 1990, IHS transform for the integration of radar imagery with other remotely sensed data. Photogrammetric Engineering and Remote Sensing, 56, 1631-1641
60. Harrison, B. A., and Jupp, D. L. B., 1990, Introduction to image processing. MicroBRIAN Resource Manual, Part 2 (Melbourne: CSRIO Publications)
61. Haydn, R., Dalke, G. W., Henkel, J., and Bare, J. C., 1982, Application of the IHS color transform to the processing of multisensor data and image enhancement. Remote Sensing of Arid and Semi-Arid Lands, Proceedings of International Symposium (Cairo: ISRS), pp. 599-607
62. Hinse, M., and Coulombe, A., 1994, Le radar… seul ou avec d’autres?. Numerimage, Bulletin d’Information Quadrimestriel (Quebec), 3, 2-4
63. Hinse, M., and Proulx, J., 1995, La spatiocarte regionale. Numerimage, Bulletin d’Information Quadrimestriel (Quebec), 3, p. 2
64. Hopkins, H. R., Navail, H., Berger, Z., Merembeck, B. F., Brovey, R. L., and Schriver, J. S., 1988, Structural analysis of the Jura mountains-Rhine Graben intersection for petroleum exploration using SPOT stereoscopic data. SPOT 1: Image utilization, assessment, results, Proceedings CNES Conference, Paris, France, Cepadues Editions (Paris: CNES), pp. 803-810
65. Hussin, Y. A., and Shaker, S. R., 1996, Optical and radar satellite image fusion techniques and their applications in monitoring natural resources and land use change. Synthetic Aperture Radar, Proceedings European Conference (EUSAR’96), Konigswinter, Germany, 26-28 March 1996 (Berlin: VDE), pp. 451-456
66. Janssen, L. L. F., Jaarsma, M. N., and Linden, E. T. M. Van Der, 1990, Integrating topographic data with remote sensing for land-cover classification. Photogrammetric Engineering and Remote Sensing, 56, 1503-1506
67. Jutz, S. L., and Chorowicz, J., 1993, Geological mapping and detection of oblique extension structures in the Kenyan Rift Valley with a SPOT/Landsat-TM datamerge. International Journal of Remote Sensing, 14, 1677-1688
68. Kachhwalha, T. S., 1993, Temporal and multisensor approach in forest/vegetation mapping and corridor identification for effective management of Rajaji Nat. Park, Uttar Pradesh, India. International Journal of Remote Sensing, 14, 3105-3114
69. Kannen, A., Oberstadler, R., and Protman, F., 1995, Flood mapping in Germany. Application Achievements of ERS-1, New V iews of the Earth, Preliminary Version (Paris: European Space Agency), pp. 124-125
70. Kattenborn, G., Nezry, E., De Grandi, G., and Sieber, A. J., 1993, High resolution detection and monitoring of changes using ERS-1 time series. Space at the Service of our Environment, Proceedings of the Second ERS-1 Symposium, 11-14 October, Hamburg, Germany, I (Paris: European Space Agency), pp. 635-642
71. Kaufmann, K.-H., and Buchroithner, M. F., 1994, Herstellung und Anwendungs-moglichkeiten von Satellitenkarten durch digitale Kombination von Landsat-TM und KWR-1000-Daten. Zeitschrift fur Photogramme trie und Fernerkundung, 62, 133-137
72. Keys, L. D., Schmidt, N. J., and Phillips, B. E., 1990, A prototype example of sensor fusion used for a siting analysis. Technical Papers 1990, ACSM-ASPRS Annual Convention, Image Processing and Remote Sensing, 4, 238-249
73. Knipp, K.-H., 1993, Speckle reduction applied to ERS-1 SAR images. International Mapping from Space, Proceedings ISPRS Working Group IV/2 Workshop and Conference, Hanover, Germany, 27 September-1 October 1993, 15, 177-190
74. Kohl, H.-G., Nezry, E., and De Groof, H., 1994, Crop acreage estimation with ERS-1 PRI images. Earth Observation Quarterly, 46, 6-9
75. Koopmans, B. N., and Forero, G. R., 1993, Airborne SAR and Landsat MSS as complementary information source for geological hazard mapping. ISPRS Journal of Photogrammetry and Remote Sensing, 48, 28-37
76. Koopmans, B. N., and Richetti, E., 1993, Optimal geological data extraction from SPOT-Radar synergism with samples from Djebel Amour (Algeria), Red Sea Hills (Sudan), Sirte Basin (Libya) and Magdalena Valley (Colombia). From Optics to Radar, SPOT and ERS Applications, Conference Proceedings, 10-13 May 1993, Paris, France (Paris: Cepad), pp. 263-274
77. Koopmans, B. N., Bakx, J. P. G., Dijk, P. M. Van, and Alfasatwi, Y. A., 1989, SPOT-RADAR SYNERGISM FOR GEOLOGICAL MAPPING IN ARID AREAS. PROJECT REPORT PROSPER PROJECT, FINAL REPORT, CNES-SPOT IMAGE-ITC
78. Leckie, D. G., 1990, Synergism of SAR and visible/infrared data for forest type discrimination. Photogrammetric Engineering and Remote Sensing, 56, 1237-1246
79. Lichtenegger, J., 1991, Combining optical/infrared and SAR images for improved remote sensing interpretation. ESA Bulletin, 66, 119-121
80. Lichtenegger, J., and Calabresi, G., 1995, ERS monitors flooding in The Netherlands. ESA Bulletin, 81, Title page & p. 94
81. Lichtenegger, J., Dallemand, J.-F., Reichert, P., Rebillard, P., and Buchroithner, M., 1991, Multi-sensor analysis for land use mapping in Tunisia. Earth Observation Quarterly, 33, 1-6
82. Loercher, G., and Wever, T., 1994, Integrated use of optical and radar data from the MAC-Europe campaign 1991 for geological mapping of the Hekla area (Iceland). Proceedings First International Airborne Remote Sensing Conference and Exhibition, Strasbourg, France, 11-15 September 1994 (Strasbourg: ERiM), pp. 471-478
83. Lozano-G Arcia, D. F., and H Offer, R. M., 1993, Synergistic effects of combined Landsat-TM and SIR-B data for forest resources assessment. International Journal of Remote Sensing, 14, 2677-2694
84. M Acintosh, H., and Profeti, G., 1995, The use of ERS SAR data to manage flood emergencies at a smaller scale. Proceedings of Second ERS Applications Workshop, London, U.K., 6-8 December 1995 (Paris: ESA publication), pp. 243-246
85. Mallat, S. G., 1989, A theory for multiresolution signal decomposition: The wavelet representation. I.E.E.E. Transactions on Pattern Analysis and Machine Intelligence, 11, 674-693
86. M Angolini, M., 1994, APPORT DE LA FUSION D’IMAGES SATELLITAIRES MULTICAPTEURS AU NIVEAU PIXEL EN TELEDETECTION ET PHOTO-INTERPRETATION. DISSERTATION PUBLISHED AT THE UNIVERSITY OF NICE-SOPHIA ANTIPOLIS, FRANCE, 15 NOVEMBER 1994
87. Mangolini, M., and Arino, O., 1996a, Improvement of agriculture monitoring by the use of ERS/SAR and Landsat/TM. Fusion of Earth Data, Proceedings EARSeL Conference, Cannes, France, 6-8 February 1996 (Paris: EARSeL), pp. 29-35
88. Mangolini, M., and Arino, O., 1996b, ERS-1SAR and Landsat-TM multitemporal fusion for crop statistics. Earth Observation Quarterly, 51, 11-15
89. Mangolini, M., Ranchin, T., and Wald, L., 1993, Fusion d’images SPOT multispectrale (XS) et panchromatique (P), et d’images radar. From Optics to Radar, SPOT and ERS Applications, Conference Proceedings, 10-13 May 1993, Paris, France (Paris: Cepad), pp. 199-209
90. Marek, K.-H., and Schmidt, K., 1994, Preliminary results of the comparative analysis of ERS-1 and ALMAZ-1 SAR data. ISPRS Journal of Photogrammetry and Remote Sensing, 49, 12-18
91. Matte, R., 1994, L’ortho-image au service de la cartographie. Numerimage, Bulletin d’Information Quadrimetriel (Quebec), 3, 9-12
92. Matthews, J., and Gaffney, S., 1994, A study of flooding on Lough Corrib, Ireland during early 1994 using ERS-1 SAR data. Proceedings of First ERS-1 Pilot Project Workshop, Toledo, Spain, 22-24 June 1994, SP-365 (Paris: European Space Agency), pp. 125-128
93. Melis, M., and Lazzari, A., 1994, Multitemporal and single image features extraction, from ERS-1 SAR image data, with wavelet transform unsupervised neural networks. Proceedings of First ERS-1 Pilot Project Workshop, Toledo, Spain, 22-24 June 1994, SP-365 (Paris: European Space Agency), pp. 493-500
94. Mitiche, A., and Aggarwal, J. K., 1986, Multiple sensor integration/fusion through image processing: a review. Optical Engineering, 25, 380-386
95. Moran, M. S., 1990. A Window-based technique for combining Landsat Thematic Mapper thermal data with higher-resolution multispectral data over agricultural land. Photogrammetric Engineering and Remote Sensing, 56, 337-342
96. Mouat, D. A., Mahin, G. G., and Lancaster, J., 1993, Remote sensing techniques in the analysis of change detection. Geocarto International, 2, 39-50
97. Munechika, C. K., Warnick, J. S., Salvaggio, C., and Schott, J. R., 1993, Resolution enhancement of multispectral image data to improve classification accuracy. Photogrammetric Engineering and Remote Sensing, 59, 67-72
98. Nandhakumar, N., 1990, A phenomenological approach to multisource data integration: analyzing infrared and visible data. Multisource Data Integration in Remote Sensing, Proceedings of Workshop, Maryland, U.S.A., 14-15 June 1990, NASA Conference Publication 3099 (Greenbelt: NASA), pp. 61-73
99. Nezry, E., Mougin, E., Lopes, A., and Gastellu-Etchegorry, J. P., 1993, Tropical vegetation mapping with combined visible and SAR spaceborne data. International Journal of Remote Sensing, 14, 2165-2184
100. Oprescu, N., Serban, F., Braescu, C., and Necsoiu, M., 1994, TECHNOLOGICAL RESEARCHES and developments, regarding the integration of SAR-ERS data with other types of satellite and ground information, as well as determining their complementarity, with applications over the continental platform of the Black Sea, the Danube Delta and the seismic zone Vrancea; some contributions to data calibration and validation. Proceedings of First ERS-1 Pilot Project Workshop, Toledo, Spain, 22-24 June 1994, SP-365 (Paris: European Space Agency), pp. 199-204
101. Otten, M. P. G., and Persie, M. Van, 1995, SAR image of floods using PHARS system. Earth Observation Quarterly, 47, 15
102. Paradella, W. R., Vitorello, I., Liu, C. C., Mattos, J. T., Meneses, P. R., and Dutea, L. V., 1988, Spectral and spatial attribute evaluation of SPOT data in geological mapping of Precambrian terrains in semi-arid environment of Brazil. SPOT 1: Image utilization, assessment, results, Proceedings CNES Conference, Paris, France, Cepadus Editions (Paris: CNES), pp. 851-860
103. Pellemans, A. H. J. M., Jordans, R. W. L., and Allewun, R., 1993, Merging multispectral and panchromatic SPOT images with respect to the radiometric properties of the sensor. Photogrammetric Engineering and Remote Sensing, 59, 81-87
104. Perlant, F., 1992, Example of SPOT/ERS-1 complementary. Space at the Service of our Environment, Proceedings First ERS-1 Symposium, 4-6 November 1992, Cannes, France (Paris: ESA), pp. 563-568
105. Perlant, F., Sempere, J.-P., and Guerre, L.-F., 1994, Production of SPOT/ERSI image maps. Proceedings of First ERS-1 Pilot Project Workshop, Toledo, Spain, 22-24 June 1994, SP-365 (Paris: European Space Agency), pp. 331-336
106. Pohl, C., 1995, SPOT/ERS Image maps: Topographic map updating in Indonesia. SPOT MAGAZINE, December 1995, 17-19
107. Pohl, C., 1996, Geometric aspects of multisensor image fusion for topographic map updating in the humid Tropics. ITC publication No. 39 (Enschede: ItC), ISBN 90 6164 121 7
108. Pohl, C., and Genderen, J. L. Van, 1993, Geometric integration of multi-image information. Space at the Service of our Environment, Proceedings of the Second ERS-1 Symposium, 11-14 October 1993, Hamburg, Germany, ESA SP-361 (Paris: European Space Agency), pp. 1255-1260
109. Pohl, C., and Genderen, J. L. Van, 1995, Image fusion of microwave and optical remote sensing data for map updating in the Tropics. Image and Signal Processing for Remote Sensing, Proceedings EUROPTO’95, Paris, France, 25-29 September 1995, SPIE Vol. 2579, pp. 2-10
110. Pohl, C., Wang, Y., and Koopmans, B. N., 1994. The 1995 flood in the Netherlands from space. IT C Journal, 1994-4, 414-415
111. Pohl, C., Koopmans, B. N., and Wang, Y., 1995, Provision of flood information in the Netherlands. In Application Achievements of ERS-1, New Views of the Earth, Preliminary Version (Paris: European Space Agency), pp. 122-123
112. Polidori, L., and M Angolini, M., 1996, Potentials and limitations of multisensor data fusion. Fusion of Earth Data, Proceedings EARSeL Conference, Cannes, France, 6-8 February 1996, pp. 13-19
113. Pradines, D., 1986, Improving SPOT image size and multispectral resolution. Earth Remote Sensing using the Landsat Thematic Mapper and SPOT Systems, Proceedings SPIE Conference, 660, pp. 78-102
114. Price, J. C., 1987, Combining panchromatic and multispectral imagery from dual resolution satellite instruments. Remote Sensing of Environment, 21, 119-128
115. Raggam, J., Almer, A., and Strobl, D., 1994, A combination of SAR and optical line scanner imagery for stereoscopic extraction of 3-D data. ISPRS Journal of Photogrammetry and Remote Sensing, 49, 11-21
116. Ramseier, R. O., Emmons, A., Armour, B., and Garrity, C., 1993, Fusion of ERS-1 SAR and SSM/I Ice data. Space at the Service of our Environment, Proceedings of the Second ERS-1 Symposium, 11-14 October 1993, Hamburg, Germany, ESA SP-361 (Paris: European Space Agency), pp. 361-368
117. Ranchin, T., and Wald, L., 1993, The wavelet transform for the analysis of remotely sensed images. International Journal of Remote Sensing, 14, 615-619
118. Ranchin, T., Wald, L., and Mangolini, M., 1996, The ARSIS method: a general solution for improving spatial resolution of images by the means of sensor fusion. Fusion of Earth Data, Proceedings EARSeL Conference, Cannes, France, 6-8 February 1996 (Paris: European Space Agency)
119. Rast, M., Jaskolla, M., and Aranson, F. K., 1991, Comparative digital analysis of Seasat-SAR and Landsat-TM data for Iceland. International Journal of Remote Sensing, 12, 527-544
120. Ray, P. K.C., Roy, A. K., and Prabhakaran, B., 1995, Evaluation and integration of ERS-1 SAR and optical sensor data (TM and IRS) for geological investigations. Photonirvachak, Journal of the Indian Society of Remote Sensing, 23, 77-86
121. Rebillard, P., and Nguyen, P. T., 1982, An exploration of co-registered SIR-A, SEASAT and Landsat images. RS of Environment, RS for Exploration Geology, Proceedings International Symposium, Second Thematic Conference, Forth Worth, U.S.A. (Forth Worth: ISRS), pp. 109-118
122. Reimchen, T. H. F., 1982, Location of economic gypsum deposits by integration of multi-spectral, multitemporal, geophysical, -chemical, -botanical and geological data. RS of Environment, RS for Exploration Geology, Proceedings International Symposium, Second Thematic Conference, Forth Worth, U.S.A. (Forth Worth: ISRS), pp. 119-125
123. Richards, J. A., 1984, Thematic mapping from multitemporal image data using the principal component transformation. Remote Sensing of Environment, 16, 35-46
124. Rogers, R. H., and Wood, L., 1990, The history and status of merging multiple sensor data: an overview. Technical Papers 1990, ACSM-ASPRS Annual Convention, Image Processing and Remote Sensing, 4, 352-360
125. Rothery, D. A., and Francis, P. W., 1987, Synergistic use of MOMS-01 and Landsat TM data. International Journal of Remote Sensing, 8, 501-508
126. Russ, J. C., 1995, The image processing handbook. Second edn (London: CRC Press)
127. Schistad-Solberg, A. H., Jain, A. K., and Taxt, T., 1994, Multisource classification of remotely sensed data: fusion of Landsat TM and SAR images. I.E.E.E. Transactions on Geoscience and Remote Sensing, 32, 768-778
128. Sharpe, B., and Kerr, A., 1991, Multichannel fusion technique for resolution enhancement during ground processing. Proceedings of the I.E.E.E. International Geoscience and Remote Sensing Symposium (IGARSS’91), Espoo, Finland, 3-6 June 1991 (New York: I.E.E.E.), pp. 1459-1462
129. Sheffield, C., 1985, Selecting band combinations from multispectral data. Photogrammetric Engineering and Remote Sensing, 51, 681-687
130. Shen, S. S., 1990, Summary of types of data fusion methods utilized in workshop papers. Multisource Data Integration in Remote Sensing, Proceedings of Workshop, Maryland, U.S.A., 14-15 June 1990, NASA Conference Publication 3099 (Greenbelt, MD: NASA), pp. 145-149
131. Shettigara, V. K., 1992, A generalized component substitution technique for spatial enhancement of multispectral images using a higher resolution data set. Photogrammetric Engineering and Remote Sensing, 58, 561-567
132. Shufelt, J., and Mckeown, D. M., 1990, Use of information fusion to improve the detection of man-made structures in aerial imagery. Multisource Data Integration in Remote Sensing, Proceedings of Workshop, Maryland, U.S.A., 14-15 June 1990, NASA Conference Publication 3099 (Greenbelt, MD: NASA), pp. 94-110
133. Simard, R., 1982, Improved spatial and altimetric information from SPOT composite imagery. Proceedings ISPRS Conference, Forth Worth, U.S.A., 6-10 December 1982 (Forth Worth: International Archive of Photogrammetry and Remote Sensing), pp. 433-440
134. Singh, A., 1989, Digital change detection techniques using remotely-sensed data. International Journal of Remote Sensing, 10, 989-1003
135. Singh, A., and Harrison, A., 1985, Standardized principal components. International Journal of Remote Sensing, 6, 883-896
136. Smara, Y., Belhadj-Aissa, A., and Sansal, B., 1996, Decorrelation and IHS color transforms applied for multisource satellite images integration. Fusion of Earth Data, Proceedings EARSeL Conference, Cannes, France, 6-8 February 1996 (Paris: European Space Agency), pp. 107-112
137. Strobl, D., Raggam, J., and Buchroithner, M. F., 1990, Terrain correction geocoding of a multi-sensor image data set. Proceedings 10th EARSeL Symposium, Toulouse, France (Paris: European Space Agency), pp. 98-107
138. Suits, G., Malila, W., and Weller, T., 1988, Procedures for using signals from one sensor as substitutes for signals of another. Remote Sensing of Environment, 25, 395-408
139. Tanaka, S., Sugimura, T., and Higashi, M., 1989, High resolution satellite image map from the SPOT and Landsat TM data. Advanced Space Research, 9, 115-120
140. Taranik, J. V., 1988, First results of international investigations of the applciations of SPOT-1 data to geologic problems, mineral and energy exploration. SPOT 1: Image utilization, assessment, results, Proceedings CNES Conference, Paris, France, Cepadues Editions (Paris: CNES), pp. 701-708
141. Tauch, R., and Kahler, M., 1988, Improving the quality of satellite image maps by various processing techniques. International Archives of Photogrammetry and Remote Sensing, Proceedings XVI ISPRS Congress, Kyoto, Japan (Kyoto: International Archives of Photogrammetry and Remote Sensing), pp. 238-247
142. Toll, D. L., 1985, Analysis of digital Landsat MSS and Seasat SAR data for use in discriminating land cover at the urban fringe of Denver, Colorado. International Journal of Remote Sensing, 6, 1209-1229
143. Toutin, T., 1994, Multisource data integration with an integrated and unified geometric modelling. Proceedings of 14th EARSeL Symposium on Sensors and Environmental Applications, 6-8 June 1994, Goteborg, Sweden (Paris: European Space Agency), pp. 163-174
144. Toutin, T., and Rivard, B., 1995, A new tool for depth perception of multi-source data. Photogrammetric Engineering and Remote Sensing, 61, 1209-1211
145. Ulaby, F. T., Li, R. Y., and Shanmugan, K. S., 1982, Crop classification using airborne radar and Landsat data. I.E.E.E. Transactions in Geoscience and Remote Sensing, 20, 42-51
146. Vornberger, P. L., and Blindschadler, R. A., 1992, Multi-spectral analysis of ice sheets using co-registered SAR and TM imagery. International Journal of Remote Sensing, 13, 637-645
147. Wang, Y., Koopmans, B. N., and Pohl, C., 1995, The 1995 flood in The Netherlands monitored from space—a multi-sensor approach. International Journal of Remote Sensing, 16, 2735-2739
148. Welch, R., and Ehlers, M., 1987, Merging multiresolution SPOT HRV and Landsat TM data. Photogrammetric Engineering and Remote Sensing, 53, 301-303
149. Welch, R., and Ehlers, M., 1988, Cartographic feature extraction from integrated SIR-B and Landsat TM images. International Journal of Remote Sensing, 9, 873-889
150. Welch, R., Jordon, T. R., and Ehlers, M., 1985, Comparative evaluations of geodetic accuracy and cartographic potential of Landsat-4/5 TM image data. Photogrammetric Engineering and Remote Sensing, 51, 1249-1262
151. Welch, R., Jordon, T. R., and Luvall, J. C., 1990, Geocoding and stereo display of tropical forest multisensor data sets. Photogrammetric Engineering and Remote Sensing, 56, 1389-1392
152. Weydahl, D. J., 1992, Temporal change detection in ERS-1 SAR images. International Space Year: Space Remote Sensing, Proceedings 12th Annual I.E.E.E. International Geoscience and Remote Sensing Symposium (IGARSS’92), Houston, U.S.A., edited by R. Williamson with collaboration of T. Stein (New York: I.E.E.E.), pp. 1346-1348
153. Weydahl, D. J., 1993, Multitemporal analysis of ERS-1 SAR images over land areas. Better Understanding of Earth Environment, Proceedings 13th Annual I.E.E.E. International Geoscience and Remote Sensing Symposium (IGARSS’93), Tokyo, Japan, 18-21 August 1993 (New York: I.E.E.E.), pp. 1459-1461
154. Wilkinson, G. G., Folving, S., Kanellopoulos, I., Mccormick, N., Fullerton, K., and Megier, J., 1995, Forest mapping from multi-source satellite data using neural network classifiers—An experiment in Portugal. Remote Sensing Reviews, 12, 83-106
155. Yesou, H., Besnus, Y., and Rolet, J., 1993 a, Extraction of spectral information from Landsat TM data and merger with SPOT panchromatic imagery—a contribution to the study of geological structures. ISPRS Journal of Photogrammetry and Remote Sensing, 48, 23-36
156. Yesou, H., Besnus, Y., Rolet, J., and Pion, J. C., 1993 b, Merging Seasat and SPOT imagery for the study of geologic structures in a temperate agricultural region. Remote Sensing of Environment, 43, 265-280
157. Yesou, H., Besnus, Y., and Rolet, J., 1994, Perception of a geological body using multiple source remotely-sensed data—relative influence of the spectral content and the spatial resolution. International Journal of Remote Sensing, 15, 2495-2510
158. Yildimi, H., Alparstan, E., and Ozel, M. E., 1996, Data fusion of sharpened difference image by IHS transform. Fusion of Earth Data, Proceedings EARSeL Conference, Cannes, France, 6-8 February 1996 (Paris: European Space Agency), pp. 125-130
159. Zobrist, A. L., Blackwell, R. J., and Stromberg, W. D., 1979, Integration of Landsat, Seasat, and other geo-data sources. Proceedings 13th International Symposium on Remote Sensing of Environment, ERIM, Ann Arbor, U.S.A., 23-27 April 1979 (Ann Arbor: E.R.I.M.), pp. 271-280