Fusion of sensor data, knowledge sources and algorithms for extraction and classification of topographic objects

baltsavias, emmanuel p.

Bibliographic data

Monograph

Persistent identifier:: 856473650

Author:: Baltsavias, Emmanuel P.

Title:: Fusion of sensor data, knowledge sources and algorithms for extraction and classification of topographic objects

Sub title:: Joint ISPRS/EARSeL Workshop ; 3 - 4 June 1999, Valladolid, Spain

Scope:: III, 209 Seiten

Year of publication:: 1999

Place of publication:: Coventry

Publisher of the original:: RICS Books

Identifier (digital):: 856473650

Illustration:: Illustrationen, Diagramme, Karten

Language:: English

Usage licence:: Attribution 4.0 International (CC BY 4.0)

Publisher of the digital copy:: Technische Informationsbibliothek Hannover

Place of publication of the digital copy:: Hannover

Year of publication of the original:: 2016

Document type:: Monograph

Collection:: Earth sciences

Chapter

Title:: TECHNICAL SESSION 1 OVERVIEW OF IMAGE / DATA / INFORMATION FUSION AND INTEGRATION

Document type:: Monograph

Structure type:: Chapter

Chapter

Title:: INTEGRATION OF IMAGE ANALYSIS AND GIS. Emmanuel Baltsavias, Michael Hahn,

Document type:: Monograph

Structure type:: Chapter

International Archives of Photogrammetry and Remote Sensing, Vol. 32, Part 7-4-3 W6, Valladolid, Spain, 3-4 June, 1999 the establishment of prior probabilities of object characteristics etc. 7. CONCLUSIONS During the past, photogrammetry and remote sensing have become acknowledged disciplines for GIS data collection. More recently, this became true in the opposite direction as well, i.e. GIS data gain increasing importance for image analysis in photogrammetry and remote sensing. First and foremost, this has led to a certain exchange and employment of rather discipline-specific algorithms in all three fields. The algorithms are used in a competitive, as well as in a complementary manner, but fusion of algorithms and furthermore general information fusion is still at the beginning. Theoretically, all information sources, like various models, multisensor image data, maps and other knowledge databases, can be integrated and used within a GIS. Such a GIS would play the role of a general modelling and analysis tool. Whether this is the way to go or not, will be decided by the future developments and the experiences gained. Based on current practice, it seems that data integration systems should be developed and tailored for specific applications, if they are to be successful and manageable. In any case, the fact that the available data, information and sensors are increasing dramatically, underlines the importance of developing appropriate theories, tools and practical systems for their integration and fusion. REFERENCES Aas, K., Solberg, A., Koren, H. and Solberg, R., 1997. Semi automatic revision of forest maps combining spectral, textural, laser altimeter and GIS data. Proc. of Third International Airborne Remote Sensing Conference and Exhibition, pp. 405- 411, Kopenhagen. Abidi, M.A., Gonzalez, R.C., 1992. Data Fusion in Robotics and Machine Intelligence. Academic Press, Boston, 546 p. Agouris, P., Stefanidis, A., Carswell, J., 1998. Intelligent retrieval of digital images from large geospatial database. In: I APRS, Vol. 32, Part 3/1, pp. 515-522. Axelsson, P., 1997. Interactive 3D extension of 2D map data using mono images. In: IAPRS, Vol. 32, Part 3-4W2, pp. 145- 150. Baltsavias, E.P., Mason, S.O., 1997. Automated shack reconstruction using integration of cues in object space. In: IAPRS, Vol. 32, Part 3-4W2, pp. 96-105. Baumgartner, A., Steger, C., Mayer, H., Eckstein, W., 1997. Multi-resolution, semantic objects, and context for road extraction. In: Semantic Modeling for the Acquisition of Topographic Information from Images and Maps, W. Foerstner and L. Pluemer (Eds.), Birkhaeuser Verlag, Basel, pp. 140-156. Bordes, G., Giraudon, G. and Jamet, O., 1997. Road modeling based on a cartographic database for aerial image interpretation. In: Semantic Modeling for the Acquisition of Topographic Information from Images and Maps, W. Foerstner and L. Pluemer (Eds.), Birkhaeuser Verlag, Basel, pp. 123-139. Bruzzone, L., Conese, C., Maselli, F., Roli, F., 1997. Multisource classification of complex rural areas by statistical and neural-network approaches. PERS, Vol. 63, No. 5, pp. 523- 533. Chellappa, R., Zheng, Q., Davis, L.S., Lin, C.L., Zhang, X., Rodriguez, C., Rosenfeld, A., Moore, T., 1994. Site-model- based monitoring of aerial images. Proc. DARPA Workshop on Image Understanding, pp. 295-318. Csatho, B., Schenk, T., Lee, D.-C., Filin, S., 1999. Inclusion of multispectral data into object recognition. In: IAPRS, Vol. 32, Part 7-4-3 W6, Valladolid, Spain, 3-4 June (in these proceedings). de Gunst, M., 1996. Knowledge-based interpretation of aerial images for updating road maps. Ph.D. thesis, Delft Univ. of Technology, Faculty of Geodetic Eng., Netherlands Geodetic Commission, New Series, Vol. 44, 184 pp. Dees, M., Koch, B., 1997. Integrating satellite and GIS data into a large scale sample based forest inventory - the classical sample based approach. In: Expert meeting on data fusion techniques. Univ. of Freiburg, Dept, of RS and LIS, pp. 66-76. Depmster, A.P., 1968. A generalisation of Bayesian inference. J. of Royal Statistical Soc. Series B, Vol. 30, pp. 205-247. Dowman, I., Ruskone, R., 1997. Extraction of polygonal features from satellite images for automatic registration: The ARCHANGEL project. In: Automatic Extraction of Man-Made Objects from Aerial and Space Images (II), A. Gruen, E.P. Baltsavias and O. Henricsson (Eds.), Birkhaeuser Verlag, Basel, pp. 343-354. Dowman, I., Dare, P., 1999. Automated procedures for multisensor registration and orthorectification of satellite images. In: IAPRS, Vol. 32, Part 7-4-3 W6, Valladolid, Spain, 3-4 June (in these proceedings). Drewniok, C., Rohr, K., 1997. Exterior orientation - an automatic approach based on fitting analytic landmark models. ISPRS Journal of Photogrammetry and Remote Sensing, 52(3):132-145. Dubois, D., Prade, H., 1985. Possibility theory. Plenum Press, New York. Duhaime, R.J., August, P.V., Wright, W.R., 1997. Automated vegetation mapping using digital orthophotography. PERS, Vol. 63, No. 11, pp. 1295-1302. Duplaquet, M.-L. and Cubero-Castan, E., 1994. Updating cartographic models by SPOT images interpretation. Proc. SPIE, Vol. 2315, pp. 299-307. Ely, R.W., Di Girolamo, J., 1997. Model-to-SAR image registration. Proc. SPIE, Vol. 3072, pp. 318-325. Frischknecht, S., Kanani, E., Carosio, A., 1998. A raster-based approach for the automatic interpretation of topographic maps. In: IAPRS, Vol. 32, Part 3/1, pp. 523-530. Garguet-Duport, B., Girel, J., Chassery, J.-M., Pautou, G., 1996. The use of multiresolution analysis and wavelets transform for merging SPOT panchromatic and multispectral image data. PERS, Vol. 62, No. 9, pp. 1057-1066. Growe, S., 1999. Knowledge based interpretation of multisensor and multitemporal remote sensing images. In: IAPRS, Vol. 32, Part 7-4-3 W6, Valladolid, Spain, 3-4 June (in these proceedings).

Access restriction

Copyright

fullscreen: Fusion of sensor data, knowledge sources and algorithms for extraction and classification of topographic objects

Monograph

Chapter

Chapter

Table of contents

Cite and reuse

Monograph

Chapter

Image

Image fragment

Citation links

Citation recommendation