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Terrestrial Mapping and Monitoring

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Remote Sensing and Monitoring

Publications

Remote Sensing and Monitoring research staff names shown in bold. Publications prior to the formation of this research group in 1987 not included.

Caccetta, P., Waterworth, R., Furby, S., Richards, G., 2010. Monitoring Australian continental land cover changes using Landsat imagery as a component of assessing the role of vegetation dynamics on terrestrial carbon cycling, in: European Space Agency Living Planet Symposium. Bergen, Norway, Jun.-Jul. 2010, pp. 1–7. Full text PDF (1MB)

Curry, P., Zdunic, K., Wallace, J., Law, J., 2008. Landsat monitoring of woodland regeneration in degraded mulga rangelands: implications for arid landscapes managed for carbon sequestration, in: Australasian Remote Sensing and Photogrammetry Conference. Darwin, NT, Australia, Sep. 2008, pp. 1–4. Full text PDF (3MB)

Zhu, M., Wallace, J., Caccetta, P., Wang, Y.G., 2006. S-estimation for image calibration. CMIS Technical Report 05/200, CSIRO Mathematical and Information Sciences. Full text PDF (471KB)

2008

Campbell, N. A. and Wu, X. (2008), Gradient Cross Correlation for Sub-Pixel Matching, to appear in the  proceedings of the XXI Congress of the International Society for Photogrammetry and remote Sensing, 3-11 July, 2008. Beijing, China.

Collings, S., Wu, X., Caccetta, P. A., and Campbell, N. A.  (2008), Fitting BRDF Kernels with Spatial Smoothness and Overlap Constraints, to appear in the proceedings of the 14th Australasian Remote Sensing and Photogrammetry Conference, Darwin, Australia, 29 September ¨C 3 October, 2008

Furby, S. L. and Wu, X. (2008), Evaluation of Alternative Sensors for a ¡°Landsat-Based¡± Monitoring Program, to appear in a book of papers from the 13th Australian Photogrammetry and Remote Sensing conference published by Springer Verlag as part of a series in Geoinformation and Cartography.

Furby, S. L., Caccetta, P. A., Wu, X. and Chia, J. (2008), Continental Scale Land Cover Change Monitoring in Australia using Landsat Imagery, to appear in the  proceedings of ¡°Studying, Modeling and Sense Making of Planet Earth¡±,1 ¨C 6 June, 2008, Department of Geography, University of the Aegean, Mytilene, Lesvos, Greece.

Furby, S. L., Caccetta, P.A. and Wallace, J. F., (2008), Salinity Monitoring Using Remotely Sensed and Other Spatial Data, to appear in the proceedings of ¡°Studying, Modeling and Sense Making of Planet Earth¡±,1 ¨C 6 June, 2008, Department of Geography, University of the Aegean, Mytilene, Lesvos, Greece.

Furby, S. L., Caccetta, P. A., Wallace, J. F., Wu, X., O¡¯Connell, J., Collings, S., Traylen, A. and Deveraux, D. (2008),  Recent Developments in Landsat-based Continental Scale Land Cover Change Monitoring in Australia, to appear in the  proceedings of the XXI Congress of the International Society for Photogrammetry and remote Sensing, 3-11 July, 2008. Beijing, China.

Furby, S. L., Devereux, D., Traylen, A., Collings, S. and Wallace, J. F. (2008), Mapping Plantation Type Using Landsat MSS Imagery, to appear in the  proceedings of the 14th Australasian Remote Sensing and Photogrammetry Conference, Darwin, Australia, 29 September ¨C 3 October, 2008.

Lawes R.A. and Wallace J. F. (2008), Monitoring an Invasive Perennial at Landscape Scale with Remote Sensing, Ecological Management and Restoration, Volume 9, No. 1, pp54-59.

O'Connell, J. and Caccetta, P. A. (2008), Testing of Alternate Classification Procedures within an Operational, Satellite based, Forest Monitoring System, to appear in a book of papers from the 13th Australian Photogrammetry and Remote Sensing conference published by Springer Verlag as part of a series in Geoinformation and Cartography.

Wallace J. F., Canci, M., Wu X. and Baddeley A. (2008), Monitoring Native Vegetation on an Urban Groundwater Supply Mound using Airborne Digital Imagery. Journal of Spatial Sciences, Vol 52, No.1, pp 63-73. [to appear, June 2008 issue]

Wu, X. (2008), A Simplified Ortho-Rectification Approach for Satellite Imagery, to appear in the  proceedings of the XXI Congress of the International Society for Photogrammetry and remote Sensing, 3-11 July, 2008. Beijing, China.

Wu, X., Guo, J., Wallace, J. F., Furby, S. L. and Caccetta, P. A. (2008), Evaluation of CBERS  Image Data: Geometric and Radiometric Aspects, to appear in a book of papers from the 13th Australian Photogrammetry and Remote Sensing conference published by Springer Verlag as part of a series in Geoinformation and Cartography.

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2007

Caccetta, P. A. (2007), A Joint Spatial-Temporal Classification and Feature Boundary Updating Model,  ISPRS Symposium "Mapping without the Sun"  ¡ª Techniques and Applications of Optical and SAR Imagery Fusion, 25-27 September 2007, Chengdu, China

Caccetta, P. A., Furby, S. L., O'Connell, J., Wallace, J. F. and Wu, X. (2007), Continental Monitoring: 34 Years of Land Cover Change Using Landsat Imagery, 32nd International Symposium on Remote Sensing of Environment, June 25-29, 2007, San Jos? Costa Rica. Article available in full text PDF (94KB)

Furby, S. L, Wallace, J. F. and Caccetta, P. A., (2007). Monitoring Sparse Perennial Vegetation Cover over Australia using Sequences of Landsat Imagery,  6th International Conference on Environmental Informatics, Bangkok, Thailand, November 2007.

Richards, G., Held, A. and Caccetta, P. A. (2007), Earth Observation Contributions to Assessing Australian Terrestrial Ecosystems, Carbon Stocks and Greenhouse Gas Emissions, The Full Picture, Tudor Rose, ISBN 978-92-990047-0-8, pp 209¡ª212.

Symeonakis, E., Caccetta, P. A., Furby, S. L., Wallace, J. F. and Koukoulasa, S. (2007), Mapping Land Use Change using Conditional Probability Networks: a Case Study in the Mediterranean Island of Lesvos. 32nd International Symposium on Remote Sensing of Environment, June 25-29, 2007, San Jos? Costa Rica. Article available in full text PDF (451KB)

Wu, X., Caccetta, P. A., Furby, S. L., Wallace, J. F., and Zhu M. (2007), Time Series Analysis of Land Cover Change ¨C The National Carbon Accounting System trial in Fujian province, China, pp.155-162. In book "Advances in Spatio-temporal Analysis" (Editors Xinming Tang, Yaolin Liu, Jixian Zhang and Wolfgang Kainz), Taylor & Francis Group, London, UK, September 2007

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2006

Canci, M., Wallace, J. F., Mattiske, E. and Malcolm, A. (2006), Evaluation of Airborne Multi-Spectral Imagery for Monitoring the Effect of Falling Groundwater Levels on Native Vegetation, The 13th Australasian Remote Sensing and Photogrammetry Conference Proceedings, Canberra, Australia, 20-24 November, 2006. Article available in full text PDF (703KB)

Chia, J., Caccetta, P. A., Furby, S. L. and Wallace, J. F. (2006), Derivation of Plantation Type Maps, The 13th Australasian Remote Sensing and Photogrammetry Conference Proceedings, Canberra, Australia, 20-24 November, 2006. Article available in full text PDF (220KB)

Chia, J., Zhu, M., Caccetta, P. A. and Wallace, J. F. (2006), Derivation of a Perennial Vegetation Density Map for the Australian Continent, The 13th Australasian Remote Sensing and Photogrammetry Conference Proceedings, Canberra, Australia, 20-24 November, 2006. Article available in full text PDF (311KB)

Furby, S. L. and Wu, X. (2006), Evaluation of Alternative Sensors for a Landsat-Based Monitoring Program, The 13th Australasian Remote Sensing and Photogrammetry Conference Proceedings, Canberra, Australia, 20-24 November, 2006. Article available in full text PDF (915KB)

O'Connell, J. and Caccetta, P. A. (2006), Testing of Alternate Classification Procedures within an Operational, Satellite based, Forest Monitoring System, The 13th Australasian Remote Sensing and Photogrammetry Conference Proceedings, Canberra, Australia, 20-24 November, 2006. Article available in full text PDF (8676KB)

O'Connell, J. and Caccetta, P. A. (2006), Testing of Alternate Classification Procedures within an Operational, Satellite based, Forest Monitoring System. CMIS Technical Report 06/46. Article available in full text PDF (8817KB)

Sun C., Jones, R., Talbot, H., Wu, X., Cheong, K., Beare, R., Buckley, M. and Berman, M. (2006), Measuring the Distance of Vegetation from Powerlines using Stereo Vision, ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 60, no.4, pp.269-283, June, 2006

Symeonakis, E., Caccetta, P. A., Wallace, J. F. and Koukoulasa, S. (2006), Multi Temporal Land/Use Cover Change Detection in the Spanish Mediterranean Coast. International Society of Photogrammetry and Remote Sensing (ISPRS) Mid-Term Symposium 2006 (Enschede: The Netherlands: May 2006). Call No 2295. Article available in full text PDF (1238KB)

Wallace, J. F., Behn G. and Furby, S. L. (2006), Vegetation condition assessment and monitoring from sequences of satellite imagery. Ecological Management and Restoration, Vol. 7, Sup 1, pp 33-36.

Wang, Y-G and Zhu, M. (2006), Rank-based Regression for Analysis of Repeated Measures.  Biometrika: 93: 459--464. Call No 2114.

Wu, X. (2006), Radiometric Calibration of Aerial Digital Imagery, The 13th Australasian Remote Sensing and Photogrammetry Conference Proceedings, Canberra, Australia, 20-24 November, 2006. Article available in full text PDF (3350KB)

Wu, X. (2006), EuroSDR UltraCamD Data Sets ― Bundle Adjustment Results. CMIS Technical Report 06/158.

Wu, X. (2006), A BRDF Calibration Approach for Aerial Photographs and Satellite Images. CMIS Technical Report 06/85.

Wu, X., Caccetta, P. A., Furby, S. L., Wallace, J. F. and Zhu, M. (2006), The National Carbon Accounting System (NCAS) Trial in Fujian Province, China: Remote Sensing Analysis of Land Cover Change. CMIS Technical Report 05/89.

Wu, X., Guo, J., Wallace, J. F., Furby, S. L. and Caccetta, P. A. (2006), Evaluation of CBERS Image Data: Geometric and Radiometric Aspects. The 13th Australasian Remote Sensing and Photogrammetry Conference Proceedings, Canberra, Australia, 20-24 November, 2006. Article available in full text PDF (3343KB)

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2005

O'Connell, J. and Caccetta, P. A. (2005), A Parallel Implementation of an Image Processing Algorithm. APAC conference and exhibition on advanced computing, grid applications and eResearch. Call No 2123. Article available in full text PDF (343KB)

Wang, Y-G, Lu X. and Zhu M. (2005), Robust estimating functions and bias corrections for longitudinal data analysis. Biometrics, 2005, 61, 684-691. Call No 2159.

Wu, X., Caccetta, P. A., Furby, S. L., Wallace, J. F. and Zhu, M. (2005), Remote Sensing Analysis of Land Cover Change, Proceedings of International Symposium on Spatio-temporal Modeling, Spatial Reasoning, Spatial Analysis, Data Mining and Data Fusion, pp. 327-332, August 27-29, 2005, Beijing, China. Article available in full text PDF (3225KB)

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2004

Renzullo, L. J. (2004), Radiometric processing of multitemporal sequences of satellite imagery for surface reflectance retrievals in change detection studies, PhD Thesis, Department of Applied Physics, Curtin University of Technology, Western Australia. Thesis Link

McFarlane, D. J., George, R. J. and Caccetta, P. A. (2004), The Extent and Potential Area of Salt-affected Land in Western Australia Estimated Using Remote Sensing and Digital Terrain Models, Engineering Salinity Solutions, 9-12 November, Perth, Western Australia. Article available in full text PDF (398KB)

Chia, J., Campbell, N. A. and Caccetta, P. A. (2004), Using Rational Polynomials for Mapping in Areas with Terrain without Using a Digital Elevation Model, The 12th Australasian Remote Sensing and Photogrammetry Conference Proceedings, Fremantle, Western Australia, 18-22 October. Article available in full text PDF (389KB)

Chia, J., Behn, G., Bebbington, D. and Caccetta, P. A. (2004), Derivation of a Perennial Vegetation Density Map for The South-West Region of Western Australia, The 12th Australasian Remote Sensing and Photogrammetry Conference Proceedings, Fremantle, Western Australia, 18-22 October. Article available in full text PDF (879KB)

Caccetta, P. A. and Furby, S. L. (2004), Monitoring Sparse Perennial Vegetation Cover, The 12th Australasian Remote Sensing and Photogrammetry Conference Proceedings, Fremantle, Western Australia, 18-22 October. Article available in full text PDF (1,166KB)

Campbell, N. A. and Wu, X. (2004), Robust Estimation: Towards Automated Image Orientation, The 12th Australasian Remote Sensing and Photogrammetry Conference Proceedings, Fremantle, Western Australia, 18-22 October. Article available in full text PDF (441KB)

Furby, S. L., Renzullo, L. J., Chia, J. and Wallace, J. F. (2004), The Use of Spectral Indices and Spatially Varying Threshold Surfaces for Mapping the Extent of Perennial Vegetation over Time, The 12th Australasian Remote Sensing and Photogrammetry Conference Proceedings, Fremantle, Western Australia, 18-22 October. Article available in full text PDF (326KB)

Karfs, R. A., Daly, C., Beutel, T. S., Peel, L. and Wallace, J. F. (2004), VegMachine ?Delivering Monitoring Information to Northern Australia’s Pastoral Industry, The 12th Australasian Remote Sensing and Photogrammetry Conference Proceedings, Fremantle, Western Australia, 18-22 October. Article available in full text PDF (1,068KB)

Wu, X. and Campbell, N. A. (2004), A Colour-Balancing Method and its Applications, The 12th Australasian Remote Sensing and Photogrammetry Conference Proceedings, Fremantle, Western Australia, 18-22 October. Article available in full text PDF (567KB)

Wu, X., Furby, S. L. and Wallace, J. F. (2004), An Approach for Terrain Illumination Correction, The 12th Australasian Remote Sensing and Photogrammetry Conference Proceedings, Fremantle, Western Australia, 18-22 October. Article available in full text PDF (728KB)

Wallace, J. F., Caccetta, P. A. and Kiiveri, H. T. (2004), Recent developments in analysis of spatial and temporal data for landscape qualities and monitoring. Austral Ecology, 29, 100-107.

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2003

Dunne, R. A. (2003), Multi-Layer Perceptron Models for Classification, PhD Thesis, Murdoch University. Thesis available in full text PDF (10MB)

Caccetta, P. A. (2003), Notes on Texture and Woody Vegetation Cover. CMIS Technical Report 03/205.

Caccetta, P. A., Bryant, G., Campbell, N. A., Chia, J., Furby, S. L., Kiiveri, H. T., Richards, G., Wallace, J. F. and Wu, X. (2003), Notes on Mapping and Monitoring Forest Change in Australia Using Remote Sensing and Other Data, 30th ISRSE Honolulu, Hawaii, November 10-14.  Article available in full text PDF (132KB)

Kiiveri, H. T., Caccetta, P. A., Campbell, N. A., Evans, F. H., Furby, S. L. and Wallace, J. F. (2003), Environmental Monitoring Using a Time Series of Satellite Images and Other Spatial Data Sets, (in Nonlinear Estimation and Classification by D. D. Denison (Editor), M. H. Hansen, C. Holmes, B. Mallick, B. Yu), Lecture Notes In Statistics, New York, Springer Verlag, 2003, ISSU 171, pages 49-62. Book Link

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2002

Dirnböck, T., Hobbs, R.J., Lambeck, R.J. and Caccetta, P. A. (2002), Vegetation distribution in relation to topographically driven processes in the south-western Australia. Journal of Applied Vegetation Science 5, pp. 147-158.  Article available in full text PDF (1426KB)

Furby, S. L. (2002), Land Cover Change: Specification for Remote Sensing Analysis. National Carbon Accounting System Technical Report 9, Australian Greenhouse Office, Canberra.

Furby, S. L. (2002), Remote Sensing of Land Cover Change (1970-2000). In Biomass Estimation: Approaches for Assessment of Stocks and Stock Change, edited by Richards, G. P. National Carbon Accounting System Technical Report 27, Australian Greenhouse Office, Canberra.

Richards, G. and Furby, S. L. (2002), Sub-hectare land cover monitoring: developing a national scale time-series program. 11th Australasian Remote Sensing and Photogrammetry Conference Proceedings, September 2-6, 2002.  Article available in full text PDF (472KB)

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2001

Furby, S. L. and Campbell, N. A. (2001), Calibrating images from different dates to ‘like value?digital counts. Remote Sensing of Environment, Vol77, Issue 2, 186-196, August, 2001.

Kiiveri, H. T., Caccetta, P. A., and Evans, F. H. (1999), Use of conditional probability networks for environmental monitoring, Int. J. Remote Sensing, 22, 7, 1173-1190

Commander D. P.,  Schoknecht N., Verboom W. and Caccetta P. A. (2001), The Geology and Physiography of Wheatbelt Valleys, In proceedings of Dealing With Salinity in Wheatbelt Valleys: processes, prospects and practical Options, Merredin Western Australia. Article available in full text PDF (1,233KB)

Wu, X., Danaher, T., Wallace, J. F. and Campbell, N. A. (2001), A Landsat 7 Calibration Base for Australia Continent. SPIE Second International Symposium on Multispectral Image Processing and Pattern Recognition, SPIE Proceedings 4548, 109-113, Wuhan, China, 2001.  Article available in full text PDF (286KB)

Wu, X., Danaher, T., Wallace, J. F. and Campbell, N. A. (2001), A BRDF-Corrected Landsat 7 Mosaic of the Australian Continent. IGARSS 2001 conference proceedings, July 2001.  Article available in full text PDF (174KB)

Danaher, T., Wu, X. and Campbell, N. A. (2001), Bi-directional Reflectance Distribution Function Approaches to Radiometric Calibration of Landsat TM imagery. IGARSS 2001 conference proceedings, July 2001.  Article available in full text PDF (57KB)

Sun, C, Wu, X. (2001), Automatic Segmentation of Fiducial Marks Using Attribute-based Mathematical Morphology. Journal of Electronic Imaging. Vol. 10, No. 2, 560-566, April, 2001.  

Kiiveri, H. T. (2001), Landscape partitioning of the Avon Catchment II, CMIS technical report.

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2000

Behn, G., McKinnell, F. H., Caccetta, P. A. and Vernes, T. (2000), Mapping forest cover, Kimberley Region of Western Australia, Australian Forestry, Vol. 64, No. 2 pp. 80-87.

Behn, G., McKinnell, F. H., Caccetta, P. A. and Verne, T. (2000), Mapping Forest Cover, Proceedings of the Tenth Australasian Remote Sensing Conference, available on cdrom.

Caccetta, P. A., Campbell, N. A., Evans, F. H., Furby, S. L., Kiiveri, H. T. and Wallace, J. F. (2000), Mapping and monitoring land use and condition change in the South-West of Western Australia using remote sensing and other data, (2000), Proceedings of the Europa 2000 Conference, Barcelona.  Article available in full text PDF (311KB).

Caccetta, P. A., Allan, A. and Watson, I. (2000), The Land Monitor project, Proceedings of the Tenth Australasian Remote Sensing Conference.  Article available in full text PDF (550KB).

Evans, F. H. and Caccetta, P. A. (2000), Broad-scale spatial prediction of areas at risk from dryland salinity, Cartography, Vol. 29, No. 2, pp. 33-40.

Evans, F. H. and Caccetta, P. A. (2000), Broad-scale spatial prediction of areas at risk from dryland salinity, Proceedings of the Mapping Sciences Institute of Australia National Conference.

Evans, F. H. and Caccetta, P. A. (2000), Salinity risk prediction using Landsat TM and DEM-derived data, Proceedings of the Tenth Australasian Remote Sensing Conference, available on cdrom.

Karfs, R., Applegate, R., Fisher, R., Mullin, D., Novelly, P., Peel, L., Richardson, K and Wallace, J. F. (2000), Satellite-based range monitoring in northern Australia: the Audit Rangeland Implementation Project, Proceedings of the Tenth Australasian Remote Sensing Conference, available on cdrom.

McDonald, E. R., Wu, X., Caccetta, P. A. and Campbell, N. A. (2000), Illumination correction of Landsat TM data in south east NSW, Proceedings of the Tenth Australasian Remote Sensing Conference.  Article available in full text PDF (811KB)

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1999

Campbell, N. A. (1999), Recovering orientation and ground coordinate location parameters by relating original photos to true vertical photos and orthophotos. CMIS report number 99/175, prepared for WA Department of Land Administration.

Campbell, N. A. (1999), Resampling DMSV data to match an orthophoto image. CMIS report number 99/202, prepared for SpecTerra Pty Ltd.

Campbell, N. A., McNeill, S. J., Caccetta, P. A. and Furby, S. L. (1999), Temporal trends in Radarsat data in the agricultural region of WA. CMIS report number 99/176, prepared for RadarSat International.

Evans, F. H., Allen, A., Caccetta, P. A., Furby, S. L. and Wallace, J. F. (1999), Broad-scale land condition monitoring using Landsat TM and DEM-derived data, Proceedings of the fourth International Symposium on Environmental Software Systems.  Article available in full text PDF (1263KB)

McNeill, S. J., Caccetta, P. A, Campbell, N. A., Pairman, D. and Belliss, S. E. (1999), Systematic spatial processing of a temporal Radarsat data set. Proceedings of Image and Vision Computing ?9, Christchurch, New Zealand.

Shao, Q., Campbell, N. A., Ferdowsian, R. and O’Connell, D. (1999), Analysing trends in groundwater levels. CMIS report number 99/37, prepared for Agriculture Western Australia, as part of a National Land and Water Resources Audit Project.

Shao, Q. and Campbell, N. A. (1999), Some examples of analysing trends in groundwater levels. CMIS report number 99/53, prepared for Agriculture Western Australia, as part of a National Land and Water Resources Audit Project.

Wallace, J. F. and Thomas, P. T. (1999), Monitoring and summarising rangeland changes using sequences of Landsat data. Proceedings Seventh International Rangeland Conference. 

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1998

Campbell, N. A., Hobbs, R. J. and Wallace, J. F. (1998), Vegetation monitoring using Landsat TM data. National Land and Water Resources Audit Discussion Paper.

Campbell, N. A., Lopuha? H. P. and Rousseeuw, P. J. (1998), On the calculation of a robust S-estimator of a covariance matrix. Statist. Med., 17, 2685-2695.

Dunne, R. A. and Campbell, N. A. (1998), Classification of an AVIRIS data cube by a basis function MLP. Proceedings of the Ninth Australasian Conference on Neural Networks, pp. 163-167.

Dunne, R. A. and Campbell, N. A. (1998), Fixed-slope training ?a new form of penalized estimation. Proceedings of the Ninth Australasian Conference on Neural Networks, pp. 210-214.

Dunne, R. A. and Campbell, N. A. (1998), Penalized training for serially correlated data. Proceedings of ICANN?8, Sweden, pp. 863-869.

Evans, F. H. (1998) , An investigation into the use of maximum likelihood classifiers, decision trees, neural networks and conditional probabilistic networks for mapping and predicting salinity, MSc thesis, Curtin University.

Evans, F. H., Kiiveri, H. T., West, G. and Gahegan, M. (1998), Mapping salinity using decision trees and conditional probability networks, Proceedings of the second IEEE Conference on Intelligent Processing Systems.

Furby, S. L. and Wallace, J. F., (1998), Land Condition Monitoring in the Fitzgerald Biosphere Region, Proceedings of the 9th Australasian Remote Sensing Conference.

Kiiveri, H. T. and Caccetta, P. A. (1998), Image fusion with conditional probability networks for monitoring salinisation of farmland, Digital Signal Processing,  Vol. 8, No.4, pp. 225-230.  Article available in full text PDF (156KB).

Settle, J. J. and Campbell, N. A. (1998), On the errors of two estimators of sub-pixel fractional cover when mixing is linear. IEEE Trans. Geosci. Remote Sensing, 36, 163-170.

Wallace, J. F. and Campbell, N. A. (1998), Evaluation of the feasibility of remote sensing for monitoring national state of the environment indicators. Australia: State of the Environment Technical Paper Series (Environmental Indicators), Department of the Environment, Canberra, pp. 93.

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1997

Caccetta P. A. (1997), Remote sensing, geographic information systems (GIS) and Bayesian knowledge-based methods for monitoring land condition, PhD Thesis, School of Computing, Curtin University of Technology. Thesis Link

Dunne, R. A. and Campbell, N. A. (1997), A sensitivity study of the multi-layer perceptron classifier. Technical Report 85Stat3. Victoria University of Technology, Melbourne, Australia.

Dunne, R. A. and Campbell, N. A. (1997), Robustness and multi-layer perceptron models. Proceedings of the Eighth Australasian Conference on Neural Networks, pp. 100-104.

Dunne, R. A. and Campbell, N. A. (1997), Pruning, interpreting and evaluating multi-layer perceptron models applied to multispectral image data. Proceedings of the Eighth Australasian Conference on Neural Networks, pp. 114-117.

Dunne, R. A. and Campbell, N. A. (1997), Fitting multi-layer perceptron models without derivatives. Proceedings of the Eighth Australasian Conference on Neural Networks, pp. 158-162.

Dunne, R. A. and Campbell, N. A. (1997), On the pairing of the softmax activation and cross-entropy penalty functions and the derivation of the softmax activation function. Proceedings of the Eighth Australasian Conference on Neural Networks, pp. 181-185.

Kiiveri, H. T. (1997), Assessing, representing and transmitting positional uncertainty in maps, Int. J. of Geographical Information Science. 

Kiiveri, H. T. and Caccetta, P. A. (1997), Data fusion, uncertainty and causal probabilistic networks for monitoring the salinisation of farmland, Proceedings of the International Workshop on Image Analysis and Information Fusion (IAIF'97), 

Hojsgaard S., Caccetta P. A. and Kiiveri H. T., Pixel allocation using remotely sensed data and ground data, Int. J.  Remote Sensing, Vol. 18, No. 2, pp 417-433.  Article available in full text PDF (1192KB).

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1996

Campbell, N. A. (1996), The decorrelation stretch transformation. Int. J Remote Sensing, 10, 1939-1949.

Dunne, R. A. and Campbell, N. A. (1996), Multi-layer perceptrons: robustness and the evolution of the weights through time. Proceedings of the Seventh Australasian Conference on Neural Networks, pp. 155-160.

Simpson, J. J., Barton, I. J., Kingwell, J., Neal, A. B. and Wallace, J. F. (1995), Review of the CSIRO Multi-divisional Program on Satellite Data Acquisition and Utilisation, COSSA Publication #34.

Wallace, J. F., Furby, S. L. and Campbell, N. A. (1995), Methods for monitoring vegetation using multi-date image data. Proc. Second North Australian Remote Sensing and GIS Conference, pp. 62-67.

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1994

Achuthan, N. R., Caccetta L., Caccetta, P. A. and Geelen, J. F. (1994), Computational methods for the diameter restricted minimum weight spanning tree problem, Australasian Journal of Combinatorics, Vol. 10,  pp. 51-71.

Campbell, N. A. and Furby, S. L. (1994), Variable selection along canonical vectors. Austral. J Statist., 36, 177-183.

Campbell, N. A., Furby, S. L. and Fergusson, B. (1994), Calibrating images from different dates. Report to LWRRDC from the project, Detecting and Monitoring Changes in Land Condition Through Time Using Remotely Sensed Data.

Dunne, R. A. and Campbell, N. A. (1994), Some practical aspects of pruning multi-layer perceptron models applied to remotely sensed data. Technical Report 94/06. School of Mathematical and Physical Sciences, Murdoch University, Western Australia.

Furby, S. L., Evans, F. H. and Campbell, N. A. (1994), Extracting information from remotely sensed data. Proceedings of Image Analysis ?4 Conference, Perth, Australia, pp. 38-42.

McFarlane, D. J., Wheaton, G. A., Negus, T. R. and Wallace, J. F. (1992), Effects of waterlogging on crop and pasture production in the Upper Great Southern, Western Australia. Tech. Bulletin No 86. WA Department of Agriculture.

Wallace, J. F., Holm, A. M., Novelly, P. E. and Campbell, N. A. (1994), Assessment and monitoring of rangeland vegetation composition using multi-temporal Landsat data. Proceedings of the Seventh Australasian Remote Sensing Conference, pp. 1102-1109. Full text PDF (705KB)

Wallace, J. F., Holm, A. M., Novelly, P. E. and Campbell, N. A. (1994), Rangeland monitoring and change detection using remote sensing. Final Report to National Landcare Program Project 91/W/M5.

Wheaton, G. A., Wallace, J. F., McFarlane, D. J., Furby, S. L., Campbell, N. A. and Caccetta, P. A. (1994), Mapping and monitoring salt-affected land in Western Australia. Proceedings of Resource Technology ?4 Conference, Melbourne, Australia, pp. 531-543.

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1993

Campbell, N. A. (1993), Towards more quantitative extraction of information from remotely sensed data. Proceedings of the Advanced Remote Sensing Conference ‘Coming of Age - 21 Years after Landsat? pp. 29-40.

Campbell, N. A. and Kiiveri, H. T. (1993), Canonical variate analysis with spatially-correlated data. Austral. J Statist., 35, 333-344.  Article available in full text PDF (638KB).

Caccetta, P. A., Campbell, N. A. and West G. (1993), Massively parallel implementation of an image classifier. Technical Report 20/93, School of Computing, Curtin University of Technology, Western Australia.

Dunne, R. A., Campbell, N. A. and Kiiveri, H. T. (1993), Classifying high-dimensional spectral data by neural networks. Proceedings of the Fourth Australian Conference on Neural Networks.

Wallace, J. F., Campbell, N. A., Wheaton, G. A. and McFarlane, D. J. (1993), Spectral discrimination and mapping of waterlogged cereal crops in Western Australia. Int. J Remote Sensing, 14, 2731-2743.

Wallace, J. F., Holm, A. M. and Novelly, P. E. (1993), Rangeland condition assessment and monitoring using multi-temporal Landsat data. Proc. North Aust. Remote Sensing and GIS Forum. OSS Darwin.

Palmer, M. J. (2002), Calibration of a TM image to absolute reflectance. CMIS report.  Article available in full text PDF (5336KB)

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1992

Behn, G. A. and Campbell, N. A. (1992), Dieback assessment, using multispectral data, over the Stirling Range National Park, Western Australia. Proceedings of the Sixth Australasian Remote Sensing Conference, pp. 160-168.

Dunne, R. A., Campbell, N. A. and Kiiveri, H. T. (1992), Task-based pruning. Proceedings of the Third Australasian Conference on Neural Networks, pp. 166-170.

Foody, G. M., Campbell, N. A., Trodd, N. M. and Wood, T. F. (1992), Derivation and applications of probabilistic measures of class membership from the maximum-likelihood classification. Photogrammetric Engineering and Remote Sensing, 58, 1335-1341.

Kiiveri, H. T. (1992), Fitting spatial correlation models: approximating a likelihood ratio approximation, Australian Journal of Statistics.

Kiiveri, H. T. and Campbell, N. A. (1992), Allocation of remotely sensed data using Markov models for image data and pixel labels. Austral. J Statist., 34, 361-374.

Wallace, J. F. (1992),  Advanced Image Processing, Notes for a course conducted for the Philippines Remote Sensing Project.

Wheaton, G. A., Wallace, J. F., McFarlane, D. J. and Campbell, N. A. (1992), Mapping salt-affected land in Western Australia. Proceedings of the Sixth Australasian Remote Sensing Conference, pp. 369-377.

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1990

Behn G. A., Wallace J. F. and Hick P. T. (1990), Airborne multispectral scanner data for mapping insect damage in jarrah forest of Western Australia. Proceedings of the 5th Australasian Remote Sensing Conference.

Furby, S. L., Kiiveri, H. T. and Campbell, N. A. (1990), The analysis of high-dimensional spectral curves. Proceedings of the Fifth Australasian Remote Sensing Conference, pp. 175-184.

Wallace, J. F. and Campbell N. A. (1990), Analysis of remotely sensed data, Chapter 14 in Hobbs & Mooney (editors) Remote Sensing of Biosphere Functioning. Springer-Verlag. New York.

Wallace, J. F. and Wheaton, G. A. (1990), Mapping the extent of waterlogged crop using satellite imagery. WA Journal of Agriculture, 31, 48-50.

Wallace, J. F. and Wheaton, G. A. (1990), The extent and cost of waterlogging. WA Journal of Agriculture, 2, 44-47.

Wallace, J. F. and Wheaton, G. A. (1990),  Spectral discrimination and mapping of land degradation in Western Australia's agricultural regions. Proc. Fifth Aust Remote Sensing Conf., pp. 1066-1073

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1989

Campbell, N. A. and Wallace, J. F. (1989), Statistical methods for cover class mapping using remotely sensed data. Proc. Int. Geosci. Remote Sensing Symp., pp. 493-496.

Campbell, N. A. and Wallace, J. F. (1989), Cover class mapping in agricultural environments. Proc. Int. Geosci. Remote Sensing Symp., pp. 791-794.

Hobbs, R. J., Wallace, J. F. and Campbell, N. A. (1989), Classification of vegetation in the Western Australian wheatbelt using Landsat MSS data. Vegetation, 80, 91-105.

Kiiveri, H. T. and Campbell, N. A. (1989), Covariance models for lattice data. Austral. J Statist., 31, 61-77.

Wallace, J. F. and Campbell, N. A. (1989), Analysis of remotely sensed data. In Remote Sensing of Biosphere Functioning (Eds, R J Hobbs and H A Mooney).

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1988

Campbell, N. A. and Kiiveri, H. T. (1988), Spectral / temporal indices for discrimination. Appl. Statist., 37, 51-62. Article available in full text PDF (1177KB)

Campbell, N. A., Wallace, J. F. and De Boer, E. S. (1988), Cover class mapping in agricultural environments in WA. In Remote Sensing in Victoria (Eds, P Woodgate and G Ellis), pp. 39-51.

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Papers pending

Wallace, J. F., Behn, G. and Furby, S. L. (2005), Vegetation Condition & Monitoring from Sequences of Satellite Imagery. Ecological Management and Restoration. Call No 2185.

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