Anne H Schistad Solberg

Image of Anne H Schistad Solberg
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Phone +47-22852435
Room 4458
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Visiting address Gaustadalléen 23B Ole-Johan Dahls hus 0373 OSLO
Postal address Postboks 1080 Blindern 0316 OSLO
Other affiliations Department for Informatics

Academic Interests

My research in image analysis and pattern recognition covers a broad range of applications: remote sensing, sonar imaging, medical image analysis, seismic image analysis and analysis of petrophysical images. Within remote sensing I have worked with data fusion, SAR image analysis, and hyperspectral image classification for different applications.


More examples of applications are statistical classification of SAR images of land areas and sea ice, oil spill detection in SAR images, speckle filtering of SAR images, texture analysis of SAR images, optical images, seabed classification from sonar data, sandstone images and 3D seismic data, snow classification in multipolarization SAR images, tissue classification in MR images, multisensor classification of optical images, SAR images and GIS-data

Teaching

http://www.uio.no/studier/emner/matnat/ifi/INF2310/

http://www.uio.no/studier/emner/matnat/ifi/INF4300/

http://www.uio.no/studier/emner/matnat/ifi/INF5300/

http://www.uio.no/studier/emner/matnat/ifi/INF-GEO4310/

Tags: Image analysis, pattern recognition, remote sensing, Brazil

Publications

  • Breivik, Lars Hofsøy; Snare, Sten Roar; Steen, Erik Normann & Solberg, Anne H Schistad (2017). Real-Time Nonlocal Means-Based Despeckling. IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.  ISSN 0885-3010.  64(6), s 959- 977 . doi: 10.1109/TUFFC.2017.2686326
  • Landmark, Knut; Solberg, Anne H Schistad; Albregtsen, Fritz; Austeng, Andreas & Hansen, Roy Edgar (2015). A Radon-Transform-Based Image Noise Filter - With Applications to Multibeam Bathymetry. IEEE Transactions on Geoscience and Remote Sensing.  ISSN 0196-2892.  53(11), s 6252- 6273 . doi: 10.1109/TGRS.2015.2436380
  • Breivik, Lars Hofsøy; Snare, Sten Roar; Mirarkolaei, Hani Nozari; Steen, Erik Normann & Solberg, Anne H Schistad (2014). Multiscale nonlocal means method for ultrasound despeckling. Proceedings - IEEE Ultrasonics Symposium.  ISSN 1948-5719.  s 1324- 1327 . doi: 10.1109/ULTSYM.2014.0327
  • Breivik, Lars Hofsøy; Snare, Sten Roar; Mirarkolaei, Hani Nozari; Steen, Erik & Solberg, Anne H Schistad (2014). Multiscale nonlocal means method for ultrasound despeckling, In  2014 IEEE International Ultrasonics Symposium Proceedings (IUS), Chicago, Illinois USA, September 3-6, 2014.  IEEE conference proceedings.  ISBN 978-1-4799-7049-0.  Ultrasonics Symposium (IUS), 2014 IEEE International.  s 1324 - 1327
  • Landmark, Knut; Solberg, Anne H Schistad; Austeng, Andreas & Hansen, Roy Edgar (2014). Bayesian seabed classification using angle-dependent backscatter data from multibeam echo sounders. IEEE Journal of Oceanic Engineering.  ISSN 0364-9059.  39(4), s 724- 739 . doi: 10.1109/JOE.2013.2281133
  • Mirarkolaei, Hani Nozari; Snare, Sten Roar; Breivik, Lars Hofsøy; Steen, Erik Normann & Solberg, Anne H Schistad (2014). Fixed Point Motion Estimation for frame rate up conversion in cardiac ultrasound. Proceedings - IEEE Ultrasonics Symposium.  ISSN 1948-5719.  s 2351- 2354 . doi: 10.1109/ULTSYM.2014.0586
  • Mirarkolaei, Hani Nozari; Snare, Sten Roar; Breivik, Lars Hofsøy; Steen, Erik & Solberg, Anne H Schistad (2014). Fixed Point Motion Estimation for frame rate up conversion in cardiac ultrasound, In  2014 IEEE International Ultrasonics Symposium Proceedings (IUS), Chicago, Illinois USA, September 3-6, 2014.  IEEE conference proceedings.  ISBN 978-1-4799-7049-0.  Ultrasonics Symposium (IUS), 2014 IEEE International.  s 2351 - 2354
  • Salberg, Arnt Børre; Rudjord, Øystein & Solberg, Anne H Schistad (2014). Oil spill detection in hybrid-polarimetric SAR images. IEEE Transactions on Geoscience and Remote Sensing.  ISSN 0196-2892.  52(10), s 6521- 6533 . doi: 10.1109/TGRS.2013.2297193
  • Berthelot, Angélique; Solberg, Anne H Schistad & Gelius, Leiv-J. (2013). Texture attributes for detection of salt. Journal of Applied Geophysics.  ISSN 0926-9851.  88, s 52- 69 . doi: 10.1016/j.jappgeo.2012.09.006
  • Solberg, Anne H Schistad (2013). Deriving structural information from robust phase estimates. Society of Exploration Geophysicists. Expanded Abstracts with Biographies.  ISSN 1052-3812. . doi: 10.1190/segam2013-0985.1
  • Landmark, Knut; Solberg, Anne H Schistad; Nilsen, Carl-Inge Colombo; Austeng, Andreas & Hansen, Roy Edgar (2012). Bayesian Seabed Classification Using Angle-Dependent Backscatter Data from Multibeam Sonar, In  11th European Conference on Underwater Acoustics 2012 (ECUA 2012).  Curran Associates, Inc..  ISBN 978-1-62276-192-0.  Vol 1.  s 417 - 424
  • Salberg, Arnt Børre; Rudjord, Øystein & Solberg, Anne H Schistad (2012). Model based oil spill detection using polarimetric SAR, In  Geoscience and Remote Sensing Symposium (IGARSS), 2012 IEEE International.  IEEE Press.  ISBN 978-1-4673-1160-1.  Paper no. 4327.  s 5884 - 5887
  • Salberg, Arnt Børre; Rudjord, Øystein & Solberg, Anne H Schistad (2012). Model based oil spill detection using polarimetric SAR. IEEE Geoscience and Remote Sensing Letters.  ISSN 1545-598X.  s 5884- 5887 . doi: 10.1109/IGARSS.2012.6352270
  • Solberg, Anne H Schistad (2012). Remote Sensing of Ocean Oil-Spill Pollution. Proceedings of the IEEE.  ISSN 0018-9219.  100(10), s 2931- 2945 . doi: 10.1109/JPROC.2012.2196250
  • Solberg, Anne H Schistad; Jensen, Are Charles & Gelius, Leiv-J. (2012). Robust 2D Hilbert Atributes of Local Amplitude and Phase , In 2012 EAGE (ed.),  74th EAGE Conference & Exhibition incorporating SPE EUROPEC 2012.  European Association of Geoscientists and Engineers.  ISBN 978-90-73834-27-9.  EO22.
  • Berthelot, Angélique; Solberg, Anne H S; Jarsve, Erlend Morisbak & Gelius, Leiv-J. (2011). Salt diapirs without well defined boundaries - a feasibility study of semi-automatic detection. Geophysical Prospecting.  ISSN 0016-8025.  59, s 682- 696 . doi: 10.1111/j.1365-2478.2011.00950.x
  • Solberg, Anne H S; Berthelot, Angélique & Gelius, Leiv-J. (2011). Gabor Filters for Segmentation of Salt Structures , In  Extended Abstracts DVD of the 73rd EAGE Conference & Exhibition incorporating SPE EUROPEC.  European Association of Geoscientists and Engineers.  ISBN 978-90-73834-12-5.  Seismic interpretation: Tools and methods.
  • Solberg, Anne H S & Gelius, Leiv-J. (2011). New texture attributes from local 2D Fourier spectra. Extended Abstract , In Klaas Koster (ed.),  Society of Exploration Geophysicists International Exposition and 81st Annual Meeting 2011 (SEG San Antonio 2011).  Curran Associates, Inc..  ISBN 9781618391841.  INF P1.  s 1165 - 1169
  • Berthelot, Angèlique; Solberg, Anne H S & Gelius, Leiv-J. (2010). Attributes designed for detection of salt diapirs without well defined boundaries, In 2010 EAGE (ed.),  72nd EAGE Conference & Exhibition incorporating SPE EUROPEC 2010 Barcelona.  European Association of Geoscientists and Engineers.  ISBN 978-90-73781-86-3.  KAPITTEL.
  • Jensen, Are Fritz Charles; Loog, Marco & Solberg, Anne H S (2010). Using Multiscale Spectra in Regularizing Covariance Matrices for Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing.  ISSN 0196-2892.  48(4), s 1851- 1859 . doi: 10.1109/TGRS.2009.2036842
  • Berthelot, Angelique; Gelius, Leiv-J. & Solberg, Anne H S (2009). Use of seismic attributes in auto-tracking of salt structures - A feasibility study, In Toru Mogi (ed.),  The 9th SEGJ International Symposium Imaging and Interpretation- Science and Technology for Sustainable Development -.  Society of Exploration Geophysicists of Japan (SEGJ).  ISBN 978-4-938493-06-6.  Paper 47.
  • Brekke, Camilla & Solberg, Anne H S (2008). Classifiers and confidence estimation for oil spill detection in ENVISAT ASAR images. IEEE Geoscience and Remote Sensing Letters.  ISSN 1545-598X.  5 . doi: 10.1109/LGRS.2007.907174
  • Jensen, Are Fritz Charles; Berge, Asbjørn & Solberg, Anne H S (2008). Regression Approaches to Small Sample Inverse Covariance Matrix Estimation for Hyperspectral Image Classification . IEEE Transactions on Geoscience and Remote Sensing.  ISSN 0196-2892.  46(10), s 2814- 2822 . doi: 10.1109/TGRS.2008.2001169
  • Berge, Asbjørn; Jensen, Are Fritz Charles & Solberg, Anne H S (2007). Sparse inverse covariance estimates for hyperspectral image classification . IEEE Transactions on Geoscience and Remote Sensing.  ISSN 0196-2892.  45 . doi: 10.1109/TGRS.2007.892598
  • Berge, Asbjørn & Solberg, Anne H S (2007). Improving hyperspectral classifiers: the difference between reducing data dimensionality and reducing classifier parameter complexity . Lecture Notes in Computer Science.  ISSN 0302-9743.  s 293- 302
  • Brekke, Camilla; Solberg, Anne H S & Storvik, Geir Olve (2007). Classifying Oil Spills and Look-Alikes in Envisat ASAR Images , In H Lacoste & L Ouwehand (ed.),  Proceedings of the Envisat Symposium 2007 - Montreux, Switzerland.  European Space Agency.  ISBN 0000000000.  kapittel.
  • Jensen, Are Fritz Charles & Solberg, Anne H S (2007). Fast Hyperspectral Feature Reduction Using Piecewise Constant Function Approximations . IEEE Geoscience and Remote Sensing Letters.  ISSN 1545-598X.  4(4), s 547- 551 . doi: 10.1109/LGRS.2007.896331
  • Solberg, Anne H S; Berge, Asbjørn & Jensen, Are Fritz Charles (2007). Robust classification of hyperspectral images , In Lorenzo Bruzzone (ed.),  Image and Signal Processing for Remote Sensing XIII.  SPIE - International Society for Optical Engineering.  ISBN 9780819469069.  DOI: 10.1117/12.753095.
  • Solberg, Anne Helene Schistad; Brekke, C & Husøy, Per Ove (2007). Oil spill detection in Radarsat and Envisat SAR images. IEEE Transactions on Geoscience and Remote Sensing.  ISSN 0196-2892.  45 . doi: 10.1109/TGRS.2006.887019
  • Berge, Asbjørn & Solberg, Anne H S (2006). Sparse covariance estimates for high dimensional classification using the Cholesky decomposition. Lecture Notes in Computer Science.  ISSN 0302-9743.  4109, s 835- 843
  • Berge, Asbjørn & Solberg, Anne H S (2006). Structured Gaussian components for hyperspectral image classification. IEEE Transactions on Geoscience and Remote Sensing.  ISSN 0196-2892.  44, s 3386- 3396
  • Solberg, Anne H S (2006). Data fusion for remote sensing applications, In Chi Chen (ed.),  Signal and Image Processing for Remote Sensing.  Taylor & Francis.  ISBN 9780849350917.  Chapter 23.  s 515 - 537
  • Solberg, Anne H S & Brekke, Camilla (2006). Classification Methods for Oil Spill Detection in ENVISAT ASAR images, In Lorenzo Bruzzone (ed.),  Image and Signal Processing for Remote Sensing.  SPIE - International Society for Optical Engineering.  ISBN 0819464600.  6365.
  • Brekke, Camilla & Solberg, Anne H S (2005). Oil spill detection by satellite remote sensing. Remote Sensing of Environment.  ISSN 0034-4257.  95(1), s 1- 13
  • Aurdal, Lars; Huseby, Ragnar Bang; Eikvil, Line; Solberg, Rune; Vikhamar Schuler, Dagrun & Solberg, Anne H Schistad (2005). Use of hidden Markov models and phenology for multitemporal satellite image classification: applications to mountain vegetation classification , In Roger L. King & Nicolas H. Younan (ed.),  Proceedings of the 2005 International Workshop on the Analysis of Multi-Temporal Remote Sensing Images, Biloxi, Mississippi, USA, 16-18 May 2005.  IEEE conference proceedings.  ISBN 0-7803-9118-7.  52.  s 220 - 224
  • Brekke, C & Solberg, Anne H S (2005). Feature extraction for oil spill detection based on SAR images. Lecture Notes in Computer Science.  ISSN 0302-9743.  3540
  • Huseby, Ragnar Bang; Aurdal, Lars; Eikvil, Line; Solberg, Rune; Vikhamar Schuler, Dagrun & Solberg, Anne H Schistad (2005). Alignment of growth seasons from satellite data , In Roger L. King & Nicolas H. Younan (ed.),  Proceedings of the 2005 International Workshop on the Analysis of Multi-Temporal Remote Sensing Images, Biloxi, Mississippi, USA, 16-18 May 2005.  IEEE conference proceedings.  ISBN 0-7803-9118-7.  50.  s 213 - 216
  • Storvik, Geir Olve; Fjørtoft, Roger Sverre & Solberg, Anne H S (2005). A Bayesian approach to classification of multi-scale remote sensing data. IEEE Transactions on Geoscience and Remote Sensing.  ISSN 0196-2892.  43(3), s 539- 547 . doi: 10.1109/TGRS.2004.841395
  • Solberg, Anne H S (2004). Flexible nonlinear contextual classification. Pattern Recognition Letters.  ISSN 0167-8655.  25(13), s 1501- 1508
  • Solberg, Anne H S; Storvik, Geir Olve; Solberg, Rune & Volden, Espen (1999). Automatic detection of oil spills in ERS SAR images. IEEE Transactions on Geoscience and Remote Sensing.  ISSN 0196-2892.  37(4), s 1916- 1924 . doi: 10.1109/36.774704
  • Solberg, Anne H. Schistad (1999). Contextual data fusion applied to forest map revision. IEEE Transactions on Geoscience and Remote Sensing.  ISSN 0196-2892.  37(3), s 1234- 1243
  • Holden, Marit; Solberg, Anne H. Schistad & Solberg, Rune (1998). Wet snow-cover mapping by C- and L-band polarimetric SAR. Ukjent.  s 1533- 1537 Full text in Research Archive
  • Holden, Marit; Solberg, Anne H. Schistad & Solberg, Rune (1998). Wet snow-cover mapping by C- and L-band polarimtric SAR. Ukjent.
  • Volden, Espen; Solberg, Anne H. Schistad & Huseby, Ragnar Bang (1998). Forest classification using spectrometer and SAR data. Ukjent. Full text in Research Archive
  • Aas, Kjersti; Solberg, Anne H. Schistad; Koren, Hans & Solberg, Rune (1997). Semi-automatic revision of forest maps combining spectral, textural, laser altimeter and GIS data. Ukjent.
  • Solberg, Anne H. Schistad & Jain, Anil K. (1997). Texture analysis of SAR images: a comparative study. IEEE Transactions on Geoscience and Remote Sensing.  ISSN 0196-2892.  35(1) Full text in Research Archive
  • Solberg, Anne H. Schistad & Volden, Espen (1997). Incorporation of prior knowledge in automatic classification of oil spills in ERS SAR images. Ukjent.  s 157- 159
  • Aas, Kjersti; Solberg, Anne H. Schistad; Koren, Hans & Solberg, Rune (1996). Semi-automatic revision of forest maps combining spectral, textural, laser altimeter and GIS data. Ukjent.
  • Solberg, Anne H. Schistad (1996). Multisource classification of remotely sensed imagery. Ukjent.
  • Solberg, Anne H. Schistad (1996). Texture fusion and classification based on flexible discriminant analysis. Ukjent.
  • Solberg, Anne H. Schistad & Solberg, Rune (1996). A large-scale evaluation of features for automatic detection of oil spills in ERS SAR images. Ukjent.
  • Solberg, Anne H. Schistad; Taxt, Torfinn & Jain, Anil K. (1996). A Markov random field model for classification of multisource satellite imagery. IEEE Transactions on Geoscience and Remote Sensing.  ISSN 0196-2892. Full text in Research Archive

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  • Solberg, Anne H. Schistad (2006). Data fusion for remote sensing applications, in Signal and Image Processing for Remote Sensing (ed. C. H. Chen). Taylor and Francis Books.  24 s.

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  • Landmark, Knut & Solberg, Anne H Schistad (2015). Reducing scalloping in synthetic aperture radar images using a composite image transform .
  • Salberg, Arnt Børre; Longépé, Nicolas; Hansen, Morten Wergeland; Rudjord, Øystein; Larsen, Siri Øyen; Solberg, Anne H Schistad; Zortea, Maciel & Mouche, Alexis A. (2013). Report SAR analysis and comparisons - EU FP-7 project SeaU, Deliverable 12.1.
  • Berthelot, Angélique; Solberg, Anne H Schistad; Morisbak, Erlend & Gelius, Leiv-J. (2012). 3D segmentation of salt using texture attributes.
  • Salberg, Arnt Børre; Rudjord, Øystein & Solberg, Anne H S (2012). Oil spill detection in compact polarimetry SAR images.
  • Solberg, Anne H Schistad; Gelius, Leiv-J.; Jensen, Are Charles & Heeremans, Michel (2012). Phase attributes by considering local 3D structure orientation.
  • Solberg, Anne H S & Trier, Øivind Thorvald Due (2011). Radarsat-2 oil spill detection. Performance study 2010.
  • Salberg, Arnt-Børre; Solberg, Svein; Solberg, Anne H. Schistad & Lange, Holger (2009). Leaf Area Index Estimation from Land Cover Classification Based on Hyperspectral Data.
  • Solberg, Anne H. Schistad & Trier, Øivind Thorvald Due (2009). SatHavOlje. Improvements during the 2008 project.
  • Huseby, Ragnar Bang & Solberg, Anne H. Schistad (2008). Statistical analysis of oil spill data.
  • Solberg, Anne H. Schistad (2008). Confidence Estimation - Report for SatHav Olje. Full text in Research Archive
  • Jensen, Are Fritz Charles; Berge, Asbjørn & Solberg, Anne H S (2007). Regression Approaches to Small Sample Inverse Covariance Matrix Estimation for Hyperspectral Image Classification.
  • Berge, Asbjørn & Solberg, Anne H S (2006). Sparse covariance estimates for hyperspectral image classification using the Cholesky decomposition.
  • Brekke, Camilla & Solberg, Anne H S (2006). Classification Methods for Oil Spill Detection in ENVISAT ASAR Images.
  • Brekke, Camilla & Solberg, Anne H. Schistad (2006). Classification methods for oil spill detection by SAR imaging.
  • Solberg, Anne H S (2006, 12. desember). Effektiv varsling av oljesøl.  Havneavisen.
  • Solberg, Anne H S & Brekke, Camilla (2006, 04. desember). Automatisk varsling av oljesøl.  Apollon.
  • Brekke, Camilla & Solberg, Anne H S (2005). Feature extraction for oil spill detection based on SAR images.
  • Jensen, Tine; Solberg, Anne & Ulvik, Oddbjørg Skjær (2005). Doing research with children in vulnerable situations: Methodological and ethical challenges.
  • Solberg, Anne H S (2005). Automatic oil spill detection based on ENVISAT, RADARSAT and ERS images.
  • Berge, Asbjørn & Solberg, Anne H S (2004). A Comparison of Methods for Improving Classification of Hyperspectral Data.
  • Berge, Asbjørn & Solberg, Anne H S (2004). Robust Classification of Hyperspectral Data.
  • Solberg, Anne H S (2004). Automatic detection of oil spills in ERS, Radarsat and Envisat images.
  • Solberg, Anne H S (2004). Oljesøldeteksjon.
  • Solberg, Anne H S; Brekke, Camilla; Solberg, Rune & Husøy, Per Ove (2004). Algorithms for oil spill detection in Radarsat and ENVISAT SAR images.
  • Solberg, Anne H S; Dokken, Sverre Thune & Solberg, Rune (2003). Automatic detection of oil spills in ENVISAT, Radarsat and ERS SAR images. Full text in Research Archive
  • Solberg, Anne H S & Storvik, Geir Olve (2003). Joint distributions for multitemporal series of radar images.
  • Storvik, Geir Olve; Fjørtoft, Roger & Solberg, Anne H S (2003). Parameter estimation and classification of multi-scale remote sensing data.
  • Storvik, Geir Olve; Fjørtoft, Roger Sverre & Solberg, Anne H S (2003). Parameter estimation and classification of multi-scale remote sensing data. Full text in Research Archive
  • Storvik, Geir Olve; Fjørtoft, Roger & Solberg, Anne H S (2002). Integration of multisource image data at different resolutions and time points. A mathematical framework for EOtools. Full text in Research Archive
  • Fjørtoft, Roger Sverre; Solberg, Anne H S & Storvik, Geir Olve (2002). A new approach to statistical multisensor image classification.
  • Solberg, Anne H S (2002). Flexible non-linear contextual classification.
  • Solberg, Anne H S (2002). Miljøovervåkning av havet - hvordan kan datamaskinen se oljesøl?.
  • Solberg, Anne H S; Storvik, Geir Olve & Fjørtoft, Roger Sverre (2002). A Comparison of Criteria for Decision Fusion and Parameter Estimation in Statistical Multisensor Image Classification.
  • Amlien, Jostein & Solberg, Anne H. Schistad (2001). Methods for retrieval of forest parameters from satellite remote sensing. Full text in Research Archive
  • Solberg, Anne H S (2001). Nonlinear contextual classification - a comparative study.
  • Eikvil, Line; Holden, Marit & Solberg, Anne H. Schistad (1999). Seismic Attribute Analysis, Part IV.
  • Solberg, Anne H. Schistad & Solberg, Rune (1999). SAR interferometry - A survey. Full text in Research Archive
  • Holden, Marit; Solberg, Anne H. Schistad & Solberg, Rune (1998). Snow mapping by multifrequency polarimetric SAR - An investigation of EMISAR data from the EMAC'95 snow campaign in Norway.
  • Solberg, Anne H. Schistad; Holden, Marit; Storvik, Geir; Teigland, André & Møller-Holst, Johan (1998). Seismic image analysis: 3D texture attributes and classification - part III.
  • Volden, Espen; Solberg, Anne H. Schistad; Huseby, Ragnar Bang & Solberg, Rune (1998). Forest mapping my airborne remote sensing techniques.
  • Holden, Marit; Solberg, Anne H. Schistad; Storvik, Geir; Teigland, André; Møller-Holst, Johan & Berge, Anker M. (1997). Seismic image analysis: 3D texture attributes and classification - part II.
  • Solberg, Anne H S; Storvik, Geir Olve; Teigland, André; Møller-Holst, Johan; Berge, Anker M. & Abrahamsen, Petter (1997). Seismic image analysis: A pilot study for investigating the relevance of using image analysis techniques on seismic data.
  • Solberg, Anne H. Schistad; Volden, Espen & Storvik, Geir (1997). Slick signature screening: Algorithm improvement.
  • Aas, Kjersti; Solberg, Anne H. Schistad; Koren, Hans & Solberg, Rune (1996). Semi-automatic revision of forest maps combining spectral, texture, laser altimeter and GIS data.
  • Solberg, Anne H. Schistad (1996, 21. januar). Tolkning av satellittbilder (i \Verdt å vite\")". [Radio].
  • Solberg, Anne H. Schistad & Solberg, Rune (1996). Algorithms for semi-automatic detection of oil spills in ERS SAR imagery.
  • Solberg, Rune & Solberg, Anne H. Schistad (1996). ENVISYS user requirements.

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Published Nov. 4, 2010 2:18 PM - Last modified June 7, 2016 7:59 AM