Anne H S Solberg
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/index.xml
http://www.uio.no/studier/emner/matnat/ifi/INF-GEO4310/
Publications
- 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 = Lecture notes in artificial intelligence. 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 & Husoy, PO (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 = Lecture notes in artificial intelligence. 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, C & Solberg, Anne H S (2005). Feature extraction for oil spill detection based on SAR images. Lecture Notes in Computer Science = Lecture notes in artificial intelligence. ISSN 0302-9743. 3540
- 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
- Storvik, Geir Olve; Fjørtoft, Roger & 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
- Storvik, Geir Olve; Fjørtoft, Roger & Solberg, Anne H S (2005). A Bayesian approach to classification of multiresolution remote sensing data. IEEE Transactions on Geoscience and Remote Sensing. ISSN 0196-2892. 43
- 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 S & Trier, Øivind Thorvald Due (2011). Radarsat-2 oil spill detection. Performance study 2010..
- 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.
- 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.
- Aurdal, Lars & Solberg, Anne H S (2005). Alignment of growth seasons from satellite data.
- Aurdal, Lars & Solberg, Anne H S (2005). Use of Hidden Markov models and phenology for multitemporal image classification: Application to mountain vegetation classification.
- Brekke, Camilla & Solberg, Anne H S (2005). Feature extraction for oil spill detection based on SAR images.
- 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 (2003). Automatic detection of oil spills in ENVISAT, Radarsat and ERS SAR images.
- 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 & Solberg, Anne H S (2003). Parameter estimation and classification of multi-scale remote sensing data.
- Fjørtoft, Roger; 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 (2002). A Comparison of Criteria for Decision Fusion and Parameter Estimation in Statistical Multisensor Image Classification.
- 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.
- Solberg, Anne H S (2001). Nonlinear contextual classification - a comparative study.
- Solberg, Anne H S; Storvik, Geir Olve; Teigland, André; Møller-Holst, Johan & Berge, Anker M. (1997). Seismic image analysis: A pilot study for investigating the relevance of using image analysis techniques on seismic data.
- Solberg, Anne H S; Bosnes, Vidar & Storvik, Geir Olve (1995). Tissue classification in MR images based on a mixed pixel model.
- Storvik, Geir Olve; Bølviken, Erik & Solberg, Anne H S (1994). Hidden Markov Chains for recognition of structures in time series.
- Bosnes, Vidar; Solberg, Anne H S & Storvik, Geir Olve (1993). Classification of mixed pixels.