ESR & ER
Yuliya Tarabalka
Land of origin: Ukraine

Curriculum vitae

Personal page: link to the personal page

Appointment path:
  • 6 July 2007 - 5 January 2008: Norwegian Defence Research Establishment (FFI), Norway
  • 6 January 2008 - 5 January 2010: University of Iceland (UoI), Iceland
  • 6 January 2010 - 5 July 2010: Institut National polytechnique de Grenoble (INPG), France
Research title:
Spectro-spatial classification in hyperspectral imagery

Supervisors:
  • Dr. Torbjorn Skauli (FFI)
  • Prof.dr. Jon Atli Benediktsson (UoI)
  • Prof.dr. Jocelyn Chanussot (INPG)
Career development plan: Realised training components:
  • First European School on Hyperspectral Imaging, Cáceres, Spain, 29-31 October 2007 (1.0 ECTS)
  • Pattern Recognition course, University of Oslo, Norway, Fall 2007 (10.0 ECTS)
  • Digital Image Processing course, UoI, Spring 2008 (6.0 ECTS)
  • Introduction to Research Studies and the Scientific Community course, UoI, Spring 2008 (4.0 ECTS)
  • Icelandic Language course, UoI, Spring 2008 (10.0 ECTS)
  • International Summer School "Very High Resolution Remote Sensing", Grenoble, France, 8-12 September 2008 (28 hours of lectures + 6 hours of lab sessions)
  • Second HYPER-I-NET Summer School on Earth Science and Applications using Imaging Spectroscopy, Wageningen, the Netherlands, 15-19 September 2008 (1.5 ECTS)
  • Completed HYPER-I-NET E-Learning courses: High performance computing for hyperspectral imaging (University of Extremadura, Spain, 2 hours), Hyperspectral camera technology (FFI, Norway, 2 hours)
  • Spanish course, Grenoble Institute of Technology (INPG), France, Fall 2008-Spring 2009 (30h)
  • Project Management, Grenoble Institute of Technology (INPG), France, Spring 2009 (20h)
  • Operational Research, Grenoble Institute of Technology (INPG), France, Spring 2009 (16h)
  • Third HYPER-I-NET Summer School, Pavia, Italy, 8-11 September 2009 (18h of lectures + 7h of practical exercises)
Realised publications:
  • Y. Tarabalka, T. V. Haavardsholm, I. Kåsen, and T. Skauli, "Real-time anomaly detection in hyperspectral images using multivariate normal mixture models and GPU processing," Journal of Real-Time Image Processing, vol. 4, no. 3, Aug. 2009, pp. 287-300
  • Y. Tarabalka, J. Chanussot, J. A. Benediktsson, J. Angulo, and M. Fauvel, "Segmentation and classification of hyperspectral data using watershed," in Proc. of IGARSS '08, Boston, USA, 2008
  • Y. Tarabalka, T. V. Haavardsholm, I. Kåsen, and T. Skauli, "Parallel processing for normal mixture models of hyperspectral data using a graphics processor," in Proc. of IGARSS, Boston, USA, 2008
  • T. Skauli, I. Kåsen, T. Haavardsholm, A. Kavara, Y. Tarabalka, and Ø. Farsund, "Status of the norwegian hyperspectral technology demonstrator," in Proc. of NATO SET-130 "NATO Military sensing symposium", Orlando, Florida, USA, 2008, pp. F5–1–F5–6
  • J. Chanussot, J. A. Benediktsson, M. Fauvel, Y. Tarabalka, “Spectral-spatial analysis in hyperspectral remote sensing: from morphological profiles to classified segmentation,” in Proc of SPIE, Vol. 7477, 2009
  • Y. Tarabalka, J. Chanussot, J. A. Benediktsson, "Classification of hyperspectral images using automatic marker selection and Minimum Spanning Forest," in Proc. of IEEE WHISPERS'09, Grenoble, France, 2009
  • Y. Tarabalka, J. Chanussot, J. A. Benediktsson, "Classification based marker selection for watershed transform of hyperspectral images," in Proc. of IGARSS ’09, Cape Town, South Africa, 2009
  • Y. Tarabalka, J. A. Benediktsson, and J. Chanussot, "Spectral-spatial classification of hyperspectral imagery based on partitional clustering techniques," IEEE Trans. Geos. and Remote Sens., vol. 47, no. 8, pp. 2973–2987, Aug. 2009
  • Y. Tarabalka, J. A. Benediktsson, and J. Chanussot, "Classification of hyperspectral data using Support Vector Machines and adaptive neighborhoods," in Proc. of the 6th EARSeL SIG IS workshop, Tel Aviv, Israel, 2009
  • Y. Tarabalka, M. Fauvel, J. Chanussot, J. A. Benediktsson, "SVM andMRF-based method for accurate classification of hyperspectral images," IEEE Geoscience and Remote Sensing Letters, 2010, DOI 10.1109/LGRS.2010.2047711
  • Y. Tarabalka, J. Chanussot, and J. A. Benediktsson, "Segmentation and classification of hyperspectral images using Minimum Spanning Forest grown from automatically selected markers," IEEE Trans. on Systems, Man, and Cybernetics, Part B: Cybernetics, 2010, DOI 10.1109/TSMCB.2009.2037132
  • Y. Tarabalka, J. Chanussot, and J. A. Benediktsson, "Segmentation and classification of hyperspectral images using watershed transformation," Pattern Recognition, vol. 43, no. 7, pp. 2367-2379, July 2010
  • Y. Tarabalka, J. Chanussot, and J. A. Benediktsson, "Spectral-spatial classification of hyperspectral images using segmentation-derived adaptive neighborhoods," Multivariate Image Processing (edited by C. Collet, J. Chanussot, and K. Chendi), John Wiley & Sons, 2009, pp. 341-374
  • Y. Tarabalka, J. A. Benediktsson, J. Chanussot and J. C. Tilton, "A multiple classifier approach for spectral-spatial classification of hyperspectral data," in Proc. of IGARSS10, Honolulu, Hawaii, USA, 2010
Realised technical documents:
  • K. Bakos, Y. Tarabalka, A. Villa, P. Marpu, P.Gamba, A.J. Plaza, J. Chanussot, J.M. Bioucas-Dias, J.A. Benediktsson, 2010. Processing chain optimization report. Hyper-i-net technical report D4.3, 72 pp.
Contact Address:
Yuliya Tarabalka
University of Iceland
Faculty of Engineering
Hjardarhagi 2 - 6
Reykjavik
107 Iceland
Tel: +354 844 73 06
e-mail: yuliya.tarabalka AT hyperinet.eu
web page: www3.hi.is