Research Outputs Begum Demir


  • B. Demir, L. Minello, L. Bruzzone, "An Effective Strategy to Reduce the Labeling Cost in the Definition of Training Sets by Active Learning" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 5, (In press) - see details
  • B. Demir, L. Minello, L. Bruzzone, "Definition of Effective Training Sets for Supervised Classification of Remote Sensing Images by a Novel Cost-Sensitive Active Learning Method" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 51, (In press) - see details
  • B. Demir, F. Bovolo, L. Bruzzone, , "Updating Land-Cover Maps by Classification of Image Time Series: A Novel Change-Detection-Driven Transfer Learning Approach" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 2013/51, (2013), p. 300-312. - DOI: 10.1109/TGRS.2012.2195727 - see details
  • B. Demir, L. Minello, L. Bruzzone, "A Cost-Sensitive Active Learning Technique for the Definition of Effective Training Sets for Supervised Classifiers" in IEEE Internatioal Geoscience and Remote Sensing Symposium, USA: IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 2012. - ISBN: 9781467311595. Proceedings of: IGARSS , Munich, Germany, 23-27 July 2012 - see details
  • B. Demir, L. Minello, L. Bruzzone, "A Genetic Algorithm Based Cost-Sensitive Active Learning Technique for Classification of Remote Sensing Images" in Tyrrhenian Workshop 2012 on Advances in Radar and Remote Sensing, USA: IEEE, 2012, p. 153-158. - ISBN: 9781467324434. Proceedings of: Tyrrhenian , Napoli, Italy, 12-14 September. - DOI: 10.1109/TyWRRS.2012.6381121 - see details
  • B. Demir, L. Bruzzone, "A Novel Active Learning Method for Support Vector Regression to Estimate Biophysical Parameters from Remotely Sensed Images" in SPIE Conference on Image and Signal Processing for Remote Sensing XVII, Edinburgh, U.K.: IEEE, 2012. Proceedings of: SPIE, Edinburgh, United Kingdom, 24-27 September 2012. - DOI: 10.1117/12.979666 - see details
  • B. Demir, F. Bovolo, L. Bruzzone, "A Novel System for Classification of Image Time Series with Limited Ground Reference Data" in IEEE Internatioal Geoscience and Remote Sensing Symposium, USA: IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC , 2012, p. 158-161. - ISBN: 9781467311588. Proceedings of: IGARSS, Munich, Germany, 23-27 July 2012. - DOI: 10.1109/IGARSS.2012.6351613 - see details
  • L. Bruzzone, C. Persello, B. Demir, "Active Learning Methods in Classification of Remote Sensing Images" in C.H. Chen (edited by), Signal and Image Processing for Remote Sensing, Stati Uniti d'America: CRC Press, 2012, p. 303-323. - ISBN: 9781439855966 - see details
  • B. Demir, F. Bovolo, L. Bruzzone, "Detection of Land-Cover Transitions in Multitemporal Remote Sensing Images with Active Learning Based Compound Classification" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 50, n. 5 (2012), p. 1930-1941. - DOI: 10.1109/TGRS.2011.2168534 - see details
  • B. Demir, F. Bovolo, L. Bruzzone, "Low-cost updating of land-cover maps by classifiying multitemporal remote sensing images" in 20th Signal Processing and Communications Applications Conference (SIU), USA: IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS , 2012, p. 1-4. - ISBN: 9781467300551. Proceedings of: SIU2012, Fethiye, Mugla, Turkey, 18-20 April 2012. - DOI: 10.1109/SIU.2012.6204814 - see details
  • B. Demir, F. Bovolo, L. Bruzzone, "A change-detection-driven approach to active transfer learning for classification of image time series" in SPIE Conference on Image and Signal Processing for Remote Sensing XVI, Stati Uniti d'America: Bellingham, WA: SPIE, 2011, p. 1-11. Proceedings of: SPIE 2011, Prague, Czech Republic, 19-22 September 2011. - DOI: 10.1117/12.898595 - see details
  • B. Demir, F. Bovolo, L. Bruzzone, , "Active-Learning Based Cascade Classification of Multitemporal Images for Updating Land-Cover Maps" in IEEE Sixth International Workshop on the Analysis of Multi-Temporal Remote Sensing Images, Stati Uniti d'America: IEEE, 2011, p. 57-60. - ISBN: 9781457712029. Proceedings of: Multi-Temp 2011, Trento, Italy, 12-14 July 2011. - DOI: 10.1109/Multi-Temp.2011.6005047 - see details
  • B. Demir, C. Persello, L. Bruzzone, "Batch Mode Active Learning Methods for the Interactive Classification of Remote Sensing Images" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 49, n. 3 (2011), p. 1014-1031. - DOI: 10.1109/TGRS.2010.2072929 - see details
  • B. Demir, F. Bovolo, L. Bruzzone, , "Çok Zamanlı Görüntülerde Arazi-Örtüsü Değişimlerinin Birleşik Entropi Temelli Bir Aktif-Öğrenme Yöntemi ile Algılanması (Detection of Land-Cover Transitions in Multitemporal Images with a Joint Entropy Based Active-Learning Method)" in 2011 IEEE 19th Signal Processing and Communications Applications Conference (SIU 2011), Stati Uniti d'America: IEEE, 2011, p. 1113-1116. - ISBN: 9781457704635. Proceedings of: SIU 2011, Antalya, Turkey, 20-22 April 2011 - see details
  • B. Demir, F. Bovolo, L. Bruzzone, "Detection of Land-Cover Transitions in Multitemporal Images with Active-Learning Based Compound Classification" in IEEE 2011 Int. Geoscience and Remote Sensing Symposium, USA: IEEE , 2011, p. 225-228. - ISBN: 9781457710056. Proceedings of: IGARSS '11, Vancouver, Canada, 25-30 July 2011. - DOI: 10.1109/IGARSS.2011.6048933 - see details
  • B. Demir, S. Ertürk, M. K. Güllü, "Hyperspectral image classification using denoising of intrinsic mode functions" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 8, n. 2 (2011), p. 220-224 - see details
  • B. Demir, S. Ertürk, "Empirical mode decomposition of hyperspectral images for support vector machine classification" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 48, n. 11 (2010), p. 4071-4084. - DOI: 10.1109/TGRS.2010.2070510 - see details
  • B. Demir, A. Çelebi, S. Ertürk, "A Low-Complexity Approach for Color Display of Hyperspectral Remote-Sensing Images Using One-Bit Transform Based Band Selection" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 47, n. 1 (2009), p. 97-105 - see details
  • B. Demir, S. Ertürk, "Clustering based Extraction of Border Training Patterns for Accurate SVM Classification of Hyperspectral Images" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 6, n. 4 (2009), p. 840-844 - see details
  • Y. Yapıcı, B. Demir, S. Ertürk, O. Urhan, "Down-sampling Based Multiple Description Image Coding using Optimal Filtering" in JOURNAL OF ELECTRONIC IMAGING, v. 17, n. 3 (2008) - see details
  • B. Demir, S. Ertürk, "Phase Correlation based Redundancy Removal in Feature Weighting Band Selection for Hyperspectral Images" in INTERNATIONAL JOURNAL OF REMOTE SENSING, v. 29, n. i.e.:6 (2008), p. 1801-1807. - DOI: 10.1080/01431160701802471 - see details
  • B. Demir, S. Ertürk, "Proved Classification and Segmentation of Hyperspectral Images Using Spectral Warping" in INTERNATIONAL JOURNAL OF REMOTE SENSING, v. 29, n. i.e: 12 (2008), p. 3657-3663. - DOI: 10.1080/01431160802007616 - see details
  • B. Demir, S. Ertürk, "Block Motion Estimation Using Adaptive Modified Two-Bit Transform " in IET IMAGE PROCESSING, v. 1, n. 2 (2007), p. 215-222 - see details
  • B. Demir, S. Ertürk, "Hyperspectral Image Classification Using Relevance Vector Machines" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 4, n. 4 (2007), p. 586-590 - see details