Müjdat Çetin's Publications

    Book Chapters

  1. "Machine Learning Systems for Detecting Driver Drowsiness," Esra Vural, Müjdat Çetin, Aytül Erçil, Gwen Littlewort, Marian Bartlett, and Javier Movellan, in In-Vehicle Corpus and Signal Processing for Driver Behavior, K. Takeda, J.H.L. Hansen, H. Erdogan, and H. Abut (eds.), Springer, to appear.
  2. "Graphical Models and Fusion in Sensor Networks," Müjdat Çetin, Lei Chen, John W. Fisher III, Alexander T. Ihler, O. Patrick Kreidl, Randolph L. Moses, Martin J. Wainwright, Jason L. Williams, and Alan S. Willsky, in Wireless Sensor Networks: Signal Processing and Communications Perspectives, A. Swami, Q. Zhao, Y.-W. Hong, and L. Tong (eds.), John Wiley and Sons, pp. 215-249, December 2007.

    3. Journal Papers

  3. "Sparse Signal Representation in Structured Overcomplete Dictionaries with Application to Synthetic Aperture Radar," Kush R. Varshney, Müjdat Çetin, John W. Fisher III, and Alan S. Willsky, IEEE Trans. Signal Processing, to appear.
  4. "Nonparametric Shape Priors for Active Contour-based Image Segmentation," Junmo Kim, Müjdat Çetin, and Alan S. Willsky, Signal Processing, vol. 87, no. 12, pp. 3021-3044, December 2007.
  5. "Distributed Fusion in Sensor Networks: A Graphical Models Perspective," Müjdat Çetin, Lei Chen, John W. Fisher III, Alexander T. Ihler, Randolph L. Moses, Martin J. Wainwright, and Alan S. Willsky, IEEE Signal Processing Magazine, vol. 23, no. 4, pp. 42-55, July 2006.
  6. "Data Association based on Optimization in Graphical Models with Application to Sensor Networks," Lei Chen, Martin Wainwright, Müjdat Çetin, and Alan S. Willsky, Mathematical and Computer Modelling, Special Issue on Optimization and Control for Military Applications, vol. 43, nos. 9-10, pp. 1114-1135, May 2006.
  7. "Variational Approaches on Discontinuity Localization and Field Estimation in Sea Surface Temperature and Soil Moisture Interpolations," Walter Sun, Müjdat Çetin, W. Carlisle Thacker, T. Mike Chin, and Alan S. Willsky, IEEE Trans. Geoscience and Remote Sensing, vol. 44, no. 2, pp. 336-350, February 2006.
  8. "A Feature-Preserving Regularization Method for Complex-valued Inverse Problems with Application to Coherent Imaging," Müjdat Çetin, W. Clem Karl, and Alan S. Willsky, Optical Engineering, vol. 54, no. 1, 017003, January 2006.
  9. "A Nonparametric Statistical Method for Image Segmentation using Information Theory and Curve Evolution," Junmo Kim, John W. Fisher III, Anthony Yezzi, Jr., Müjdat Çetin, and Alan S. Willsky, IEEE Trans. Image Processing, vol. 14, no. 10, pp. 1486-1502, October 2005.
  10. "A Sparse Signal Reconstruction Perspective for Source Localization with Sensor Arrays," Dmitry M. Malioutov, Müjdat Çetin, and Alan S. Willsky, IEEE Trans. Signal Processing, vol. 53, no. 8, pp. 3010-3022, August 2005.
  11. "Region-Enhanced Passive Radar Imaging," Müjdat Çetin and Aaron Lanterman, IEE Proceedings Radar, Sonar & Navigation, Special Issue on Passive Radar Systems, vol. 152, no. 3, pp. 185-194, June 2005..
  12. "Feature Enhancement and ATR Performance using Non-Quadratic Optimization-based SAR Imaging," Müjdat Çetin, W. Clem Karl, and David A. Castañon, IEEE Trans. Aerospace and Electronic Systems, vol. 39, no. 4, pp. 1375-1395, October 2003.
  13. "Feature-enhanced synthetic aperture radar image formation based on nonquadratic regularization," Müjdat Çetin and W. Clem Karl, IEEE Trans. Image Processing, vol. 10, no. 4, pp. 623-631, April 2001.
  14. "Balancing and attitude control of double and triple inverted pendulums," G. A. Medrano-Cerda, E. E. Eldukhri, and M. Çetin, Transactions of the Institute of Measurement and Control, vol. 17, no. 3, pp. 143-154, 1995.

    15. Conference Papers

  15. "Segmentation of the Evolving Left Ventricle by Learning the Dynamics," Walter Sun, Müjdat Çetin, Ray Chan, and Alan S. Willsky, IEEE International Symposium on Biomedical Imaging, Paris, France, May 2008.
  16. "Coupled Nonparametric Shape Priors for Segmentation of Multiple Basal Ganglia Structures," Gokhan Uzunbas, Müjdat Çetin, Gozde Unal, and Aytül Erçil, IEEE International Symposium on Biomedical Imaging, Paris, France, May 2008.
  17. "Ileri Sentetik Aciklikli Radar Goruntuleme Algoritmalarinda Parametre Secimi (Hyper-parameter Selection in Advanced Synthetic Aperture Radar Imaging Algorithms)," Ozge Batu and Müjdat Çetin, IEEE Conference on Signal Processing and Communications Applications, Aydin, Turkey, April 2008 (in Turkish).
  18. Akustik Algilayici Aglarinda Carpan Cizgeleri Kullanarak Hedef Konumlandirma (Target Localization in Acoustic Sensor Networks Using Factor Graphs)," Murat Uney and Müjdat Çetin, IEEE Conference on Signal Processing and Communications Applications, Aydin, Turkey, April 2008 (in Turkish).
  19. "Bilgisayarli Goru Yontemleriyle Surucude Uykululugun Sezimi (Detecting Driver Drowsiness Using Computer Vision Techniques)," Esra Vural, Müjdat Çetin, Aytül Erçil, Gwen Littlewort, Marian Bartlett, and Javier Movellan, IEEE Conference on Signal Processing and Communications Applications, Aydin, Turkey, April 2008 (in Turkish).
  20. "Olcekten Bagimsiz Oznitelik Donusumu Kullanarak Stereo Kamera ile Uc Boyutlu Kafa Takibi (Stereo-based 3D Head Pose Tracking using the Scale Invariant Feature Transform)," Batu Akan, Müjdat Çetin, and Aytül Erçil, IEEE Conference on Signal Processing and Communications Applications, Aydin, Turkey, April 2008 (in Turkish).
  21. "Coklu Beyin Yapilarinin Baglasik, Parametrik Olmayan Sekil Onbilgisi Kullanilarak Bolutlenmesi (Segmentation of Multiple Brain Structures Using Coupled Nonparametric Shape Priors)," Gokhan Uzunbas, Müjdat Çetin, Gozde Unal, and Aytül Erçil, IEEE Conference on Signal Processing and Communications Applications, Aydin, Turkey, April 2008 (in Turkish).
  22. "Joint space aspect reconstruction of wide-angle SAR exploiting sparsity," Ivana Stojanovic, Müjdat Çetin, and W. Clem Karl, SPIE Defense and Security Symposium, Algorithms for Synthetic Aperture Radar Imagery XV, E. G. Zelnio and F. D. Garber, Eds., Orlando, Florida, March 2008.
  23. "Hyper-parameter Selection in Non-quadratic Regularization-based Radar Image Formation," Ozge Batu and Müjdat Çetin, SPIE Defense and Security Symposium, Algorithms for Synthetic Aperture Radar Imagery XV, E. G. Zelnio and F. D. Garber, Eds., Orlando, Florida, March 2008.
  24. "Drowsy Driver Detection Through Facial Movement Analysis," Esra Vural, Müjdat Çetin, Aytül Erçil, Gwen Littlewort, Marian Bartlett, and Javier Movellan, IEEE International Conference on Computer Vision, Human Computer Interaction Workshop, Rio de Janeiro, Brazil, October 2007.
  25. "Graphical Model-based Approaches to Target Tracking in Sensor Networks: An Overview of Some Recent Work and Challenges," Murat Uney and Müjdat Çetin, IEEE International Symposium on Image and Signal Processing and Analysis, Istanbul, Turkey, September 2007.
  26. "A Robust Facial Feature Point Tracker using Graphical Models," Serhan Cosar, Müjdat Çetin, and Aytül Erçil, IEEE International Symposium on Image and Signal Processing and Analysis, Istanbul, Turkey, September 2007.
  27. "Shape and Data-Driven Texture Segmentation using Local Binary Patterns," Erkin Tekeli, Müjdat Çetin, and Aytül Erçil, EURASIP European Signal Processing Conference, Poznan, Poland, September 2007.
  28. "Robustness of Local Binary Patterns in Brain MR Image Analysis, Devrim Unay, Ahmet Ekin, Müjdat Çetin, Ragu Jasinschi, and Aytül Erçil, International Conference of the IEEE Engineering in Medicine and Biology Society, Lyon, France, August 2007.
  29. "Graphical Model based Facial Feature Point Tracking in a Vehicle Environment," Serhan Cosar, Müjdat Çetin, and Aytül Erçil, Biennial on DSP for in-Vehicle and Mobile Systems, Istanbul, Turkey, June 2007.
  30. "Machine Learning Systems for Detecting Driver Drowsiness," Esra Vural, Müjdat Çetin, Aytül Erçil, Gwen Littlewort, Marian Bartlett, and Javier Movellan, Biennial on DSP for in-Vehicle and Mobile Systems, Istanbul, Turkey, June 2007.
  31. "3D Head Tracking using Normal Flow Constraints in a Vehicle Environment," Batu Akan, Müjdat Çetin, and Aytül Erçil, Biennial on DSP for in-Vehicle and Mobile Systems, Istanbul, Turkey, June 2007.
  32. "Genis Acili Radarda Goruntu Olusturma ve Yonbagimlilik Tespiti icin Seyrek Sinyal Temsiline Dayali bir Yaklasim (A Sparse Signal Representation-based Approach to Image Formation and Anisotropy Determination in Wide-Angle Radar)," Kush R. Varshney, Müjdat Çetin, John W. Fisher III, and Alan S. Willsky, IEEE Conference on Signal Processing and Communications Applications, Eskisehir, Turkey, June 2007 (in Turkish).
  33. "Karesel Olmayan Duzenlilestirmeyle Goruntu Bulanikliginin Giderilmesi: Ozisler Parametre Secimi ve Oznitelik Degerlendirmesi (Non-quadratic Regularization Based Image Deblurring: Automatic Parameter Selection and Feature Based Evaluation)," Ozge Batu and Müjdat Çetin, IEEE Conference on Signal Processing and Communications Applications, Eskisehir, Turkey, June 2007 (in Turkish).
  34. "Grafiksel Model Yardimiyla Goz Oznitelik Noktalarinin Takibi (Eye Feature Point Tracking by Using Graphical Models)," Serhan Cosar and Müjdat Çetin, IEEE Conference on Signal Processing and Communications Applications, Eskisehir, Turkey, June 2007 (in Turkish).
  35. "EEG Tabanli Beyin-Bilgisayar Arayuzu Sistemlerinde Siniflandirmayi Etkileyen Faktorler (Factors that Affect Classification Performance in EEG based Brain-Computer Interfaces)," Ali Ozgur Argunsah, Ali Baran Curuklu, Müjdat Çetin, and Aytül Erçil, IEEE Conference on Signal Processing and Communications Applications, Eskisehir, Turkey, June 2007 (in Turkish).
  36. "Yerel Ikili Oruntu ve Onsel Sekil Bilgisi Tabanli Bir Desen Bolutleme Metodu (A Local Binary Patterns and Shape Priors based Texture Segmentation Method)," Erkin Tekeli, Müjdat Çetin, and Aytül Erçil, IEEE Conference on Signal Processing and Communications Applications , Eskisehir, Turkey, June 2007 (in Turkish).
  37. "`A Novel Feature Extraction Method for Improving P300-Speller Performance," Ali Ozgur Argunsah, Ali Baran Curuklu, Müjdat Çetin, and Aytül Erçil, Applied Neuroscience for Healthy Brain Function Scientific Meeting, Nijmegen, The Netherlands, May 2007.
  38. Machine Learning Systems for Detecting Driver Drowsiness," Esra Vural, Müjdat Çetin, Aytül Erçil, Marian Bartlett, and Javier Movellan, Workshop for Women in Machine Learning, San Diego, California, USA, October 2006.
  39. "Wide-Angle SAR Image Formation with Migratory Scattering Centers and Regularization in Hough Space," Kush R. Varshney, Müjdat Çetin, John W. Fisher III, and Alan S. Willsky, Adaptive Sensor Array Processing Workshop, Lexington, Massachusetts, June 2006.
  40. "Sparsity-Driven Sparse-Aperture Ultrasound Imaging," Müjdat Çetin, Emmanuel Bossy, Robin Cleveland, and W. Clem Karl, IEEE International Conference on Acoustics, Speech, and Signal Processing, Toulouse, France, May 2006.
  41. "Joint Image Formation and Anisotropy Characterization in Wide-Angle SAR," Kush R. Varshney, Müjdat Çetin, John W. Fisher III, and Alan S. Willsky, SPIE Defense and Security Symposium, Algorithms for Synthetic Aperture Radar Imagery XIII, E. G. Zelnio and F. D. Garber, Eds., Orlando, Florida, April 2006.
  42. "SIklIk BandI Eksiklikleri olan Genis Acili Verilerden Sentetik Aciklikli Radar ile Goruntuleme (Synthetic Aperture Radar Imaging from Wide-Angle Data with Frequency-Band Omissions)," Müjdat Çetin and Randolph L. Moses, IEEE Conference on Signal Processing and Communications Applications, Antalya, Turkey, April 2006 (in Turkish).
  43. "Mikroskopik Goruntuler icin Ickin Goruntu Hesaplamasi ve Goruntu Bulanikliginin Giderilmesi (Intrinsic Image Estimation and Image Deblurring for Microscopic Images)," Eray Dogan and Müjdat Çetin, IEEE Conference on Signal Processing and Communications Applications, Antalya, Turkey, April 2006 (in Turkish).
  44. "A Fast Algorithm for Vision-based Hand Gesture Recognition for Robot Control ," Asanterabi Malima, Erol Ozgur, and Müjdat Çetin, IEEE Conference on Signal Processing and Communications Applications, Antalya, Turkey, April 2006.
  45. "Nonparametric Shape Priors for Active Contour-based Image Segmentation," Junmo Kim, Müjdat Çetin, and Alan S. Willsky, EURASIP European Signal Processing Conference (EUSIPCO), Antalya, Turkey, September 2005.
  46. "Distributed Data Association for Multi-Target Tracking in Sensor Networks," Lei Chen, Müjdat Çetin, and Alan S. Willsky, International Conference on Information Fusion, Philadelphia, Pennsylvania, July 2005. (Best Student Paper Award)
  47. "Segmenting and Tracking the Left Ventricle by Learning the Dynamics in Cardiac Images," Walter Sun, Müjdat Çetin, Ray Chan, Vivek Reddy, Fred Holmvang, Venkat Chandar, and Alan S. Willsky, Information Processing in Medical Imaging, Glenwood Springs, Colorado, July 2005.
  48. "Graphical Model-Based Algorithms for Data Association in Distributed Sensing," Lei Chen, Müjdat Çetin, and Alan S. Willsky, Adaptive Sensor Array Processing Workshop, Lexington, Massachusetts, June 2005.
  49. "Collaborative Distributed Inference with Minimal Online Communication," O. Patrick Kreidl, Müjdat Çetin, and Alan S. Willsky, The Learning Workshop, Snowbird, Utah, April 2005.
  50. "SAR imaging from partial-aperture data with frequency-band omissions," Müjdat Çetin and Randy L. Moses, SPIE Defense and Security Symposium, Algorithms for Synthetic Aperture Radar Imagery XII, E. G. Zelnio and F. D. Garber, Eds., Orlando, Florida, March-April 2005.
  51. "Homotopy Continuation for Sparse Signal Representation," Dmitry M. Malioutov, Müjdat Çetin, and Alan S. Willsky, IEEE International Conference on Acoustics, Speech, and Signal Processing, Philadelphia, Pennsylvania, March 2005.
  52. "Semi-Blind Sparse Channel Estimation with Constant Modulus Symbols," Müjdat Çetin and Brian M. Sadler, IEEE International Conference on Acoustics, Speech, and Signal Processing, Philadelphia, Pennsylvania, March 2005.
  53. "A Fast Hybrid Approach for SAR Classification," Brian Huether, Timo Kempf, and Müjdat Çetin, European Conference on Synthetic Aperture Radar, Ulm, Germany, May 2004.
  54. "Optimal Sparse Representations in General Overcomplete Bases," Dmitry M. Malioutov, Müjdat Çetin, and Alan S. Willsky, IEEE International Conference on Acoustics, Speech, and Signal Processing, vol. 2, pp. 793-796, Montreal, Canada, May 2004.
  55. "Region-Enhanced Imaging for Sparse-Aperture Passive Radar," Müjdat Çetin and Aaron Lanterman, SPIE Defense and Security Symposium, Algorithms for Synthetic Aperture Radar Imagery XI, E. G. Zelnio and F. D. Garber, Eds., Orlando, Florida, April 2004.
  56. "Wide Angle SAR Imaging," Randy L. Moses, Lee Potter, and Müjdat Çetin, SPIE Defense and Security Symposium, Algorithms for Synthetic Aperture Radar Imagery XI, E. G. Zelnio and F. D. Garber, Eds., Orlando, Florida, April 2004.
  57. "Localization of Oceanic Fronts and Feature Boundaries Using a Variational Technique," Walter Sun, Müjdat Çetin, W. Carlisle Thacker, T. Mike Chin, and Alan S. Willsky, American Geophysical Union Fall Meeting, San Francisco, California, December 2003. (Outstanding Student Paper Award)
  58. "Data Fusion in Large Arrays of Microsensors," Alan S. Willsky, Dmitry M. Malioutov, and Müjdat Çetin, Military Sensing Symposia (MSS) Specialty Group on Battlefield Acoustic and Seismic Sensing, Magnetic and Electric Field Sensors Symposium, October 2003.
  59. "Source localization by enforcing sparsity through a Laplacian prior: an SVD-based approach," Dmitry M. Malioutov, Müjdat Çetin, and Alan S. Willsky, IEEE Statistical Signal Processing Workshop, pp. 553-556, St. Louis, Missouri, September-October 2003.
  60. "Incorporating Complex Statistical Information in Active Contour-based Image Segmentation," Junmo Kim, John W. Fisher III, Müjdat Çetin, Anthony Yezzi, Jr., and Alan S. Willsky, IEEE International Conference on Image Processing, September 2003.
  61. "A Unified Variational Approach to Denoising and Bias Correction in MR," Ayres Fan, William Wells, John Fisher, Müjdat Çetin, Steven Haker, Robert Mulkern, Clare Tempany, and Alan S. Willsky, Information Processing in Medical Imaging, July 2003.
  62. "Evreuyumlu Goruntuleme Uygulamalari icin Kenar Koruyan bir Duzenlilestirme Yontemi (An Edge-Preserving Regularization Method for Coherent Imaging Applications)," Müjdat Çetin, W. Clem Karl, and Alan S. Willsky, IEEE Conference on Signal Processing and Communications Applications, Istanbul, Turkey, June 2003 (in Turkish).
  63. "Multitarget-Multisensor Data Association Using the Tree-Reweighted Max-Product Algorithm," Lei Chen, Martin Wainwright, Müjdat Çetin, and Alan S. Willsky, SPIE AeroSense Symposium, Signal Processing, Sensor Fusion, and Target Recognition XII, I. Kadar, Ed., Proc. SPIE, vol. 5096, pp. 127-138, Orlando, Florida, April 2003.
  64. "Application of Point Enhancement Technique for Ship Target Recognition by HRR," Nilüfen Çotuk, Sedat Türe, and Müjdat Çetin, SPIE AeroSense Symposium, Algorithms for Synthetic Aperture Radar Imagery X, E. G. Zelnio and F. D. Garber, Eds., Proc. SPIE, vol. 5095, pp. 185-193, Orlando, Florida, April 2003.
  65. "Edge-Preserving Image Reconstruction for Coherent Imaging Applications," Müjdat Çetin, W. Clem Karl, and Alan S. Willsky, IEEE International Conference on Image Processing, vol. 2, pp. 481-484, Rochester, New York, September 2002.
  66. "A Curve Evolution-Based Variational Approach to Simultaneous Image Restoration and Segmentation," Junmo Kim, Andy Tsai, Müjdat Çetin, and Alan S. Willsky, IEEE International Conference on Image Processing, vol. 1, pp. 109-112, Rochester, New York, September 2002.
  67. "Nonparametric Methods for Image Segmentation using Information Theory and Curve Evolution," Junmo Kim, John W. Fisher III, Anthony Yezzi, Jr., Müjdat Çetin, and Alan S. Willsky, IEEE International Conference on Image Processing, vol. 3, pp. 797-800, Rochester, New York, September 2002.
  68. "Super-resolution source localization through data-adaptive regularization," Dmitry M. Malioutov, Müjdat Çetin, John W. Fisher III, and Alan S. Willsky, IEEE Sensor Array and Multichannel Signal Processing Workshop, pp. 194-198, Rosslyn, Virginia, August 2002.
  69. "A Variational Technique for Source Localization based on a Sparse Signal Reconstruction Perspective," Müjdat Çetin, Dmitry M. Malioutov, and Alan S. Willsky, IEEE International Conference on Acoustics, Speech, and Signal Processing, vol. 3, pp. 2965-2968, Orlando, Florida, May 2002.
  70. "Analysis of the Impact of Feature-Enhanced SAR Imaging on ATR Performance," Müjdat Çetin, W. Clem Karl, and David A. Castañon, SPIE AeroSense Symposium, Algorithms for Synthetic Aperture Radar Imagery IX, E.G. Zelnio, Ed., Proc. SPIE, vol. 4727, pp. 134-145, Orlando, Florida, April 2002.
  71. "Formation of HRR Profiles by Non-Quadratic Optimization for Improved Feature Extraction," Müjdat Çetin, W. Clem Karl, and David A. Castañon, SPIE AeroSense Symposium, Algorithms for Synthetic Aperture Radar Imagery IX, E.G. Zelnio, Ed., Proc. SPIE, vol. 4727, pp. 213-224, Orlando, Florida, April 2002.
  72. "Super-resolution source localization through data-adaptive regularization," Dmitry M. Malioutov, Müjdat Çetin, John W. Fisher III, and Alan S. Willsky, Adaptive Sensor Array Processing Workshop, Lexington, Massachusetts, March 2002.
  73. "Complex-valued image reconstruction by half-quadratic regularization," Müjdat Çetin and W. Clem Karl, SIAM Conference on Imaging Science, Boston, Massachusetts, March 2002.
  74. "Superresolution and edge-preserving reconstruction of complex-valued synthetic aperture radar images," Müjdat Çetin and W. Clem Karl, IEEE International Conference on Image Processing, vol. 1, pp. 701-704, Vancouver, Canada, September 2000.
  75. "Enhanced, high resolution radar imaging based on robust regularization," Müjdat Çetin and W. Clem Karl, IEEE International Conference on Acoustics, Speech, and Signal Processing, vol. 4, pp. 2278-2281, Istanbul, Turkey, June 2000.
  76. "Evaluation of a regularized SAR imaging technique based on recognition-oriented features," Müjdat Çetin, W. Clem Karl, and David A. Castañon, SPIE AeroSense Symposium, Algorithms for Synthetic Aperture Radar Imagery VII, E.G. Zelnio, Ed., Proc. SPIE, vol. 4053, pp. 40-51, Orlando, Florida, April 2000.
  77. "Sentetik aciklikli radar ile goruntu gericatilmasina istatistiksel bir yaklasim," Müjdat Çetin and W. Clem Karl, IEEE Conference on Signal Processing and its Applications, Ankara, Turkey, June 1999 (in Turkish).
  78. "A statistical method for discrimination of natural terrain types from SAR data," Müjdat Çetin and W. Clem Karl, IEEE International Conference on Image Processing, vol. 1, pp. 587-591, Chicago, Illinois, October 1998.
  79. "A statistical tomographic approach to synthetic aperture radar image reconstruction," Müjdat Çetin and W. Clem Karl, IEEE International Conference on Image Processing, vol. 1, pp. 845-848, Santa Barbara, California, October 1997.
  80. "Inversion and inference based on tomographic data," Müjdat Çetin and W. Clem Karl, Progress in Electromagnetics Research Symposium, p. 573, Cambridge, Massachusetts, July 1997.

    81. Ph.D. Thesis

      Feature-Enhanced Synthetic Aperture Radar Imaging, Ph.D. thesis, Boston University, February 2001.
     

     

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