İLKAY ULUSOY Computer Vision and Intelligent Systems Research

İLKAY ULUSOY Computer Vision and Intelligent Systems Research

İLKAY ULUSOY
Computer Vision and Intelligent Systems Research Lab.,
Electrical and Electronics Engineering Department,
Middle East Technical University,
Ankara, Turkey
http://www.eee.metu.edu.tr/~ilkay/
http://vision1.eee.metu.edu.tr/~vision/
[email protected]
ph: 90-312-210 4428
fax: 90-312 210 2304
EDUCATION:
1997-2003
Middle East Technical University,
Electrical and Electronics
Engineering Department,
Ankara, Turkey
Ph.D.
1994-1996
The Ohio State University,
Biomedical Engineering
Department,
Columbus, OH, USA
Middle East Technical University,
Electrical and Electronics
Engineering Department
Ankara, Turkey
M.S.
1990-1994
B.S.
Thesis title: „Active Stereo
Vision: Depth Perception for
Navigation, Environmental
Map Formation and Object
Recognition‟
Thesis title: „Control of a
Model Arm Using Neural
Networks‟
Computer and
Telecommunications option
WORK EXPERIENCE:
November 2007 -
Middle East Technical University,
Institute of Applied Mathematics,
Ankara, Turkey
Asst. Director
June 2005-
Middle East Technical University,
Electrical and Electronics Engineering
Department, Ankara, Turkey
Assistant Prof.
June 2004November 2004
Microsoft Research Cambridge,
Cambridge, UK
Post Doc. Researcher
Host: Christopher M. Bishop
2003-
Middle East Technical University,
Electrical and Electronics Engineering
Department, Ankara, Turkey
Lecturer
4 months in 2000
University of York, Computer Science
Department, York, UK
Visiting Researcher
Host: Edwin R. Hancock
1998-2003
Middle East Technical University,
Electrical and Electronics Engineering
Department, Ankara, Turkey
Siemens, Ankara, Turkey
Baskent University,
Electrical Engineering Department
Ankara, Turkey
General Electric, Ankara, Turkey
The Ohio State University,
Cognitive Science Department,
Columbus, OH, USA
The Ohio State University,
Medical School Hospital,
Columbus, OH, USA
Bertec Co., Columbus, OH, USA
The Ohio State University,
Biomedical Engineering Department,
Columbus, OH, USA
Research and Teaching Assistant
1997-1998
Autumn 1997
1996-1997
Summer 1996
Summer 1996
1994-1996
1994-1996
Project Manager
Lecturer
Sales Engineer
Summer Fellow
Advisor: D. Wang
Summer Training in the
Biomedical Engineering
Department
Design Engineer
Research Assistant
Advisor: N. Berme
COMPLETED PROJECTS:
1.
TUBİTAK (1001) - 105E127 Multipurpose Automatic Underwater Vehicle
(ULİSAR) (Researcher)
2.
BAP 2008 - Inverse problem solution and optimization for estimating the
parameters of a facial soft tissue model (Kişiye özel yüz yumuşak doku modeli
parametrelerinin bulunması için optimizasyon ve geri çözüm) (Director) (Joint
project with METU IAM)
3.
TÜBİTAK (1001)– 105E128 Fusion of different imaging modalities for 3D
human head modeling which includes characteristic hard and soft tissue
information as well as realistic photographic view (Director)
4.
BAP - 2005-03-01-01 Active Reconstruction for 3D Modelling (Director)
5.
BAP-2004-03-01-02 Camera Calibration for Active 3D Reconstruction of Indoor
Environment (Researcher)
6.
BAP-2002-03-01-05 Active Robot Vision (Researcher)
7.
BAP-2002-07-04-04 Face Recognition and Modelling (Researcher)
8.
AFP-2000.07.04.01 Active Vision and Navigation in 3D Virtual Environment
(Researcher)
CURRENT PROJECTS:
9.
TUBİTAK (1001) – 107E234 Kişisel Video Bilgi Yönetim Sistemleri
için bir Çatı Geliştirilmesi (A Framework for Personal Video
Information Management Systems)
10. BAP 2008 - Recognition and Segmentation of Objects in 3D Scenes (3B
Sahnelerde Nesnelerin Bölütlenmesi ve Kategorize Edilmesi) (Director)
11. BAP 03-01-2009-01 FPGA Implementation of Stereo Algorithms
COURSES TOUGHT:
1. EE348 Introduction to Logic Design
2. EE441 Data Structures
3. EE442 Operating Systems
4. EE447 Introduction to Microprocessors
5. EE583 Pattern Recognition 2008-1
6. EE732 Probabilistic Graphical Models 2008-2
7. EE634 Digital Image Processing
COURSES DEVELOPED:
EE732 Probabilistic Graphical Models
THESIS SUPERVISED:
1. Hakan Ertem,
2. Havva Ozsarac,
3. Yasin Şaka,
4. Mehmet Yılmaztürk, Real-time And Semi-automatic Annotation Of Faces In
Personal Videos, 2010, M.Sc. (Supervisor)
5. Aysu Erdoğdu, Morphable 3d Facial Animation Based On Thin Plate Splines,
2010, M.Sc. (Supervisor)
6. Zafer Haşim Tellioğlu, Real Time 3d Surface Feature Extraction On Fpga, 2010,
M.Sc. (Supervisor)
7. Ugur Zongur, Detection of Airport Runways in Optical Satellite Images (Optik
Uydu Görüntülerinde Havaalanı Pistlerinin Tespit Edilmesi), 2009, M.Sc. (CoSupervisor)
8. Ömer Eskizara, 3D Geometric Hashing Using Transform Invariant Features (Yer
Değiştimeden ve Dönüşümden Bağımsız Öznitelik Kullanılarak 3B Geometrik
Kıyım), 2009, M.Sc. (Supervisor)
9. Aykut Hozatlı, 3D Object Recognition by Geometric Hashing for Robotics
Applications (Robotik Uygulamalarına Yönelik Geometrik İndeksleme
Yöntemiyle Üç Boyutlu Nesne Tanıma), 2009, M.Sc. (Supervisor)
10. Serhat Bayrak, Video Stabilization: Digital and Mechanical Approaches (Görüntü
Sabileme: Sayısal ve Mekanik Yaklaşımlar), 2008, M.Sc. (Supervisor)
11. Yavuz Kırlı, 3D Reconstruction of Underwater Scenes from Uncalibrated Video
Sequences (Kalibre Edilmemiş Sualtı Video Serisinden 3B Sahne Geriçatımı),
2008, M.Sc. (Supervisor)
12. Arda Bilgin, Selection and Fusion of Multiple Stereo Algorithms for Accurate
Disparity Segmentation (Doğru Derinlik Bölütlemesi için Uygun Stereo
Algoritmalarının Seçilmesi ve Kaynaştırılması), 2008, M.Sc. (Supervisor)
13. Utku Senses, Blur Estimation and Superresolution from Multiple Images, 2008,
M.Sc. (Supervisor)
14. Adnan Kalay, An Implementation of Mono and Stereo Slam System Utilizing
Efficient Map Management Strategy (Etkin Harita Yönetim Stratejisi Kullanan
Mono ve Stereo SLAM Sistemi Uygulaması), 2008, M.Sc. (Supervisor)
15. Murat Yırcı, A Comparative Study on Polygonal Mesh Simplification Algorithms
(Poligon Sadeleştirme Algoritmalarının Karşılaştırılması), 2008, M.Sc.
(Supervisor)
16. Abdurrahman Yalcin, Effect of Shadow in building Detection and Building
Boundary Extraction (Bina Belirleme ve Bina Sınırlarını Çıkarmada Gölgenin
Etkisi), 2008, M.Sc. (Supervisor)
17. Hüseyin Yürük, Object Detection from Registered Visual and Infrared Sequences
with the Help of Active Contours, M.Sc. METU, Ankara, Turkey, 2007
(Supervisor)
18. Mustafa Yağcıoğlu, Comparision of 3D Facial Anchor Point Localization
Methods, (Üç boyutlu Yüz Nirengi Noktaları Bulan Metodların Karşılaştırılması),
M.Sc. METU, Ankara, Turkey, 2007 (Supervisor)
19. Ali Aydoğan, 3D Synthetic Human Face Modelling Tool Based on T-spline
Surfaces, M.Sc. METU, Ankara, Turkey, 2007 (Supervisor)
20. Ahmet Oğuz Öztürk, 3D Face Reconstruction Using Stereo Images and
Structured Light, M.Sc. METU, Ankara, Turkey, 2007 (Co-Supervisor)
21. Hakan Bayar, Texture Mapping By Multi-Image Blending For 3d Face Models,
M.Sc. METU, Ankara, Turkey, 2007 (Co-Supervisor)
22. Mustafa Özuysal, Manual and Auto Calibration of Stereo Camera Systems, M.Sc.
METU, Ankara, Turkey, 2004 (Co-Supervisor)
23. Zafer Arıcan, Vision Based Robot Localization Using Artificial and Natural
Landmarks, M.Sc. METU, Ankara, Turkey, 2004 (Co-Supervisor)
CONFERENCE ORGANIZATIONS:
1. Co-chair for SSPR 2010
2. Session Chair in Fifth International Symposium on Image and Signal Processing
and Analysis (ISPA 2007) September 27-29, 2007, Istanbul, Turkey
3. Cochair in 22nd International Symposium on Computer and Information Sciences
Middle East Technical University, Cultural and Convention Center, Ankara,
Turkey, November 7-9, 2007
RESEARCH INTERESTS:
Computer Vision (Stereo vision, Active vision, Cognitive vision),
Vision applications in robotics,
3D data processing and modeling,
Machine Learning,
Pattern Recognition (2D/3D Object recognition),
Probabilistic graphical models (Discriminative and generative models),
ADDITIONAL:
TUBITAK Post Doctorate Scholar
TUBITAK BDP Ph.D. Scholar
67th best student in university entrance exam in 1990.
3rd best student of TUBITAK Biology Reward for Highschools, 1989.
Computer Literate (Windows OS, MS Office, C, C++, Matlab).
Fluent English, Beginners German
PUBLICATIONS:
International Journal:
1. E. Akagunduz, I. Ulusoy, 3D Object Recognition from Range Images Using
Transform Invariant Object Representation, Electronic Letters (Accepted)
2. O. Aytekin, A. Erener, I. Ulusoy, HSB Düzgün, Unsupervised Building Detection
in Complex Urban Environments from Multi Spectral Satellite Imagery,
International Journal of Remote Sensing, 2010 (Accepted)
3. I. Ulusoy, H. Yuruk, Fusion of Complementary Information from Infrared and
Visual Images for Object Detection, IET Image Processing, 2010 (Accepted)
4. I. Ulusoy, E. Akagunduz, F. Sabuncuoglu, S. Gorgulu, O. Ucok, Use of the
Dynamic Volume Spline Method to Predict Facial Soft Tissue Changes
Associated With Orthognathic Surgery, Oral Surgery, Oral Medicine, Oral
Pathology, Oral Radiology, and Endodontology, 2010 (Accepted)
5. I. Ulusoy, E. Akagunduz, G.W. Weber, Inverse Solution for Parameter Estimation
of a Dynamic Volume Spline Based Forehead Skin Model, Inverse Problems in
Science and Engineering, 18(5), July 2010, pages 585-612
6. I. Ulusoy, E. Akagunduz, 3D face detection using transform invariant features,
Electron.
Lett.,
Vol.
46,
Issue
13,
p.905–907,
June
2010,
doi:10.1049/el.2010.0132
7. I. Ulusoy, E. Akagunduz, G.W. Weber, Estimation of Parameters for Dynamic
Volume Spline Models, Inverse Problems in Science and Engineering, 18(4), June
2010, pages 499 - 519
8. Ulusoy, I., Hancock, E.R, A Statistical Approach to Sparse Multi-scale PhaseBased Stereo, Pattern Recognition, Volume 40 , Issue 9, pp. 2504-2520, 2007.
9. Ulusoy, I., Halici, U., Nalcaci, E., Anac, I., Leblebicioglu, K., Basar-Eroglu, C.,
Time Frequency Analysis of Visual Evoked Potentials for Inter-Hemispheric
Transfer Time and Proportion of Callosal Fibers in Different Diameter. Biological
Cybernetics, 90 (4), pp. 291-301, APR 2004.
10. Ulusoy, I., Parnianpour, M., Berme, N., Simon, S. R., A neural network system
with reinforcement learning to control a dynamic arm model. Biomedical
Engineering - Applications, Basis and Communications, vol. 13, no. 3, pp. 117123, 2001.
International Book Chapter:
11. Ulusoy I., Halici, U., Anaç, I., Nalçacı, E., Basar, C. E., Time Frequency Analysis
of VEPs for Inter Hemispheric Transfer Time. In: Brainwaves and Mind: Recent
Advances. Arikan, K., Moore, N. (Eds.). Kjellberg, Wheaton, IL, 2004, pp.47-52.
Editor of a Proceedings or a Special Issue:
12. One of the Editors of SSSPR, Çeşme, İzmir, Turkey, August 2010, Lecture Notes
in Computer Science ????
13. One of the Editors of Proceedings of 22nd International Symposium on
Computer and Information Sciences, Middle East Technical University, Cultural
and Convention Center, Ankara, Turkey, November 7-9, 2007
International Conference:
14. G. Yaprakkaya, İ. Ulusoy, N. K. Cicekli, Gender and Age Group Classifications
for Video Annotation, ISCIS 2010
15. M. C. Yılmaztürk, İ. Ulusoy, N. K. Çiçekli, Analysis of Face Recognition
Algorithms for Online and Automatic Annotation of Personal Videos, ISCIS 2010
16. M. Y. Kirli, I. Ulusoy, Automatic 3D Reconstruction of Underwater Scenes from
Uncalibrated Video Sequences, International Unmanned Vehicles Workshop,
UVW2010, June 2010, Istanbul, Turkiye
17. E. Akagündüz, Ö. Eskizara, İ. Ulusoy, Scale-Space Approach for the Comparison
of HK and SC Curvature Descriotions as Applied to Object Recognition, ICIP
2009
18. E. Akagündüz, I. Ulusoy, Scale and Orientation Invariant 3D Interest Point
Extraction Using HK Curvatures, ICCV 2009
19. Ö. Aytekin, İ. Ulusoy, U. Halıcı, Segmentation of High Resolution Satellite
Imagery Based on Mean Shift Algorithm and Morphological Operations, SPIE
Europe Remote Sensing 2009
20. U. Halıcı, U. Zongur, O. Aytekin, I. Ulusoy, Airport runway detection in satellite
images by adaboost learning, SPIE Europe Remote Sensing 2009
21. Ö. Aytekin, İ. Ulusoy, E.Z. Abacıoğlu, E. Gökçay, Building Detection in High
Resolution Remotely Sensed Images Based on Morphological Operators, 4th
International Conference on Recent Advances in Space Technologies, Space for
the Developing World, RAST 2009, İstanbul, Turkey, June 2009.
22. Ö. Aytekin, A. Erener, İ. Ulusoy, H. Ş. Düzgün, Automatic and Unsupervised
Building Extraction in Complex Urban Environments from Multi-Spectral
Satellite Imagery, 4th International Conference on Recent Advances in Space
Technologies, Space for the Developing World, RAST 2009, İstanbul, Turkey,
June 2009.
23. S. Aksoy, B. Ozdemir, S. Eckert, F. Kayitakire, M. Pesarasi, O. Aytekin, C.C.
Borel, J. Cech, E. Christophe, S. Duzgun, A. Erener, K. Ertugay, E. Hussain, J.
Inglada, S. Lefevre, O. Ok, D. Koc¸ S. Radimsara, J. Shan, J. Soman, I. Ulusoy,
R. Witz, Performance Evaluation of Building Detection and Digital Surface
Model Extraction Algorithms: Outcomes of the PRRS 2008 Algorithm
Performance Contest, IAPR Workshop on Pattern Recognition in Remote Sensing
(PRRS 2008), 2008 , pp. 1-12, Dec. 2008
24. Akagunduz,E., Erener, A., Ulusoy, I., Duzgun, H.S.B, Deliniation Of Slope Units
Based On Scale And Resolution Invariant 3D Curvature Extraction, IGARSS
2008
25. Erdem Akagündüz, İlkay Ulusoy, "3D Object Representation Using Transform
and Scale Invariant 3D Features", Workshop on 3D Representation for
Recognition (3dRR-07), ICCV 2007
26. Erdem Akagündüz, İlkay Ulusoy, “Extraction of 3D Transform and Scale
Invariant Patches from Range Scans” 2nd Beyond Patches Workshop “Patches
Everywhere” Workshop in conjunction with CVPR 2007.
27. Erdem Akagündüz, İlkay Ulusoy, Nesli Bozkurt, Uğur Halıcı, “A Physicallybased Facial Skin Model to Simulate Facial Expressions on Digitally Scanned 3D
Models” IEEE ISCIS 2007.
28. Ulusoy I., Bishop C. M., Comparison of Generative and Discriminative
Techniques for Object Detection and Classification, Toward Category-Level
Object Recognition. LNCS, 4170, pp 173-195, 2006 (invited talk)
29. Ulusoy, I., Bishop, C. M., Object recognition via local patch labelling.
Deterministic And Statistical Methods In Machine Learning LNAI, 3635, pp. 121, 2005. (invited talk)
30. Ilkay Ulusoy and many others, The 2005 PASCAL Visual Object Classes
Challenge. MLCW 2005: 117-176
31. Ulusoy, I., Bishop, C. M., Generative Versus Discriminative Methods for Object
Recognition, CVPR 2005.
32. Ulusoy, I., Hancock, E.R., Halici, U., Probabilistic Phase Based Sparse Stereo,
ICPR 2004.
33. Ulusoy, I., Halici, U., Leblebicioğlu, K., 3D Cognitive Map Construction by
Active Vision in a Virtual World. ISCIS 2004, Lecture Notes in Computer Science
3280, pp. 400-409, Springer 2004.
34. Ulusoy, I., Halici, U., Active Stereo Vision for Object Recognition and Cognitive
Map Formation in a Virtual World. CVPR 2003
35. Ulusoy, I., Halici, U., Leblebicioğlu, K., Simple Object Recognition and
Cognitive Map Formation Using Human-Like Vision in a Virtual World. CAMP
2003
36. Ulusoy, I., Halici, U., Hancock, E. R., Disparity Using Feature Points in
Multiscale. SSPR 2002, Lecture Notes in Computer Science 2396, pp. 320-328,
Springer 2002.
International Conference Presentation :
37. Ö. Üçok, I. Ulusoy, E. Akagündüz, E. Akın, F. Örs, Semi Automatic Tool for 3D
CT/MR Segmentation of Facial Tissue Layers, 14th Congress of BaSS, 9th
Scientific Congress of BgDA, Varna, Bulgaria, May 2009.
38. Ulusoy, I., Tunçer, F., Erol, A., Halici, U., Hancock, E. R., Depth Perception and
Navigation. NATO-ASI on Learning Theory and Practice, July 8-19 2002,
K.U.Leuven, Belgium.
National Journal:
39. I. Ulusoy, Bilgisayarla Görme ve Örüntü Tanıma Konularında Yapay Zekanın
Dünü, Bügünü, Geleceği, Mayıs 2010, Bilişim Dergisi, Türkiye Bilişim Derneği,
http://www.bilisimdergisi.org/s121/index.asp
National Conference:
40. İlkay Ulusoy, Güvenlik ve Gözetleme Uygulamalarında Görüntü İşleme ve
Örüntü Tanıma, Savetek 2010, Davetli konuşma
41. Örsan Aytekin, İlkay Ulusoy, Yüksek Çözünürlüklü Uydu Görüntülerinin
Otomatik Bölütlenmesi, Savtek 2010
42. Uğur Zöngür, Uğur Halıcı, Örsan Aytekin, İlkay Ulusoy,Uydu Görüntülerinde
Hava Alanı Pistlerinin Saptanması, Savtek 2010
43. Murat Yirci, İlkay Ulusoy, Üç Boyutlu İnsan Yüzü Modellerinin Yeniden Düzenli
Olarak Modellenmesi, SIU 2009
44. Erdem Akagündüz, İlkay Ulusoy, HK ve SC Eğrilik Tanımlarının 3B Nesne
Tanıma Amacıyla Ölçek Uzaylarında Karşılaştırılması, SIU 2009
45. Ömer Eskizara, Erdem Akagündüz, İlkay Ulusoy, Geometrik Kıyım Yöntemi ile
3B Nesne Tanıma, SIU 2009.
46. Nesli Bozkurt, Ugur Halici, İlkay Ulusoy, Erdem Akagündüz, Yüz Tarayıcısı
Verilerinin İyileştirilmesi için 3B Veri İşleme, SIU 2009
47. Adnan Kalay, İlkay Ulusoy, Görüntü Tabanlı Eş Zamanlı Lokalizasyon ve Harita
Çıkarma: Mono ve Stereo SLAM, SIU 2009
48. Murat Yirci, İlkay Ulusoy, Poligonal Basitleştirme Algoritmalarının
Karşılaştırılması, SIU 2009
49. Yavuz Kırlı, Ilkay Ulusoy, Kalibre Edilmemiş Sualtı Videosu Kullanılarak 3
Boyutlu Sahne Geri Çatımı, SIU 2009
50. Serhat Bayrak, İlkay Ulusoy, Gerçek Zamanlı Görüntü Sabitlemede Birleşik
Yöntem, SIU 2009
51. Arda Bilgin, İlkay Ulusoy, Doğru Derinlik Bölütlemesi İçin Uygun Stereo
Algoritmalarının Seçilmesi ve Kaynaştırılması, SIU 2009
52. E. U. Şenses, İ. Ulusoy, Hizalanmış Çoklu Resimlerden Bulanıklık Tahmini ve
Süper Çözünürlüklü İmge Elde Etme, SIU 2009
53. Ugur Halici, Egemen Agi, Canan Ozgen, Ilkay Ulusoy, Analysis and
Classification of EEG Signals for Brain Computer Interfaces, ICON 2008
54. Akagunduz, E., Eskizara, Ö., Ulusoy, I., Yüz Dokusunun Biyomekanik
Özelliklerinin Çıkarılması İçin Çoklu Kamera Bazlı Bir Deney, BIYOMUT 2008
55. Akagunduz, E., Ulusoy, I., 3B Yüzlerin Ölçek ve Dönüsümden Bagımsız
Öznitelikler ile Gösterilmesi, Signal Processing and Communications
Applications SIU 2008
56. Bülent Üstün, Ugur Halici, Ilkay Ulusoy, 3B Çakistirmanin Altuzay Tabanli Yüz
Tanima Yöntemlerine Etkisi, Signal Processing and Communications
Applications SIU 2008
57. Ahmet Oguz Öztürk, Ugur Halici, Ilkay Ulusoy, Erdem Akagündüz, Stereo
Görüntü ve Yapisal Isik Kaynagi Kullanarak 3B Yüz Geriçatimi, Signal
Processing and Communications Applications SIU 2008
58. Akagunduz, E., Ulusoy, I., Bozkurt, N., Halıcı, U., 2.5b Verinin Ölçekten
Bağımsız Gösterilmesi, Signal Processing and Communications Applications SIU
2007
59. İnan T., Ulusoy İ., Halıcı U., Probabilistic Face Pose Estimation, TAINN 2006
60. Ulusoy I., Bishop C. M., Automatic Relevance Determinatin For The Estimation
Of Relevant Features For Object Recognition, SIU 2006
61. Buyukatalay, S.; Halicl, U.; Akagunduz, E.; Ulusoy, I.; Leblebicioglu, K.; 3D
Face Modeling using Multiple Images; Signal Processing and Communications
Applications, 2006 IEEE 14th 17-19 April 2006 Page(s):1 - 4 ,
62. Ulusoy, I. A Generative Model for Multi Class Object Recognition and Detection.
TAINN 2005.
63. Ulusoy, I., Bishop, C. M., Nesne Tanıma ve Yerseme için Üretimsel Bir Model.
SIU 2005. (in Turkish)
64. Halici, U., Ulusoy, I., Leblebicioğlu, K., Erol, A., Ongun, G., Serçe, H., Gönder,
Ö., Önder, M., Biyometrik sistemler: Parmakizi ve yüz tanıma. Polis Bilişim
2005. (in Turkish)
65. Büyükatalay, S., Akagündüz, E., Halıcı, U., Ulusoy, I., Leblebicioğlu, K., 3
Boyutlu yüz modeli oluşturma ve yüz ifadesi içeren konuşma canlandırması. Polis
Bilişim 2005. (in Turkish)
66. Ulusoy, I., Halıcı, U., Hancock, E. R., Çoklu Ölçekli Faz Temelli Stereonun
Olasılıksal Modellenmesi, SİU 2004, pp. 249-252. (in Turkish)
67. Türkçe Dudak Hareketlerinin ve Yüz İfadelerinin 3 Boyutlu Ortamda Benzetimi
ve Bir Türkçe Ses Makinasıyla Eş Zamanlı Hale Getirilmesi, SIU 2004, pp. 276279. (in Turkish)
68. Ulusoy, I., Halici, U., Hancock, E. R., Disparity Using Feature Points in
Multiscale, SIU 2002, pp. 512-517. (in Turkish)
69. Tuncer, F., Halici, U., Ulusoy I., Post-filtering Focus Bluring Formation Using
Open GL, SIU 2002, pp. 212-215. (in Turkish)
70. Colakoglu, (Ulusoy) I., Halici, U., Hancock, E. R., Disparity Using Multiscale
Phase, Türkiye’de Nörobilimin Bugünü ve Geleceği, p. 26, 2001. (in Turkish)
71. Colakoglu, (Ulusoy) I., Halici, U., Leblebicioğlu, K., Nalçacı, E., Basar, C. E.,
Estimation of the Number of Neuron Types Active in the Corpus Collosum Using
Visual Evoked Potentials Obtained from the two Hemispheres, 8. SIU, 2000. (in
Turkish)
72. Ulusoy, I., Halici, U., Karakas, S., Leblebicioğlu, K., Atalay, V., Erzengin, U.,
Classification of EEG Signals of Auditory Stimulus Using Wavelet
Transformation in Artificial Neural Networks, 7. SIU, pp. 386-388, 1999. (in
Turkish)
73. Halici, U., Leblebicioğlu, K., Atalay, V., Ulusoy, I., Gürses, E., Image
Compression Using Fractal Estimation, 6. SIU, vol. 1, pp. 76-77, 1998. (in
Turkish)
Technical Report:
74. Ulusoy, I., Wang, D., Motion Perception Using Oscillatory Neuron Pools.
Technical Report, The Ohio State University, Cognitive Science Department,
1996.