|
Associate Research Professor (as of 09/01/2008)
and Member Other Affiliations Telephone (!! New Sept. 07) Fax (!! New Sept. 07) Office Location (!! New Sept. 07) |
Department of Applied Mathematics and Statistics at The Johns Hopkins University
Center for Imaging Science Laboratoire de Mathématiques Paul Painlevé and Institut Universitaire de Technologie , Université des Sciences et Technologies de Lille bruno.jedynak@jhu.edu +1-410-516-7341 +1-410-516-7459 Whitehead 208B 3400 North Charles Street Baltimore, MD 21218-2686, U.S.A. |
| Biosketch (see vitae for details): |
I received my doctorate in Applied Mathematics from
the Université Paris
Sud (Orsay, France) in February 1996. My dissertation was
performed at
INRIA (Rocquencourt, France).
I spent a year as
post-doc in the
department of Statistics at the University of Chicago
(IL, U.S.A.).
I was then appointed professor at the Université des Sciences et
Technologies de Lille (Lille, France).
I am currently a faculty member of
the Department of Applied
Mathematics and Statistics at The Johns Hopkins University .
I am member of the Center for
Imaging Science . |
| Current Teaching | Teaching Statement Fall 2008: 550.310 Probability and Statistics, see WebCT page. Fall 2008: 550.436 Data Mining, see WebCT page. An interesting online book: Introduction to Probability by CM.Grinstead and JL.Snell, AMS 1997. |
| Research fields: | My research
interests are focused in statistical modeling. I've
specialized in computer vision. Applications include road
detection, face detection, skin detection and registration of
brain MRI. I'm more recently involved in small sample issues
in langage modeling, bioinformatics and computational neurosciences. (Not so up to date) Research Statement
|
| Selected Publications: |
C. Izard, B. Jedynak "Statistical Deformable Model Applied to Anatomical Landmark Detection",
Proceedings of the International Symposium on Biomedical Images, SPIE 2008
. Cho H, Jönsson H, Campbell K, Melke P., Williams JW, Melke P., Jedynak B., Stevens A.M., Groisman A. and Levchenko A. "Self-Organization in High-Density Bacterial Colonies: Efficient Crowd Control". PLoS Biol} 5(11): e302 doi:10.1371/journal.pbio.0050302 . N. Penumetcha, B. Jedynak, M. Hosakere, E. Ceyhan, K.N. Botteron, J.T. Ratnanather, "Segmentation of arteries in MPRAGE images of the ventral medial prefrontal cortex", Comput Med Imaging Graph. 2008 Jan;32(1):36-43. Epub 2007 Oct 26. H. Huang, B. Jedynak and J. Bader, ``Where have all the interactions gone ? Estimating the coverage of two-hybrid protein interaction maps'', PLoS Computational Biology, Vol. preprint, No. 2007. (1 September 2007), e214.eor. B. Jedynak, d. Karakos Finding a Needle in a Haystack: Conditions for Reliable Detection in the Presence of Clutter, Probability and Statistic Letters 78 (5), 2007. B. Jedynak and D. Karakos, "Unigram Language Models using Diffusion Smoothing over Graphs", in Proceedings of the 2007 Workshop on Graph-based Methods for Natural Language Processing (TextGraphs-2), Rochester, NY, April 26, 2007.. C. Izard, B. Jedynak, C. Stark Spline-Based Probabilistic Model for Anatomical Landmark Detection , Medical Imaging Computing and Computer Assisted Intervention, MICCAI'06, October 2006, Copenhagen. C. Izard, B. Jedynak, Bayesian Registration for anatomical Landmark Registration , IEEE International Symposium on Biomedical Imaging, ISBI'06, April 2006, Arlington VA B. Jedynak, S. Khudanpur and A. Yazgan, Estimating Probabilities from Small Samples , 2005 Proceedings of the American Statistical Association, Statistical computing section [CD-ROM], Alexandria, VA : American Statistical Association. C. Izard, B. Jedynak, and C. Stark, Automatic Landmarking of Magnetic Resonance brain Images , SPIE International Symposium on Medical Imaging, 12-17 February 2005, San Diego, California, USA. H. Zheng, M. Daoudi and B. Jedynak, From Maximum Entropy to Belief Propagation: An application to Skin Detection , Proceedings of the British Machine Vision Conference (BMVC'04), September 7-9, 2004 B. Jedynak, H. Zheng and M. Daoudi, Skin Detection Using Pairwise Models , Image and Vision Computing, September 2005. H. Zheng, M. Daoudi and B. Jedynak, Blocking Adult Images Based on Statistical Skin Detection , Electronic Letters on Computer Vision and Image Analysis, Volume 4, Number 2, pages 1-14, 2004. B. Jedynak, S. Khudanpur, Maximum Likelihood Set for Estimating a Point Mass Function, Neural Computation, 17,7, July 2005, pp 1508-1530. A preliminary draft is available here B. Jedynak, H. Zheng and M. Daoudi, Statistical Models for Skin Detection , IEEE Workshop on Statistical Analysis in Computer Vision, June 22 2003. B. Jedynak, H. Zheng and M. Daoudi, Maximum Entropy Models for Skin Detection , Third Indian Conference On Computer Vision, Graphics and Image Processing, ICVGIP 2002, pp. 276-281, Ahmedabad, India, December 16-18 2002. B. Jedynak, Chercher une aiguille dans une botte de foin , Publication IRMA, 56-XII, December 2001. M. Obeid, B. Jedynak and M. Daoudi, Image Indexing and Retrieval Using Intermediate Features , Proc. of the ninth ACM (Association for Computing Machinery) International Conference on Multimedia 2001}, pp. 531--533, Ottawa, Canada, Sept. 30 - Oct. 5 2001. D. Geman and B. Jedynak, Model-based classification trees, IEEE Trans. Info. Theory, 47, 1075-1082, 2001. B. Jedynak, Stratégies visuelles et jeu des 20 questions , (Alice's choice) Shape Recognition and Visual Strategy , CNRS-INFO, July 2000. Y. Amit, D. Geman and B. Jedynak,, " Efficient focusing and face detection," Face Recognition: From Theory to Applications, eds. H. Wechsler et al, NATO ASI Series F, Springer-Verlag, Berlin, 157-173,1998. F. Jung, B. Jedynak and D. Geman, "Recognizing buildings in aerial images," Automatic Extraction of Man-Made Objects from Aerial and Space Images, II, Birkhauseer (Basel), Ascona, 173-182, May, 1997. D. Geman and B. Jedynak, "An active testing model for tracking roads from satellite images," IEEE Trans. Pattern Anal. Mach. Intell, 18,1, 1-14, 1996. B. Jedynak and F. Fleuret, Reconnaissance d'objets 3D à l'aide d'arbres de classification , Proceedings of the french conference on Image and communication (IMAGECOM 1996) |
| Collaborators: |
Donald
Geman
Mohamed Daoudi Yali Amit François Fleuret Sanjeev Khudanpur |
| Phd Students |
Huicheng Zheng .
Camille Izard |
| Slides of presentations |
Landmarking Brain MRI
Language Models Diffusion Kernels on Graphs Diffusion Kernels on Graphs and Applications to Unigram Models |