Sinisa Todorovic

Assistant Professor

Computer Science

Web Page:

http://eecs.oregonstate.edu/~sinisa

Learn more about Sinisa Todorovic

Education:

Ph.D. in electrical and computer engineering, University of Florida, 2005
Dissertation: “Irregular-Structure Tree Models for Image Interpretation”
M.S. in electrical and computer engineering, University of Florida, 2002
Thesis: “Statistical Modeling and Segmentation of Sky/Ground Images”
B.S./M.S. in electrical engineering, University of Belgrade, Serbia, 1994

Biography:

Sinisa Todorovic obtained his MS and PhD degrees in electrical and computer engineering from the University of Florida. He earned his BS/MS in electrical engineering from the University of Belgrade in Serbia.

Before coming to Oregon State University, Todorovic was a Postdoc in the Beckman Institute at University of Illinois at Urbana-Champaign where he worked on multiscale image segmentation, structural pattern recognition, object / scene recognition and texture classification and synthesis. He was also a software engineer at Siemens from 1998-2001.

Research group:

Graphics and Visualization

AI - Machine Learning - Algorithms

Research Interests:

Computer vision, machine learning, and artificial intelligence — specifically, recognition and modeling of objects, human activities, and texture occurring in images and video

Teaching:

CS 556 COMPUTER VISION

Publications

2011

Lin, J., N. Larios, D. A. Lytle, A. Moldenke, R. Paasch, L. G. Shapiro, S. Todorovic, and T. G. Dietterich, "Fine-Grained Recognition for Arthropod Field Surveys: Three Image Collections", First Workshop on Fine-Grained Visual Categorization (CVPR-2011), 2011. Abstract

Brendel, W., M. Amer, and S. Todorovic, "Multiobject tracking as maximum weight independent set", 2011 IEEE Conference on Computer Vision and Pattern Recognition CVPR 2011, Colorado Springs, CO, IEEE, pp. 1273 - 1280, 06/2011. Abstract

Brendel, W., A. Fern, and S. Todorovic, "Probabilistic event logic for interval-based event recognition", 2011 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Colorado Springs, CO, IEEE, pp. 3329 - 3336, 06/2011. Abstract

Payet, N., and S. Todorovic, "Scene shape from texture of objects", 2011 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Colorado Springs, CO, IEEE, pp. 2017 - 2024, 06/2011. Abstract

Kagaya, M., W. Brendel, Q. Deng, T. Kesterson, S. Todorovic, P. J. Neill, and E. Zhang, "Video Painting with Space-Time-Varying Style Parameters", IEEE Transactions on Visualization and Computer Graphics, vol. 17, issue 1, pp. 74 - 87, 01/2011. Abstract

2010

Brendel, W., and S. Todorovic, "Segmentation as Maximum-Weight Independent Set", Twenty-Fourth Annual Conference on Neural Information Processing Systems , Vancouver, B.C., Canada, pp. 307–315, 12/2010.

Brendel, W., and S. Todorovic, "Activities as time series of human postures", Proceedings of the 11th European conference on Computer vision: Part II, Hersonissos, Greece, Springer-Verlag, pp. 721–734, 09/2010. Abstract

Lytle, D. A., G. Martínez-Muñoz, W. Zhang, N. Larios, L. G. Shapiro, R. Paasch, A. Moldenke, E. N. Mortensen, S. Todorovic, and T. G. Dietterich, "Automated processing and identification of benthic invertebrate samples", Journal of the North American Benthological Society, vol. 29, issue 3, pp. 867 - 874, 09/2010. Abstract

Sun, Y., S. Todorovic, and S. Goodison, "Local-Learning-Based Feature Selection for High-Dimensional Data Analysis", IEEE Trans. Pattern Analysis Machine Intell, vol. 32, issue 9, pp. 1610-1626, 09/2010. Abstract

Schlake, B. W., S. Todorovic, R. J. Edwards, J. M. Hart, N. Ahuja, and C. P. L. Barkan, "Machine vision condition monitoring of heavy-axle load railcar structural underframe components", Proceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, vol. 224, issue 5, pp. 499 - 511, 09/2010. Abstract

Payet, N., and S. Todorovic, "From a Set of Shapes to Object Discovery", 11th European Conference on Computer Vision (ECCV), Hersonissos, Greece, 05/2010.

Payet, N., and S. Todorovic, "(RF)^2 – Random Forest Random Field", Advances in Neural Information Processing Systems 23, pp. 1885–1893, 2010. Abstract

2009

Todorovic, S., and N. Ahuja, "Texel-based texture segmentation", 2009 IEEE 12th International Conference on Computer Vision (ICCV), Kyoto, IEEE, pp. 841 - 848, 09/2009. Abstract

Brendel, W., and S. Todorovic, "Video object segmentation by tracking regions", 2009 IEEE 12th International Conference on Computer Vision (ICCV), Kyoto, IEEE, pp. 833 - 840, 09/2009. Abstract

Martinez-Munoz, G., N. Larios, E. N. Mortensen, W. Zhang, A. Yamamuro, R. Paasch, N. Payet, D. A. Lytle, L. G. Shapiro, S. Todorovic, et al., "Dictionary-free categorization of very similar objects via stacked evidence trees", 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPR Workshops), Miami, FL, IEEE, pp. 549 - 556, 06/2009. Abstract

Schlake, B. W., J. R. Edwards, J. M. Hart, C. P. L. Barkan, S. Todorovic, and N. Ahuja, "Machine vision condition monitoring of heavy-haul railcar structural underframe components", Int. Heavy Haul Conf., Shanghai, China, 06/2009. Abstract

Payet, N., and S. Todorovic, "Matching Hierarchies of Deformable Shapes", Proceedings of the 7th IAPR-TC-15 International Workshop on Graph-Based Representations in Pattern Recognition, vol. 5534, Venice, Italy, Springer Berlin Heidelberg, pp. 1 - 10, 05/2009. Abstract

2008

Todorovic, S., and N. Ahuja, "Scale-invariant region-based hierarchical imagematching", 2008 19th International Conference on Pattern Recognition (ICPR), Tampa, FL, IEEE, pp. 1 - 5, 12/2008. Abstract

Todorovic, S., and N. Ahuja, "Unsupervised Category Modeling, Recognition and Segmentation in Images", IEEE Trans. Pattern Analysis Machine Intell, vol. 30, issue 12, pp. 2158-2174, 12/2008. Abstract

Todorovic, S., and N. Ahuja, "Unsupervised Category Modeling, Recognition, and Segmentation in Images", IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 30, issue 12, pp. 2158 - 2174, 12/2008. Abstract

Ahuja, N., and S. Todorovic, "Connected Segmentation Tree — A joint representation of region layout and hierarchy", 2008 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Anchorage, AK, IEEE, pp. 1 - 8, 06/2008. Abstract

Todorovic, S., and N. Ahuja, "Learning Subcategory Relevances for Category Recognition", IEEE Computer Vision Pattern Recognition (CVPR), Anchorage, AK, 06/2008. Abstract

Sun, Y., S. Todorovic, and S. Goodison, "A Feature Selection Algorithm Capable of Handling Extremely Large Data Dimensionality", SIAM Int. Conf. Data Mining (SDM 2008), Atlanta, GA, pp. 530-540, 04/2008.

Todorovic, S., and N. Ahuja, "Region-Based Hierarchical Image Matching", International Journal of Computer Vision, vol. 78, issue 1: Springer Netherlands, pp. 47-66, 2008. Abstract

2007

Lu, K., D. Wu, J. Fan, S. Todorovic, and A. Nucci, "Robust and efficient detection of DDoS attacks for large-scale internet", Computer Networks, vol. 51, issue 18, pp. 5036 - 5056, 12/2007. Abstract

School of Electrical Engineering & Computer Science