Computer Vision [CV]
Dates & Rooms:
Wednesday, 14:00 - 15:30; Room: 09.150
The main theme for the Computer Vision Colloquium during the Winter Semester 2008-2009 will be Sensor Fusion. It is a continuation of the Summer Semester 2008 Colloquium. We will be discussing well-known methodologies for sensor fusion including: classifier ensembles, boosting, fuzzy techniques for combining classifiers, the Dempster-Shafer method, Belief propagation, neural networks etc.
Meeting Time and Place: Unless otherwise specified, the colloquium meets every Wednesday 14:00 - 15:30 at the LME Seminar room 09.150.
Scheduled Discussion Topics
|Date||Topic||Papers for Discussion or Discussion Leader|
|27. August||Multisensor Fusion|| J. K. Hackett and M. Shah, "Multi-sensor Fusion: a Perspective," International Conference on Robotics and Applications, pp. 1324-1330, 1990.|
|3. September||C A N C E L L E D |
D. Ruta and B. Gabrys, "An Overview of Classifier Fusion Methods," Computing and Information Systems, Vol. 7, No. 1, pp. 1-10,2000.
|17. September||Classifier Ensembles|
R. Polikar, "Bootstrap-Inspired Techniques in Computation Intelligence," IEEE Signal Processing Magazine, pp. 59-72, 2007.
N. C. Oza and K. Tumer, "Classifier Ensembles: Select Real-World Applications," Information Fusion, Vol. 9, No. 1, pp. 4-20, 2008.
Special Meeting Place: ISA House, Haberstr. 2
|Viola-Jones Detector (by popular demand)|
P. Viola and M. Jones, "Robust Real-Time Face Detection," International Journal of Computer Vision, Vol. 57, No. 2, pp. 137-154, 2004.
P. Viola, M. Jones and D. Snow, "Detecting Pedestrians Using Patterns of Motion and Appearance," International Journal of Computer Vision, Vol. 63, No. 2, pp. 153-161, 2005.
|1. October||Fuzzy Classifier Fusion|
L. I. Kuncheva, "'Fuzzy' versus 'Nonfuzzy' in Combining Classifiers Designed by Boosting," IEEE Transactions on Fuzzy Systems, Vol. 11, No. 6, pp. 729-741, 2003.
R. R. Yager, "On the Dempster-Shafer Framework and New Combination Rules", Information Sciences, Vol. 41, No. 2, pp. 93-137, 1987.
R. R. Murphy, "Dempster-Shafer Theory for Sensor Fusion in Autonomous Mobile Robots," IEEE Transcations on Robotics and Automation, Vol. 14, No. 2, pp. 197-206, 1998.
|15. October||Image Level Fusion||Z. Zhang and R. S. Blum, "A Categorization of Multiscale-decomposition-based Image Fusion Schemes with a Performance Study for a Digital Camera Application," Proceedings of the IEEE, Vol. 87, No. 8, pp. 1315-1326, 1999.|
|22. October||Image Level Fusion and Wavelets||H. Li, B.S. Majunath and S.K. Mitra, "Multi-sensor Image Fusion using the Wavelet Transform", International Conference on Image Processing, pp. 13-16, 1994.|
|29. October||Sensor Fusion and Belief Propagation||I. Bloch, "Information Combination Operators for Data Fusion: a Comparative Review with Classification," IEEE Transactions on Systems, Man and Cybernetics, Vol. 26, No. 1, pp. 52-67, 1996.|
|5. November||Sensor Fusion and Neural Nets|
K . Tumer and J. Ghosh, "Analysis of Decision Boundaries in Linearly Combined Neural Classifiers," Pattern Recognition, Vol. 29, No. 2, pp. 341-348, 1996.
S. B. Cho and J. H. Kim, "Multiple Network Fusion using Fuzzy Logic," IEEE Transactions on Neural Networks, Vol. 6, No. 2, pp. 497-501, 1995.