Morgan and Claypool Publishers, San Rafael, CA, January, 2009. Improvements in network bandwidth along with dramatic drops in digital storage and processing costs have resulted in the explosive growth of multimedia (combinations of text, image, audio, and video) resources on the Internet and in digital repositories. A suite of computer technologies delivering speech, image, and natural language understanding can automatically derive descriptive metadata for such resources. Difficulties for end users ensue, however, with the tremendous volume and varying quality of automated metadata for multimedia information systems. This lecture surveys automatic metadata creation methods for dealing with multimedia information resources, using broadcast news, documentaries, and oral histories as examples. Strategies for improving the utility of such metadata are discussed, including computationally intensive approaches, leveraging multimodal redundancy, folding in context, and leaving precision-recall tradeoffs under user control. Interfaces building from automatically generated metadata are presented, illustrating the use of video surrogates in multimedia information systems. Traditional information retrieval evaluation is discussed through the annual National Institute of Standards and Technology TRECVID forum, with experiments on exploratory search extending the discussion beyond fact-finding to broader, longer term search activities of learning, analysis, synthesis, and discovery.
|More Books by Members of the Robotics Institute
|Computer Vision for Biomedical Image Applications|
Proceedings of the First International Workshop on Computer Vision for Biomedical Image Applications: Current Techniques and Future Trends, CVBIA 2005, Yanxi Liu, Tianzi Jiang, and Changshui Zhang,ed., Springer, November, 2005.
|Principles of Robot Motion: Theory, Algorithms, and Implementations|
Howie Choset, Kevin M. Lynch, Seth Hutchinson, George A. Kantor, Wolfram Burgard, Lydia E. Kavraki, and Sebastian Thrun
Principles of Robot Motion: Theory, Algorithms, and Implementations, MIT Press, Cambridge, MA, June, 2005.
|Algorithmic Foundations of Robotics VI|
Michael Erdmann , David Hsu, Mark Overmars, and A. Frank van der Stappen
Springer Tracts in Advanced Robotics 17, Springer, Heidelberg, 2005.
|Monorail Transport Systems|
University of Mostar , Department of Mechanical Engineering, Mostar, Bosnia & Herzegovina, 1999.
|Mechanics of Robotic Manipulation|
Matthew T. Mason
MIT Press, Cambridge, MA, August, 2001.
|Design and Testing of a Stewart Platform Augmented Manipulator for Space Applications|
Terrence W. Fong
Master's Thesis, Department of Aeronautics and Astronautics,ed., Massachusetts Institute of Technology, Cambridge, MA, June, 1990.
|Three-Dimensional Vision Systems|
Three-Dimensional Vision Systems, T. Kanade,ed., Kluwer Academic Publishing, Boston, MA, March, 1987.
|Electro-optical Processing of Images|
Takeo Kanade, S. Kurita, T. Sakai, and M. Yamaguchi
Electro-optical Processing of Images, The Institute of Electrical Engineers of Japan, 1994.
|Mind Children: the future of robot and human intelligence|
Harvard University Press, Cambridge, Massachusetts, October, 1988.
D. P. Dimitrov and Daniel Nikovski
Technical University Sofia Press, Sofia, 1997.
|Neural network perception for mobile robot guidance|
Kluwer Academic Publishing, 1993.
|Robot Rover Visual Navigation|
UMI Research Press, Ann Arbor, Michigan, 1981.
|Graphics Gems IV|
Paul Heckbert,ed., Academic Press, Boston, 1994.
|Intelligent Unmanned Ground Vehicles: Autonomous Navigation Research at Carnegie Mellon|
Martial Hebert , Chuck Thorpe, and Anthony (Tony) Stentz
M. Hebert, C. Thorpe, and A Stentz,ed., KluwerAcademic Publishers, 1997.
|Robot Hands and the Mechanics of Manipulation|
Matthew T. Mason and J. Kenneth Salisbury
MIT Press, Cambridge, MA, 1985.
|Robot Motion: Planning and Control|
M. Brady, J. M. Hollerbach, T. Johnson, T. Lozano-Perez, and Matthew T. Mason
MIT Press, Cambridge, MA, 1982.
|Vision and Navigation: the Carnegie Mellon Navlab|
C. Thorpe,ed., Kluwer Academic Publishers, 1990.
|Learning To Learn|
Sebastian Thrun and L. Pratt
S. Thrun and L. Pratt,ed., Kluwer Academic Publishers, November, 1997.
|Cooperative Information Agents II - Learning, Mobility, and Electronic Commerce for Information Discovery in the Internet|
Matthias Klusch and
Proceedings of Second International Workshop CIA-98 on Cooperative Information Agents, Klusch,M. and Wei?G.,ed., Springer Verlag, July, 1998.
|Cooperative Information Agents|
P. Kandzia and Matthias Klusch
Proceedings of First International Workshop CIA-97 on Cooperative Information Agents, Kandzia,P. and Klusch,M.,ed., Springer Verlag, February, 1997.
|Explanation-Based Neural Network Learning - A Lifelong Learning Approach|
Kluwer Academic Publishers, Boston, MA, 1996.
|Intelligent Image Databases - Towards Advanced Image Retrieval|
Kluwer Academic Publishers, 1997.
|Interleaving Planning and Execution for Autonomous Robots|
Kluwer Academic Publishers, 1997.