Research Projects | |
Image Data Base Retrieval9807-NTT03 Start date: 07/98 |
Paul Viola MIT AI Lab Tsutomu Horikoshi NTT |
Project summary |
This work uses machine learning methods and statistical computer vision tools to create trainable visual search engines.
Project description |
This a collaborative research project with NTT on image and video database search. We plan to study and create systems that can scan images and video to locate items of interest. For example, such a system should be able to scan a travel documentary for images of distinct locations and objects, like ``Buddhist temples'', ``gothic cathedrals'', or ``statues on horseback''. We believe that by leveraging our existing work in this area, we can play a key role in setting the standard for research in visual information retrieval. At the same time, this research provides an excellent opportunity for transition to practical applications. We believe that the complementary skills of MIT and NTT are well suited for pursuing this dual path of developing practical applications of image indexing in conjunction with fundamental progress in associated science and engineering. |
Demos, movies and other examples |
An example of the system in action. Given the sample queries shown at the left, the system finds the indicated images from the database as the best matches. |
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An example of the system in action. Given the sample queries shown at the left, the system finds the indicated images from the database as the best matches. |
The principal investigators |
Presentations and posters |
Poster - page 1:
Poster - page 2:
January 1999 Meeting, MIT:
Image data base overview:Image data base flexible templates:
March 1999 Meeting, NTT:
Progress Report:August 1999 Meeting, MIT:
Progress Report:Posters:
Publications |
"Boosting Image Retrieval", Kinh Tieu and Paul Viola,
Submitted to CVPR 2000.
Not for distribution, but may be viewed by members of the
NTT-MIT Collaboration.
"A Cluster-Based
Statistical Model for Object Detection.", Tom Rikert, Mike Jones and Paul Viola,
Proceedings of ICCV, September, 1999
"Recognition of Handwritten Mathematical Expressions.",
Nicholas Matsakis,
MIT Master's Thesis, 1999
"Restructuring Sparse High
Dimensional Data for Effective Retrieval.", Charles Lee Isbell and Paul Viola,
Advances in Neural Information Processing, 1998
"Texture Recognition Using a Non-parametric Multi-Scale Statistical
Model.", J. S. De Bonet and P. Viola
Proceedings IEEE Conf. on Computer Vision and Pattern Recognition, 1998
Proposals and progress reports |
Proposals:
NTT Bi-Annual Progress Report, July to December 1998:
NTT Bi-Annual Progress Report, January to June 1999:
NTT Bi-Annual Progress Report, July to December 1999:
NTT Bi-Annual Progress Report, January to June 2000:
For more information |