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Managing and searching distributed multidimensional annotations with large scale image data

  • Northeastern University
  • Siemens

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Scopus citations

Abstract

Advanced imaging applications are producing large-scale image data for medical diagnosis, part visualization and inspection, content retrieval, analysis, e-reporting, and so on. In many cases, service and non-textual annotations are made on top of the raw images to provide essential information on regions of interest, diseases, defects, evaluations, comments, and etc. These applications pose several challenges: i) Large data volume and the latency of data transfer over the Internet leads to a performance bottleneck; ii) The applications need advanced query support such as similarity queries on the multidimensional annotation data; and iii) Local applications need synchronizing data with a remote central database. In our work, we develop a general distributed multimedia data management system that achieves these goals by providing: i) an intelligent multimedia content caching system to support smooth local applications; ii) a loosely coupled extensible multi-indexing server to support different types of multimedia queries including similarity queries; iii) unified multimedia data access interfaces for universal data access; and iv) an integrated architecture that brings these technologies together into a robust system. The system is now successfully used to support image-based inspection and diagnosis applications such as global part inspection and knowledge database guided medical diagnosis.

Original languageEnglish
Title of host publicationMultimedia Content Analysis and Mining - International Workshop, MCAM 2007, Proceedings
PublisherSpringer Verlag
Pages361-370
Number of pages10
ISBN (Print)9783540734161
DOIs
StatePublished - 2007
EventInternational Workshop on Multimedia Content Analysis and Mining, MCAM 2007 - Weihai, China
Duration: Jun 30 2007Jul 1 2007

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume4577 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

ConferenceInternational Workshop on Multimedia Content Analysis and Mining, MCAM 2007
Country/TerritoryChina
CityWeihai
Period06/30/0707/1/07

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