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CIS750

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... unsolved cases, witness statements, etc) that deal with the Cali drug cartel's ... all individuals who have been convicted of attempted murder in North America ... – PowerPoint PPT presentation

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Title: CIS750


1
CIS750 Seminar in Advanced Topics in Computer
ScienceAdvanced topics in databases
Multimedia Databases
  • V. Megalooikonomou
  • Introduction

2
General Overview
  • Multimedia data
  • Multimedia data applications
  • Access of different media types
  • Operations on multimedia data
  • Infrastructure to support operations
  • Content Extracting media content indexing
    queries
  • Physical storage storing media data
  • Creating presentations Creating media
    presentations (in response to queries)
    delivering them to users at remote sites

3
Media types
  • Text/Document
  • Image
  • Video
  • Audio
  • Traditional data (e.g., relations, flat files,
    object bases, etc)
  • Video and audio differ from the other media types
    (temporal info)
  • retrievals must be continuous
  • support fast-forward, rewind, pause

4
Multimedia DBMS
  • A framework that manages different types of data
    potentially represented in a wide diversity of
    formats on a wide array of media sources
  • Abilities of Multimedia DBMSs (MMDBMSs)
  • Uniformly query data represented in different
    formats
  • Simultaneously query different media sources and
    apply traditional (classical) database operations
    on them
  • Retrieve media objects from local storage devices
    in a smooth jitter free (i.e., continuous) manner
  • Develop a presentation of the answer generated by
    a query and deliver the presentation in way that
    satisfies Quality of Service

5
Sample Multimedia Scenario
  • Scenario A police investigation of a large-scale
    drug operation
  • Types of data
  • Video from surveillance cameras that record
    activities at various locations
  • Audio from legally authorized telephone wiretaps
  • Images from still photographs taken by
    investigators
  • Documents seized by the police
  • Structured relational data containing background
    information, bank records, etc.
  • Geographical information systems data containing
    geographic data relevant to the investigation

6
Example Images Queries for Multimedia scenario
  • Query 1
  • Retrieve all images from the image library in
    which the person appearing in the (currently
    displayed) photograph appears
  • Query 2
  • Retrieve all images from the image library in
    which Dennis Dopeman appears

7
Example Image Queries Issues
  • Image based vs keyword-based queries
  • Output a ranked list of images that are
    similar to the query image
  • Similarity?
  • Ranking?
  • Efficiency in supporting these queries
  • Association of different attributes with
    images(or parts of images)
  • Indexing and retrieving images effectively

8
Example Audio Query for Multimedia Scenario
  • Query 1
  • Listening to a tape containing a conversation
    between individual A (person under surveillance)
    and individual B (somebody meeting person A).
    Query Find the identity of individual B, given
    that individual A is Denis Dopeman
  • Query 2
  • Find all audio tapes in which Denis Dopeman was a
    participant

9
Example Text/Video Query
  • Text Query Find all documents (from the corpora
    of text documents, e.g., newspaper archives,
    police dept. files on old, unsolved cases,
    witness statements, etc) that deal with the Cali
    drug cartels financial transactions with ABC
    Corp.
  • Video Query Find all video segments in which the
    victim of the assault appears.

10
Heterogeneous Query
  • Complex queries will mix and match data from
    different media sources
  • Textual example Find all individuals who have
    been convicted of attempted murder in North
    America and who have recently has electronic
    fund transfers made into their bank accounts from
    ABC Corp.
  • Answering this query is problematic
  • May requiring accessing a wide variety of
    databases belonging to different police
    jurisdictions, etc
  • ABC Corp. may have accounts in hundreds of banks
    worldwide each using different formats and
    database systems

11
Heterogeneous Multimedia Query
  • Find all individuals who have been photographed
    with Jose Orojuelo and who have been convicted of
    attempted murder in North America and who have
    recently has electronic fund transfers made into
    their bank accounts from ABC Corp.
  • This query requires
  • Accessing a database containing names and
    pictures of various individuals
  • Accessing photograph database of still images,
    surveillance video database
  • Accessing image processing algorithms to
    determine who occurs in which video/still
    photograph

12
Multimedia Research Issues Queries
  • A single language within which multimedia data of
    different types can be accessed
  • Be able to specify combination operations across
    different media types (in addition to across
    different relations through join, union,
    difference, etc)
  • Be able to access metadata (describing the
    content of different media sources) and raw
    data supported by different media sources
  • Be able to merge, manipulate, and join results
    from different media sources
  • Optimize a single query or a set of queries

13
Multimedia Research Issues Content
  • What is the content of a media source? Under what
    conditions can content be described textually and
    under what conditions must it be described
    directly through the original media type?
  • How should we extract the content of an image,
    video-clip, audio-clip, free/structured document?
  • How to index the results of the extracted
    content?
  • How to efficiently retrieve media data on the
    basis of similarity?
  • How one had to design a multimedia database
  • How should queries be relaxed so that not only
    the original but also similar queries get
    processed?
  • What are efficient algorithms for processing
    these queries?

14
Multimedia Research Issues Storage
  • How do the following (standard) storage devices
    work?
  • Disk systems
  • CD-ROM systems
  • Tape systems and tape libraries
  • How is data laid out on such devices?
  • How do we design disk/CD-ROM/tape servers so as
    to optimally satisfy different clients
    concurrently, when the operations are
  • Playback
  • Rewind
  • Fast forward
  • Pause

15
Multimedia Research Issues Presentations and
Delivery
  • How to specify the content of multimedia
    presentations?
  • How to specify the form (temporal/spatial layout)
    of this content?
  • How to create a presentation schedule that
    satisfies these temporal/spatial presentation
    requirements?
  • How to deliver a multimedia presentation to users
    when
  • There is a need to interact with remote servers
    to assemble the presentation
  • There are bounds on the bandwidth, load and other
    resources
  • There is a mismatch between host servers
    capabilities and customers machine capabilities
  • How to achieve Quality of Service?
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