Video Information Retrieval - PowerPoint PPT Presentation

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Video Information Retrieval

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Title: Video Information Retrieval


1
Video Information Retrieval
  • Mark Ruzomberka
  • IST 497
  • 11/07/02

2
Joke
3
Outline
  • What is Video Information Retrieval (VIR) ?
  • Reasons VIR is necessary
  • Theoretical
  • Where we are today
  • Examples
  • Problems
  • Future Work
  • Conclusion

4
What is Video Information Retrieval (VIR) ?
  • Recognition technologies
  • Image
  • Voice
  • Text transcripts
  • Document retrieval technologies
  • Topic segmentation
  • Topic matching
  • Text summarization
  • Presentation Technologies
  • Combine Recognition and retrieval technologies
  • Result is an integrated application

5
VIR-Need, or Why do I care?
  • Consider the task of trying to find a five
    minute video clip of interest in a library of
    1000 hour long tapes.
  • Consider the go to the part where problem

6
What do people want from IR
  • D-Lib Magazines asks
  • What do People want from Information Retrieval?
  • 8 Multimedia

7
Specificly, Reasons for Video IR
  • Reading is slow compared to your potential for
    understanding information
  • Humans think in pictures not words
  • Reading is particularly slow on a computer screen
  • Example Daydreaming while some one is talking
  • Reading a page in a book and not remembering what
    it was about

8
VIR makes for quicker human understanding.
  • Palm/Grafitti 25
  • Hand Writing 35-40
  • Typing 50-70
  • Speaking 135-175
  • Reading 200
  • Listening 400 - 500
  • Thinking 500
  • Video IR allows for faster access to information

9
Theoretical
  • Think of the Jetsons mail system
  • You talk to the computer,
  • Computer intelligently talks back to you

10
Where we are today
  • Two of Video Information Retrieval System are
    currently available
  • Type One- keyword/text based
  • Type Two- Content based

11
Type One- keyword/text based
  • DVR- basic expansion of image IR,
  • not as interesting

12
Type Two- Content based
MSR Video Skimmer
Video Mail
Informedia
13
Example Video Mail
  • University of Cambridge
  • 1994-1996
  • ATT
  • 1999
  • 2000-project ended

14
Video Mail Medusa network
  • Medusa multimedia environment at Olivetti
    Research Ltd. In Cambridge
  • It takes a modular approach unlike that of a pc
    or workstation
  • Unified by a common interface to ATM network
  • Devices plug directly into network and include
  • Cameras
  • Audio devices
  • Networked frame buffers
  • Processor farms
  • Disk drives

15
Video Mail Medusa Network
  • The network is the computer metaphor is used
  • Solves storage and network speed problems
  • Complicates expense problem

16
How it works-Overview
17
The Integrated Application
  • narrow by sender,date, time

18
Video Mail Video Browser
  • Content is now being viewed
  • Keywords are flagged

19
Video Mail Video Browser
  • In the latest version thumb-nailed pictures of
    key frames replace color coded line of the search
    keyword

20
Informedia
  • The Informedia Digital Video Library Project
    automatically combines speech, image and natural
    language understanding to create a full-content
    searchable digital video library.

21
Informedia
22
Informedia human factor issues
  • Interaction
  • Motivation
  • Effective usage modes
  • Commercial compression
  • VHS quality playback.
  • Terabyte (1,000 gigabytes) of storage
  • 1000 hours of video.

23
Problems
  • Human understanding
  • Spoken document retrieval
  • Poor video browsers
  • Expensive
  • Slow access to data
  • Large amounts of data

24
Microsoft Research (MSR) Video Skimmer
25
Microsoft Research (MSR) Video Skimmer
  • Enhanced Browser Controls
  • Time Compression
  • Pause Removal
  • Textual Indices
  • TOC, Notes
  • Visual Indices
  • Shot Boundary Frames
  • Timeline Markers
  • Jump Control (Back/Next)

26
Problem Poor Content Based Video Browsers
  • Current VCR model allows for poor navigation
  • go the the part where they say problem

27
Problem Expensive
  • Hard drive space expensive
  • Video adds to problem
  • High bandwidth needs are also expensive
  • http//www.littletechshoppe.com/ns1625/winchest.ht
    ml

28
Problem Slow Access to Data
  • Broadband still not available everywhere
  • Availability doesnt mean acceptance
  • Especially after dot com crash 2000

29
Problem Large Amounts of Data
  • Current Systems use MPEG2
  • Newer compression technologies
  • MPEG 4-DIVX -DVD Quality
  • Video consumes orders of magnitude more storage
    than text
  • MPEG 7 is on horizon

30
Future Work ?
  • Sky the limit ?
  • Sci-Fi the limit ?
  • Hard Drive Space, Bandwidth are current
    limitations.

31
Conclusion
  • Not yet ready for prime time
  • Storage and Network Costs decreasing
  • Success is in day to day usage
  • Slowly Becoming Mainstream E.x.Tivo
  • Problems of real world tests
  • Idiot proof
  • ATM and Medusa arent mainstream

32
Papers
  • Video Mail Retrieval Using Voice Report on
    Keyword.. - Jones, Foote, Jones.. (1994)
  • What do people want from Information Retrieval?.
    Croft, Bruce W. D-Lib Magazine. (1995)
  • Video Skimming for Quick Browsing based on Audio
    and Image.. - Smith, Kanade (1995)
  • The VISION digital video library (context) -
    Gauch, Li et al. (1997)
  • Informedia News-on-Demand Multimedia
    Information.. - Hauptmann, Witbrock (1997)
  • M.G. Christel and D.J. Martin, "Information
    Visualization within a Digital Video Library", J.
    Intelligent Info. Systems 11(3), (1998), pp.
    235-257
  • Browsing Digital Video. Li, Gupta, Sanocki et.
    Al.

33
Questions?
34
Joke?
  • "There are 10 types of people in the world...
  • those who understand binary and those who don't."
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