Automatic
Movie Content Analysis
Automatic Video Abstracting |
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What is a Video Abstract? |
We
all know what the abstract of an article is: a s hort summary of a document,
often used to preselect material relevant to the use r. The medium of the
abstract and the document are the same, namely text. In the age of multimedia,
it would be desirable to use video abstracts in very much th e same way:
as short clips containing the essence of a longer video, without a b reak
in the presentation medium. However, the state of the art is to use textual
abstracts for indexing and searching large video archives. This media break
is harmful since it typically leads to considerable loss of information.
For exampl e it is unclear at what level of abstraction the textual description
should be; if we see a famous politician at a dinner table with a group
of other politician s, what should the text say? Should it specify the
names of the people, give the ir titles, specify the event, or just describe
the scene as if it were a painting, emphasizing colors and geometry? An
audio-visual abstract, to b e interpreted by a human user, is semantically
much richer than a text. We defin e a video abstract to be a sequence of
moving images, extracted from a longer vi deo, much shorter than the original,
and preserving the essential message of the original.
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Why are VideoAbstracts useful? |
The power of visual abstracts
can be helpful in many application contexts. Let us look at some examples.
Multimedia archives. With the advent of multimedia PCs and workstations,
the Wor ld Wide Web and standardized video compression techniques, more
and more video m aterial is being digitized and archived worldwide. Wherever
digital video materi al is stored, we can use video abstracts for indexing
and retrieval. For instanc e, the on-line abstracts could support journalists
when searching old video mate rial, or when producing documentaries. Another
example is the Internet movie dat abase IMDb on the Web (http://uk.imdb.com/).
It is indexed on the basis of "hand -made" textual information about the
movies; sometimes, a short clip, selected a t random, is also included.
The index could easily be extended by automatically generated video abstracts.
Movie marketing. Trailers are widely used for movie advertising in cinemas
and o n television. Currently the production of this type of abstract is
quite costly and time-consuming. With our system we could produce trailers
automatically. In order to tailor a trailer to a specific audience, we
would set certain parameter s such as the desirable amount of action or
of violence. Another possibility would be a digital TV magazine. Instead
of reading short tex tual descriptions of upcoming programs you could view
the abstracts with out even having to get up from your couch (supposing
you have an int egrated TV set and Web browser). And for digital video-ondemand
systems the content provider could supply video abstracts in an integrated
fashion. Home entertainment. If you miss an episode of your favorite television
series the abstracting could perfor m the task of telling you briefly what
happened "in the meantime". Many more inn ovative applications could be
built around the basic video abstracting technique .
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Demo Video |
Short
Demo Video (MPEG-1: 31MB)
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Publications |
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