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A Semantic Associative Computation Method for Automatic Decorative-Multimedia Creation with 'Kansei' Information
Kiyoki, Y. and Chen, X.
In the design of multimedia systems, one of the important
issues is how to deal with 'Kansei' of human beings. The
concept of 'Kansei' in Japanese includes several meanings
on sensitive recognition, such as 'impression', 'human
senses', 'feelings', 'sensitivity', 'psychological reaction'
and 'physiological reaction'.
This paper presents a new concept of 'automatic
decorative-multimedia creation' and a semantic
associative computation method. This method realizes
automatic main-media decoration with dynamic
sub-media data selection for representing main-media as
decorative multimedia. The aim of this method is to create
a new field of 'automatic decorative-media art' with
'semantic associative computing'.
This paper defines an 'automatic media decoration
model' with semantic spaces and media-decoration
functions. Automatic media decoration is realized by
applying the Mathematical Model of Meaning (MMM) to
a media-transmission space for computing semantic
correlations between main-media objects and sub-media.
The process of this dynamic media decoration method
consists of the following functions:
(1) Extraction of semantic 'Kansei' features of
'main-media object', such as music, image and video.
(2) Mapping of the main-media object onto the
media-transmission space between main-media and
sub-media.
(3) Semantic associative computation of correlations
between the main-media object and the features of the
sub-media space by MMM, and creating a vector of
the main-media object with the features of the
sub-media space.
(4) Mapping of the vector of the main-media object to the
sub-media space, and semantic associative computing
between the main-media object and sub-media data.
(5) Semantic ranking of sub-media objects as the result of
the semantic associative computation, and selects one
of the sub-media objects with high correlation values
to the target main-media object.
(6) Automatic rendering of the target main-media object
with the selected sub-media object for decorating the
main-media presentation.
This paper shows several significant applications of the
semantic associative computation method for 'automatic
decorative-media creation'. |
Cite as: Kiyoki, Y. and Chen, X. (2009). A Semantic Associative Computation Method for Automatic Decorative-Multimedia Creation with 'Kansei' Information. In Proc. Sixth Asia-Pacific Conference on Conceptual Modelling (APCCM 2009), Wellington, New Zealand. CRPIT, 96. Kirchberg, M. and Link, S., Eds. ACS. 7-15. |
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