Research Projects
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Conference XP Project
Sound source localization by microphone arrays
Automatic calibration of microphone arrays
Audio-visual tracking of speakers
Tele-conferencing system with automatic focusing using microphone arrays
Web Object Indexing Using Domain Knowledge
Web object is defined to represent any meaningful object embedded in web pages
(e.g. images, music) or pointed to by hyperlinks (e.g. downloadable files).
Users usually search for information of a certain ¡®object¡¯, rather than a web
page containing the query terms. To facilitate web object searching and
organizing, we propose a novel approach to web object indexing, by detecting
its inherent structure information with domain knowledge. In our approach,
Layered LSI (Latent Semantic Indexing) spaces are built for the
hierarchical-structured domain knowledge, in order to emphasize specific
semantics and term space in each layer of domain knowledge. Web object
representation is constructed by text and hyperlink analysis; and then further
pruned to remove the noises. The structure attributes of web object are finally
extracted by finding the knowledge document that best matches the web object.
Our approach also indicates a new way to use trust-worthy Deep Web knowledge to
help organize dispersive information of Surface Web.
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Music Repeating Pattern Discovery and Music Structure
Analysis
Music and songs usually have repeating patterns and repetitive structure. The
automatic extraction of such repeating patterns and structure is useful for
further music summarization, indexing and retrieval. We develop an effective
approach of repeating pattern discovery and structure analysis is proposed for
acoustic music data. Constant Q transform is utilized for feature extraction
and a novel similarity measure between musical features is proposed. From the
self-similarity matrix of the music, an adaptive method is then presented to
extract all the significant repeating patterns. Based on the obtained
repetitions, musical structure is further analyzed with some heuristic rules.
And finally, an optimization-based approach is proposed to determine the
accurate boundary of each musical section.
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Music Emotion Recognition
The automatic emotion recognition of music is useful for music understanding,
indexing, and retrieval. We present a scheme to recognize the emotional meaning
of western tonal music. First, novel musical features are extracted from
MIDI files, according to some psychological theories in western cultures.
Second, a 2-dimensional ¡®Emotion Plane¡¯ model is constructed as music
emotion¡¯s taxonomy. Third, the support vector machine (SVM) is trained using
the extracted features. Finally, the trained support vector machine can be used
to classify the music emotions into six classes, according to the emotion plane
model.
Publications
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A Portable Scene-Aware View Management System for Video-Conferencing
Muyuan WANG, Klara Nahrstedt, Miles Johnson
Accpeted by 2007 8th IEEE International Conference on Multimedia and Expo
(ICME'07),
Beijing,
China, July 2-4, 2007.
[PDF]
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Web Object Indexing Using Domain Knowledge
Muyuan WANG, Zhiwei Li, Lie Lu, Weiying Ma, and Naiyao Zhang
11th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
(KDD'05),
Chicago, IL
USA, August 21-24, 2005.
[PDF]
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Repeating Pattern Discovery and Structure Analysis
from Acoustic Music Data
Lie Lu, Muyuan WANG, and Hong-Jiang Zhang
Proc. of 6th ACM SIGMM International Workshop on Multimedia Information
Retrieval (MIR'04), in
conjuction with ACM Multimedia 2004, New
York, NY USA, October 15-16, 2004.
[PDF]
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Repeating Pattern Discovery from Acoustic Musical
Signals
Muyuan WANG, Lie Lu, and Hong-Jiang Zhang
Proc. of 2004 5th IEEE International Conference on Multimedia and Expo (ICME'04),
Taipei, Taiwan, June 27-30, 2004 (Oral Presentation)
[PDF]
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User-Adaptive Music Emotion Recognition
WANG Muyuan, ZHANG Naiyao, and ZHU Hancheng
Proc. of 2004 7th International Conference on Signal Processing (ICSP'04),
Beijing, China, August 31-September 4, 2004 (Oral Presentation)
[PDF]
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Real-time Animation of CAD-MF System Using Simplified
Particle System and Fast Translation Algorithm
Mu-Yuan Wang, Nai-yao Zhang, and Xin-yu Du
Proc. of The First International Conference on Machine Learning and Cybernetics
(ICMLC'02),
Pages:1614-1618 vol.3, Beijing,China, 4-5 November 2002 (Oral Presentation)
Thesis
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Emotion Recognition of Western Tonal Music (In
Chinese), Bachelor Thesis, Tsinghua University, June 2003
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