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International Conference on Semantic Computing (ICSC 2007)
A Hybrid Approach to Improving Semantic Extraction of News Video
Irvine, California
September 17-September 19
ISBN: 0-7695-2997-6
ASCII Text
x 
 
A.G. Hauptmann, M.-Y. Chen, M. Christel, W.-H. Lin, J. Yang, "A Hybrid Approach to Improving Semantic Extraction of News Video," International Conference on Semantic Computing, pp. 79-86, International Conference on Semantic Computing (ICSC 2007), 2007.
 
 
BibTex
x
 
@article{ 10.1109/ICSC.2007.68,
author = {A.G. Hauptmann and M.-Y. Chen and M. Christel and W.-H. Lin and J. Yang},
title = {A Hybrid Approach to Improving Semantic Extraction of News Video},
journal ={International Conference on Semantic Computing},
volume = {0},
year = {2007},
isbn = {0-7695-2997-6},
pages = {79-86},
doi = {http://doi.ieeecomputersociety.org/10.1109/ICSC.2007.68},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - CONF
JO - International Conference on Semantic Computing
TI - A Hybrid Approach to Improving Semantic Extraction of News Video
SN - 0-7695-2997-6
SP79
EP86
A1 - A.G. Hauptmann,
A1 - M.-Y. Chen,
A1 - M. Christel,
A1 - W.-H. Lin,
A1 - J. Yang,
PY - 2007
KW - null
VL - 0
JA - International Conference on Semantic Computing
ER -
 
A.G. Hauptmann, Carnegie Mellon University, USA
M.-Y. Chen, Carnegie Mellon University, USA
M. Christel, Carnegie Mellon University, USA
W.-H. Lin, Carnegie Mellon University, USA
J. Yang, Carnegie Mellon University, USA
In this paper we describe a hybrid approach to improving semantic extraction from news video. Experiments show the value of careful parameter tuning, exploiting multiple feature sets and multilingual linguistic resources, applying text retrieval approaches for image features, and establishing synergy between multiple concepts through undirected graphical models. No single approach provides a consistently better result for every concept detection, which suggests that extracting video semantics should exploit multiple resources and techniques rather than a single approach.
Citation:
A.G. Hauptmann, M.-Y. Chen, M. Christel, W.-H. Lin, J. Yang, "A Hybrid Approach to Improving Semantic Extraction of News Video," icsc, pp.79-86, International Conference on Semantic Computing (ICSC 2007), 2007
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