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  1. Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
  2. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) : Volume 6
  3. Issue 4, November 2010
  4. MultiFusion: A boosting approach for multimedia fusion
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ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) : Volume 10
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) : Volume 9
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) : Volume 8
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) : Volume 7
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) : Volume 7S
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) : Volume 6
Issue 4, November 2010
Obituary to our dear friend professor Dr. Nicolas D. Georganas, PhD.
Foreword to the special issue on multimedia sensor fusion
MultiFusion: A boosting approach for multimedia fusion
Multimedia sensor fusion for retrieving identity in biometric access control systems
Dialocalization: Acoustic speaker diarization and visual localization as joint optimization problem
Spatial-geometric approach to physical mobile interaction based on accelerometer and IR sensory data fusion
Enabling multiparty 3D tele-immersive environments with ViewCast
Optimizing consistency by maximizing bandwidth usage in distributed interactive applications
Understanding overlay characteristics of a large-scale peer-to-peer IPTV system
Issue 3, August 2010
Issue 2, March 2010
Issue 1, February 2010
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) : Volume 5
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) : Volume 4
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) : Volume 3
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) : Volume 2
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) : Volume 1

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MultiFusion: A boosting approach for multimedia fusion

Content Provider ACM Digital Library
Author Wang, Xiangyu Kankanhalli, Mohan
Copyright Year 2010
Abstract The multimodal data usually contain complementary, correlated and redundant information. Thus, multimodal fusion is useful for many multisensor applications. Here, a novel multimodal fusion algorithm is proposed, which is referred to as “MultiFusion.” The approach adopts a boosting structure where the atomic event is considered as the fusion unit. The correlation of multimodal data is used to form an overall classifier in each iteration. Moreover, by adopting the Adaboost-like structure, the overall fusion performance is improved. Both the simulation experiment and the real application show the effectiveness of the MultiFusion approach. Our approach can be applied in different multimodal applications to exploit the multimedia data characteristics and improve the performance.
Starting Page 1
Ending Page 18
Page Count 18
File Format PDF
ISSN 15516857
e-ISSN 15516865
DOI 10.1145/1865106.1865109
Volume Number 6
Issue Number 4
Journal ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Language English
Publisher Association for Computing Machinery (ACM)
Publisher Date 2010-11-26
Publisher Place New York
Access Restriction One Nation One Subscription (ONOS)
Subject Keyword Decision fusion Adaboost Atomic event multimodal fusion Boosting
Content Type Text
Resource Type Article
Subject Hardware and Architecture Computer Networks and Communications
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