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  1. Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
  2. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) : Volume 4
  3. Issue 1, January 2008
  4. Optimization of interactive visual-similarity-based search
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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
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) : Volume 5
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) : Volume 4
Issue 4, October 2008
Issue 3, August 2008
Issue 2, May 2008
Issue 1, January 2008
Incorporating feature hierarchy and boosting to achieve more effective classifier training and concept-oriented video summarization and skimming
Rate-distortion optimized streaming of fine-grained scalable video sequences
Video quality estimation in wireless IP networks: Algorithms and applications
Partial query resolution for animation authoring
A revenue-rewarding scheme of providing incentive for cooperative proxy caching for media streaming systems
An automated end-to-end lecture capture and broadcasting system
Optimization of interactive visual-similarity-based search
Hierarchical video patching with optimal server bandwidth
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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Optimization of interactive visual-similarity-based search

Content Provider ACM Digital Library
Author Nguyen, Giang Phuong Worring, Marcel
Copyright Year 2008
Abstract At one end of the spectrum, research in interactive content-based retrieval concentrates on machine learning methods for effective use of relevance feedback. On the other end, the information visualization community focuses on effective methods for conveying information to the user. What is lacking is research considering the information visualization and interactive retrieval as truly integrated parts of one content-based search system. In such an integrated system, there are many degrees of freedom like the similarity function, the number of images to display, the image size, different visualization modes, and possible feedback modes. To base the optimal values for all of those on user studies is unfeasible. We therefore develop search scenarios in which tasks and user actions are simulated. From there, the proposed scheme is optimized based on objective constraints and evaluation criteria. In such a manner, the degrees of freedom are reduced and the remaining degrees can be evaluated in user studies. In this article, we present a system that integrates advanced similarity based visualization with active learning. We have performed extensive experimentation on interactive category search with different image collections. The results using the proposed simulation scheme show that indeed the use of advanced visualization and active learning pays off in all of these datasets.
Starting Page 1
Ending Page 23
Page Count 23
File Format PDF
ISSN 15516857
e-ISSN 15516865
DOI 10.1145/1324287.1324294
Volume Number 4
Issue Number 1
Journal ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Language English
Publisher Association for Computing Machinery (ACM)
Publisher Date 2008-02-11
Publisher Place New York
Access Restriction One Nation One Subscription (ONOS)
Subject Keyword Interactive search Active learning Similarity based visualization
Content Type Text
Resource Type Article
Subject Hardware and Architecture Computer Networks and Communications
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