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  1. Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
  2. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) : Volume 1
  3. Issue 3, August 2005
  4. Temporal event clustering for digital photo collections
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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
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
Issue 4, November 2005
Issue 3, August 2005
IMCE: Integrated media creation environment
Flexible cross-domain event delivery for quality-managed multimedia applications
Temporal event clustering for digital photo collections
Coordinated enroute multimedia object caching in transcoding proxies for tree networks
Issue 2, May 2005
Issue 1, February 2005

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Temporal event clustering for digital photo collections

Content Provider ACM Digital Library
Author Foote, Jonathan Girgensohn, Andreas Wilcox, Lynn Cooper, Matthew
Copyright Year 2005
Abstract Organizing digital photograph collections according to events such as holiday gatherings or vacations is a common practice among photographers. To support photographers in this task, we present similarity-based methods to cluster digital photos by time and image content. The approach is general and unsupervised, and makes minimal assumptions regarding the structure or statistics of the photo collection. We present several variants of an automatic unsupervised algorithm to partition a collection of digital photographs based either on temporal similarity alone, or on temporal and content-based similarity. First, interphoto similarity is quantified at multiple temporal scales to identify likely event clusters. Second, the final clusters are determined according to one of three clustering goodness criteria. The clustering criteria trade off computational complexity and performance. We also describe a supervised clustering method based on learning vector quantization. Finally, we review the results of an experimental evaluation of the proposed algorithms and existing approaches on two test collections.
Starting Page 269
Ending Page 288
Page Count 20
File Format PDF
ISSN 15516857
e-ISSN 15516865
DOI 10.1145/1083314.1083317
Volume Number 1
Issue Number 3
Journal ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Language English
Publisher Association for Computing Machinery (ACM)
Publisher Date 2005-08-01
Publisher Place New York
Access Restriction One Nation One Subscription (ONOS)
Subject Keyword Digital photo organization Digital libraries Temporal media indexing
Content Type Text
Resource Type Article
Subject Hardware and Architecture Computer Networks and Communications
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