Algorithms for Model-Based Gaussian Hierarchical Clustering
SIAM Journal on Scientific Computing
Time as essence for photo browsing through personal digital libraries
Proceedings of the 2nd ACM/IEEE-CS joint conference on Digital libraries
Assessing a Mixture Model for Clustering with the Integrated Completed Likelihood
IEEE Transactions on Pattern Analysis and Machine Intelligence
Geographic location tags on digital images
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Temporal event clustering for digital photo collections
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Modeling and clustering of photo capture streams
MIR '03 Proceedings of the 5th ACM SIGMM international workshop on Multimedia information retrieval
Metadata creation system for mobile images
Proceedings of the 2nd international conference on Mobile systems, applications, and services
Automatic organization for digital photographs with geographic coordinates
Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries
Automatically generating metadata for digital photographs with geographic coordinates
Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters
Temporal event clustering for digital photo collections
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Proceedings of the 13th annual ACM international conference on Multimedia
Photo LOI: browsing multi-user photo collections
Proceedings of the 13th annual ACM international conference on Multimedia
Generating summaries and visualization for large collections of geo-referenced photographs
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Generating diverse and representative image search results for landmarks
Proceedings of the 17th international conference on World Wide Web
PhotoGeo: A Self-Organizing System for Personal Photo Collections
ISM '08 Proceedings of the 2008 Tenth IEEE International Symposium on Multimedia
PhotoMap - automatic spatiotemporal annotation for mobile photos
W2GIS'07 Proceedings of the 7th international conference on Web and wireless geographical information systems
Browsing personal images using episodic memory (time + location)
ECIR'06 Proceedings of the 28th European conference on Advances in Information Retrieval
Semantic analysis and retrieval in personal and social photo collections
Multimedia Tools and Applications
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Browsing multimedia collection on mobile devices raises the needs for new multimedia indexing solutions. In this paper, we focus on the management of personal image collections. We propose a method to simplify the browsing task on such a collection. The contributions reside in an incremental hierarchical algorithm, a method to provide a textual representation of the groups obtained and an algorithm to build a geo-temporal view of the collection. The proposed incremental hierarchical algorithm builds a temporal tree from the time stamp of each image. We opt here for a combination of a supervised clustering and an incremental algorithm based on mixture model. Good properties of the hierarchy are determined automatically thanks to the Integrated Likelihood Criterion (ICL). Based on the events obtained, a textual representation is proposed and then used to improve our temporal classification, combining geographical and temporal information. Results are validated on several real user collections with our prototype MyOwnLife.