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  IMA5001 Multimedia indexing  IMA5001
Coordination Françoise PRETEUX
Duration 45h
ECTS 4
Prerequisite None
Objectives
  • To present the challenges underlying the emerging communicating, interactive and intelligent multimedia information society based on the content-based representation and access paradigms.
  • To detail the enabling methodologies and technologies for indexing, searching and enriching heterogeneous content in a unified way, taking into account relevance feedback and user profiles.
  • To introduce the key techniques for dealing with data and metadata.
  • To master the companion multimedia standards.
  • Content
  • 2D/3D shape extraction
  • Color segmentation
  • Extration of texture primitives
  • Motion analysis
  • Scene 3D structure estimation
  • Audio segmentation
  • The era of metadata: a new multimedia consumption
  • Low-level descriptors for content indexing and content-based access : audio descriptors, (2D, 3D and 2D/3D) shape descriptors, motion descriptors, texture descriptors
  • Query by example and similarity metrics
  • Towards high-level descriptions: description schemes, hierarchical and multigranular representations
  • Structural and semantic descriptions of multimedia documents
  • Training, profiles and relevance feedback
  • Search engines and data mining
  • Description languages: XML, XML-schema, RDF, MPEG-7
  • Applications (video archiving, sign language, face recognition)
  • Bibliography B.S. Manjunath, P. Salembier, T. Sikora
    Introduction to MPEG-7
    Wiley, 2002

    A. Mostefaoui, F. Prêteux, V. Lecuire, J.-M. Moureaux (Ed.)
    Gestion des données multimédias
    Traité IC2 - Série Informatique et Systèmes d'Information, Hermès-Lavoisier, 2004
    Assignment pattern Two-student group project (45h) linked to real industrial applications or to national/European research projects.

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