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Sébastien Laborie

IUT de Bayonne et du Pays Basque
Dpt. GEA
17 Place Paul Bert
CS 38511
64185 BAYONNE CEDEX
Sebastien.Laborie@iutbayonne.univ-pau.fr

I'm an associate professor at LIUPPA and at IUT de Bayonne et du Pays Basque. My research team is T2I.


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Journal articles

2010
Sébastien Laborie, Jérôme Euzenat, Nabil Layaïda (2010)  Semantic Adaptation of Multimedia Documents   Multimedia Tools and Applications  
Abstract: Multimedia documents have to be played on multiple device types. Hence, usage and platform diversity requires document adaptation according to execution contexts, not generally predictable at design time. In an earlier work, a semantic framework for multimedia document adaptation was proposed. In this framework, a multimedia document is interpreted as a set of potential executions corresponding to the author specification. To each target device corresponds a set of possible executions complying with the device constraints. In this context, adapting requires to select an execution that satisfies the target device constraints and which is as close as possible from the initial composition. This theoretical adaptation framework does not specifically consider the main multimedia document dimensions, i.e., temporal, spatial and hypermedia. In this paper, we propose a concrete application of this framework on standard multimedia documents. For that purpose, we first define an abstract structure that captures the spatio-temporal and hypermedia dimensions of multimedia documents, and we develop an adaptation algorithm which transforms in a minimal way such a structure according to device constraints. Then, we show how this can be used for adapting concrete multimedia documents in SMIL through converting the documents in the abstract structure, using the adaptation algorithm, and converting it back in SMIL. This can be used for other document formats without modifying the adaptation algorithm.
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2009
Sébastien Laborie, Ana-Maria Manzat, Florence Sèdes (2009)  Managing and querying efficiently distributed semantic multimedia metadata collections   IEEE MultiMedia Special Issue on Multimedia-Metadata and Semantic Management 16: 4. 12-20  
Abstract: Currently, many multimedia contents are acquired and stored in real time and on different locations. In order to retrieve efficiently the desired information and to avoid centralizing all metadata, we propose to compute a centralized metadata resume, i.e., a concise version of the whole metadata, which locates some desired multimedia contents on remote servers. The originality of this resume is that it is automatically constructed based on the extracted metadata. In this paper, we present a method to construct such resume and illustrate our framework with current Semantic Web technologies, such as RDF and SPARQL for representing and querying semantic metadata. Some experimental results are provided in order to show the benefits of indexing and retrieving multimedia contents without centralizing multimedia contents or their associated metadata, and to prove the efficiency of a metadata resume.
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Book chapters

2009
Sébastien Laborie, Antoine Zimmermann (2009)  On using information retrieval techniques for semantic media adaptation   In: Advances in Semantic Media Adaptation and Personalization Edited by:Manolis Wallace, Marios Angelides, Phivos Mylonas. 137-157 CRC Press  
Abstract: With the proliferation of execution contexts (PDAs, mobile phones, blind-friendly interfaces, etc.), medias must be adapted according to the target context. In order to ensure universal access to information, we propose an architecture which uses information retrieval techniques in order to replace incompatible media items with compatible ones. More specifically, we advertise the use of the Web as a repository of potential alternative media items. Moreover, the chosen media item must convey the same message as the original ones, while satisfying the target profile. We show that Web-based search engines can already achieve this to a limited extent. Nonetheless, some results are unsatisfactory because media annotations lack semantics, are partial and are heterogeneous. Hence, we demonstrate the value of Semantic Web technologies, such as RDF descriptions, ontologies, ontology merging and matching, for improving this adaptation framework.
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2008
Sébastien Laborie, Jérôme Euzenat (2008)  An Incremental Framework for Adapting the Hypermedia Structure of Multimedia Documents   In: Advances in Semantic Media Adaptation and Personalization Edited by:Manolis Wallace, Marios Angelides, Phivos Mylonas. 157-176 Heidelberg (DE): Springer-Verlag  
Abstract: The multiplication of presentation contexts (such as mobile phones, PDAs) for multimedia documents requires the adaptation of document specifications. In an earlier work, a semantic approach for multimedia document adaptation was proposed. This framework deals with the semantics of the document composition by transforming the relations between multimedia objects. In this chapter, we apply the defined framework to the hypermedia dimension of documents, i.e., hypermedia links between multimedia objects. By considering hypermedia links as particular objects of the document, we adapt the hypermedia dimension with the temporal dimension. However, due to the non-deterministic character of the hypermedia structure, the document is organized in several loosely dependent sub-specifications. To preserve the adaptation framework, we propose a first straightforward strategy that consists of adapting all sub-specifications generated by the hypermedia structure. Nevertheless, this strategy has several drawbacks, e.g., the profile is not able to change between user interactions. Hence, we propose an incremental approach which adapts document sub-specifications step by step according to these interactions. To validate this framework, we adapt real standard multimedia documents such as SMIL documents.
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Conference papers

2010
Sébastien Laborie, Dana Codreanu, Florence Sèdes (2010)  Spécification et utilisation d'un modèle de description d'algorithmes d'indexation   In: VSST'2010 : Veille Stratégique Scientifique & Technologique  
Abstract: Nowadays, many multimedia contents are created and stored on remote sites through heterogeneous environments having different capacities. This increasing amount of data is generally indexed by algorithms which extract metadata that will be further queried by a user for retrieving some desired information. Because of the large palette and the diversity of these indexing algorithms, it is not suitable to execute at once every indexing algorithms. Actually, it will overload the information system and will also produce metadata that may not be used inside the system. Moreover, it is cumbersome to determine manually, before and during the execution of the system, the suitable set of indexing algorithms that have to be considered. Consequently, we propose in this paper an indexing algorithm description model and show how to use such model for determining, according specific user needs, properties and contexts, a relevant set of indexing algorithms. Our proposal has been integrated in the ITEA2 LINDO project for indexing implicitly and explicitly multimedia contents.
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Sébastien Laborie, Ana-Maria Manzat, Florence Sèdes (2010)  A Generic Framework for the Integration of Heterogeneous Metadata Standards into a Multimedia Information Retrieval System   In: Proc. of the 9th International Conference on Adaptivity, Personalization and Fusion of Heterogeneous Information  
Abstract: The number and the heterogeneity of multimedia contents handled by information systems are increasing steeply. These contents are indexed in order to produce some metadata that are used during the retrieval process. However, several existing metadata standards can be used for describing the multimedia contents and choosing a particular one does not cover all the metadata features. A solution is the mixing of these standards and formats, but this does not ensure interoperability. To overcome this problem, we have proposed a metadata framework that could encapsulate the most common metadata standards. In this paper we present the validation of this framework in the context of the LINDO project.
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2009
Mihaela Brut, Sébastien Laborie, Ana-Maria Manzat, Florence Sèdes (2009)  A Framework for Automatizing and Optimizing the Selection of Indexing Algorithms   In: Third International Conference on Metadata and Semantics Research (MTSR'09) Edited by:Fabio Sartori, Miguel-Angel Sicilia, Nikos Manouselis. 48-59 Springer-Verlag  
Abstract: Inside an information system, the indexation process facilitates the retrieval of specific contents. However, this process is known as time and CPU consuming. Simultaneously, the diversity of multimedia indexing algorithms is growing steeply which makes harder to select the best ones for particular user needs. In this article, we propose a generic framework which determines the most suitable indexing algorithms according to user queries, hence optimizing the indexation process. In this framework, the multimedia features are used to define multimedia metadata, user queries as well as indexing algorithm descriptions. The main idea is that, apart from retrieving contents, user queries could be also used to identify a relevant set of algorithms which detect the requested features. The application of our proposed framework is illustrated through the case of an RDF-based information system. In this case, our approach could be further optimized by a broader integration of Semantic Web technologies.
Notes: CCIS 46
Sébastien Laborie, Ana-Maria Manzat, Florence Sèdes (2009)  Création et utilisation d'un résumé de métadonnées pour interroger efficacement des collections multimédias distribuées   In: Actes du 27ème Congrès Informatique des Organisations et Systèmes d'Information et de Décision (INFORSID 2009) 227-242 IRIT Press  
Abstract: Actuellement, de nombreux contenus multimédias sont créés à partir de plusieurs sources et stockés dans des environnements distribués. Pour éviter de centraliser l'ensemble des métadonnées d'un système et répondre efficacement à une requête d'un utilisateur, nous proposons d'engendrer et d'utiliser un résumé de métadonnées. Ce dernier aura pour fonction de localiser certaines unités de stockage qui contiennent les données multimédias désirées. L'originalité de ce résumé réside en le fait qu'il soit construit automatiquement sur la base des métadonnées extraites durant l'indexation. Dans cet article, nous montrons comment construire un tel résumé et illustrons notre approche au moyen de technologies issues du Web Sémantique, telles que RDF et SPARQL pour représenter et interroger des métadonnées sémantiquement définies.
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Sébastien Laborie, Jérôme Euzenat, Nabil Layaïda (2009)  Semantic Multimedia Document Adaptation with Functional Annotations   In: Proceedings of the 4th International Workshop on Semantic Media Adaptation and Personalization Edited by:Phivos Mylonas, Manolis Wallace and Ioannis Anagnostopoulos. 44-49 IEEE Computer Society  
Abstract: The diversity of presentation contexts (such as mobile phones, PDAs) for multimedia documents requires the adaptation of document specifications. In an earlier work, we have proposed a semantic adaptation framework for multimedia documents. This framework captures the semantics of the document composition and transforms the relations between multimedia objects according to adaptation constraints. In this paper, we show that capturing only the document composition for adaptation is unsatisfactory because it leads to a limited form of adapted solutions. Hence, we propose to guide adaptation with functional annotations, i.e., annotations related to multimedia objects which express a function in the document. In order to validate this framework, we propose to use RDF descriptions from SMIL documents and adapt such documents with our interactive adaptation prototype.
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Mihaela Brut, Sébastien Laborie, Ana-Maria Manzat, Florence Sèdes (2009)  A Generic Metadata Framework for the Indexation and the Management of Distributed Multimedia Contents   In: Proc. of the 3rd International Conference on New Technologies, Mobility and Security (NTMS'09) 1-5 IEEE Computer Society  
Abstract: Currently, many multimedia contents are acquired and stored in real time and on different locations. These contents are indexed in order to provide some metadata that are used during the retrieval process. However, several existing metadata standards can be used for describing the content, and mixing them do not ensure interoperability. To overcome this problem, we propose in this paper a generic metadata framework that defines an abstract representation of a multimedia document and encapsulates the most common metadata standards.
Notes: to appear
Mihaela Brut, Sébastien Laborie, Ana-Maria Manzat, Florence Sèdes (2009)  Integrating Heterogeneous Metadata into a Distributed Multimedia Information System   In: Cognitive Systems with interactive sensors (COGIS 2009)  
Abstract: Currently, a lot of distributed multimedia systems exist but they do not address the problem of distributed indexation. The project LINDO enables to deploy remotely, on demand, different indexing algorithms that might produce metadata in different formats. This could yield to an interoperability problem because of the existing differences between various standard metadata formats in terms of structures and vocabularies. In this paper, we propose a metadata model that encapsulates the most common metadata standards, such as MPEG-7, EXIF, MXF, ID3, Dublin Core, etc.
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2008
Faisal Alkhateeb, Sébastien Laborie (2008)  Towards extending and using SPARQL for modular document generation   In: Proc. of the Eighth ACM Symposium on Document Engineering (DocEng) Edited by:Dick C. A. Bulterman, Luiz Fernando G. Soares, Maria da Graça C. Pimentel. 164-172 New York (NY): ACM Press  
Abstract: RDF is one of the most used languages for resource description and SPARQL has become its standard query language. Nonetheless, SPARQL remains limited to generate automatically documents from RDF repositories, as it can be used to construct only RDF documents. We propose in this paper an extension to SPARQL that allows to generate any kind of XML documents from multiple RDF data and a given XML template. Thanks to this extension, an XML template can itself contain SPARQL queries that can import template instances. Such an approach allows to reuse templates, divide related information into various templates and avoid templates containing mixed languages. Moreover, reasoning capabilities can be exploited using RDF Schema or simply RDFS.
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Sébastien Laborie, Jérôme Euzenat, Nabil Layaïda (2008)  Adaptation spatio-temporelle et hypermédia de documents multimédia   In: Atelier Représentation et Raisonnement sur le Temps et l’Espace (RTE) Hermès  
Abstract: Actuellement, les documents multimédia doivent pouvoir être exécutés sur de nombreuses plates-formes (téléphones portables, PDA, ordinateurs de bureau, lecteurs de salon...). Cette diversification des utilisations et des supports nécessite lâadaptation des documents à leur contexte dâexécution, parfois imprévisible au moment de la conception du document. Pour sâaffranchir des langages ou formats de description multimédia, nous abstrayons les documents en une structure exprimant lâensemble des relations entre objets du document. Pour capturer la dimension spatio-temporelle et hypermédia dâun document multimédia, nous proposons de le décomposer en objets multimédia, liens hypermédia et relations spatio-temporelles entre ces objets. Dans ce contexte, adapter le document en fonction des contraintes dâune plate-forme cible consiste alors à transformer la structure existante du document de façon minimale. Afin de montrer lâapplicabilité dâune telle approche, nous la développons dans le cadre des documents spécifiés au moyen du langage SMIL.
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2007
Jean-François Baget, Sébastien Laborie (2007)  Bi-intervals for backtracking on temporal constraint networks   In: Proc. of the 14th International Symposium on Temporal Representation and Reasoning (TIME) Edited by:Valentin Goranko, Sean Wang. 163-168 Los Alamitos (CA): IEEE Computer Society  
Abstract: Checking satisfiability of temporal constraint networks involves infinite variables domains. We explore a solution based upon finite partitions of infinite domains. Though a straightforward partition results in a sound and complete backtrack, its extension to forward checking is not complete. Using bi-intervals, we obtain sound and complete backtrack and forward checking algorithms. Moreover, we show that bi-intervals used in a hybrid algorithm which also instanti- ates constraints improve backtrack efficiency.
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Sébastien Laborie, Jérôme Euzenat, Nabil Layaïda (2007)  Multimedia Document Summarization Based on a Semantic Adaptation Framework   In: Proc. of the International Workshop on Semantically Aware Document Processing and Indexing (SADPI) Edited by:Marc Nanard, Peter King. 87-94 New York (NY): ACM Press  
Abstract: The multiplication of presentation contexts (such as mobile phones, PDAs) for multimedia documents requires the adaptation of document specifications. In an earlier work, a semantic framework for multimedia document adaptation was proposed. This framework deals with the semantics of the document composition by transforming the relations between multimedia objects. However, it was lacking the capability of suppressing multimedia objects. In this paper, we extend the proposed adaptation with this capability. Thanks to this extension, we present a method for summarizing multimedia documents. Moreover, when multimedia objects are removed, the resulted document satisfies some properties such as presentation contiguity. To validate our framework, we adapt standard multimedia documents such as SMIL documents.
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Sébastien Laborie, Antoine Zimmermann (2007)  A framework for media adaptation using the web and the semantic web   In: Proc. of the Second International Workshop on Semantic Media Adaptation and Personalization (SMAP) Edited by:Manolis Wallace, Marios Angelides, Phivos Mylonas. 32-37 Washington (DC): IEEE Computer Society  
Abstract: The World Wide Web can be accessed through a number of different devices, each having its own capabilities and limitations. Additionally, the content of the Web is in- creasing tremendously in size and variety. Yet, many devices do not embed support for all types of media and formats. Therefore, in order to provide as much information as possible to all kind of devices, media items have to be adapted. In this paper, we propose to adapt them by replacing in- compatible media items by others found on the Web. The adapted media items must convey the same message as the original ones, while satisfying the target profile. We present a possible architecture to implement this and we show that search engines can already achieve this to a limited extent. Nonetheless, some results are unsatisfactory because media annotations lack semantics, are partial and are heterogeneous. Hence, we propose to use Semantic Web technologies, such as RDF descriptions, ontologies, ontology merging and matching, in order to select better alternatives, thus improving this adaptation framework.
Notes: Best paper award
2006
Sébastien Laborie, Jérôme Euzenat, Nabil Layaïda (2006)  A Spatial Algebra for Multimedia Document Adaptation   In: Poster Proc. of the First International Conference on Semantic and Digital Media Technologies (SAMT) Edited by:Yannis Avrithis, Yiannis Kompatsiaris, Steffen Staab, Noel E. O'Connor. 7-8 CEUR Workshop Proceedings  
Abstract: The multiplication of execution contexts for multimedia documents requires the adaptation of document specifications. This paper instantiates our previous semantic approach for multimedia document adaptation to the spatial dimension of multimedia documents. Our goal is to find a qualitative spatial representation that computes, in a reasonable time, a set of adaptation solutions close to the initial document satisfying a profile. The quality of an adaptation can be regarded in two respects: expressiveness of adaptation solutions and computation speed. In this context, we propose a new spatial representation sufficiently expressive to adapt multimedia documents faster.
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Sébastien Laborie (2006)  Spatio-temporal Proximities for Multimedia Document Adaptation   In: Proc. of the Twelfth International Conference on Artificial Intelligence : Methodology, Systems, and Applications (AIMSA) Edited by:Jérôme Euzenat, John Domingue. 128-137 Heildelberg (DE): Lecture Notes in Computer Science 4183, Springer  
Abstract: The multiplication of execution contexts for multimedia documents requires the adaptation of the document specification to the particularities of the contexts. In this paper, we propose to apply a semantic approach for multimedia document adaptation to the spatio-temporal dimension of documents. To guarantee that the adapted document is close to the initial one respecting adaptation constraints, we define proximities for adapting static documents (i.e., documents without animations) and animated documents. Moreover, we show that these proximities can be refined according to multimedia object properties (e.g., images, videos...). The approach is illustrated by an example.
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Sébastien Laborie, Jérôme Euzenat, Nabil Layaïda (2006)  Adaptation spatiale efficace de documents SMIL   In: 15e congrès francophone AFRIF-AFIA Reconnaissance des Formes et Intelligence Artificielle (RFIA) Edited by:Patrick Bouthemy, Yves Demazeau. 1-10 Tours (FR):  
Abstract: La multiplication des supports de présentation multimédia entraîne un besoin dâadaptation des documents à leur contexte dâexécution. Nous avons proposé une approche sémantique dâadaptation de documents multimédia qui a été temporellement définie à lâaide de lâalgèbre dâintervalles dâAllen. Cet article étend ces précédents travaux à la dimension spatiale des documents SMIL. Notre objectif est de trouver une représentation spatiale qualitative permettant de calculer un ensemble de solutions dâadaptation proche du document initial. La qualité dâune adaptation se mesure à deux niveaux : expressivité des solutions dâadaptation et rapidité de calcul. Dans ce contexte, nous caractérisons la qualité de lâadaptation selon plusieurs types de représentations spatiales existantes. Nous montrons que ces représentations ne permettent pas dâavoir une qualité dâadaptation optimale. Nous proposons alors une nouvelle représentation spatiale suffisamment expressive permettant dâadapter rapidement des documents multimédia SMIL.
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Sébastien Laborie, Jérôme Euzenat (2006)  Adapting the Hypermedia Structure in a Generic Multimedia Adaptation Framework   In: Proc. of the First International Workshop on Semantic Media Adaptation and Personalization (SMAP) Edited by:Manolis Wallace, Marios Angelides, Phivos Mylonas. 62-67 Washington (DC): IEEE Computer Society  
Abstract: The multiplication of execution contexts for multimedia documents requires the adaptation of document specifications. We proposed a semantic approach for multimedia document adaptation. This paper extends this framework to the hypermedia dimension of multimedia documents, i.e., hypermedia links between multimedia objects. By considering hypermedia links as particular objects of the document, it is possible to adapt the hypermedia dimension with other dimensions like the temporal one. However, due to the hypermedia structure, several specifications have to be considered. Thus, to preserve our adaptation framework, we propose a first straightforward strategy that consists of adapting all specifications generated by the hypermedia structure. However, we show that this one has several drawbacks, e.g., its high computational costs. Hence, we propose to adapt document specifications step by step according to the user interactions.
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2005
Sébastien Laborie, Jérôme Euzenat, Nabil Layaïda (2005)  Adapter temporellement un document SMIL   In: Plate-forme de l’AFIA : Atelier Connaissance et Documents Temporels 47-58 Nice:  
Abstract: Les récentes avancées technologiques permettent aux documents multimédia dâêtre présentés sur de nombreuses plates-formes (ordinateurs de bureau, PDA, téléphones portables. . .). Cette diversification des supports a entraîné un besoin dâadaptation des documents à leur contexte dâexécution. Dans [4], une approche sémantique dâadaptation de documents multimédia a été proposée et temporellement définie à lâaide de lâalgèbre dâintervalles dâAllen. Cet article étend ces précédents travaux en les appliquant au langage de spécification de documents multimédia SMIL. Pour cela, des fonctions de traduction de SMIL vers lâalgèbre de Allen (et inversement) ont été définies. Celles-ci préservent la proximité entre le document adapté et le document initial. Enfin, ces fonctions ont été articulées avec [4].
Notes: [4] EUZENAT J., LAYAÃDA N. and DIAS V. (2003). "A semantic framework for multimedia document adaptation". In Proc. of the 18th International Joint Conference on Artificial Intelligence (IJCAI), Acapulco (MX), p. 31â36.

PhD theses

2008
Sébastien Laborie (2008)  Adaptation sémantique de documents multimédia   Université Joseph Fourier Grenoble (FR):  
Abstract: Un document multimédia marie les technologies de lâécrit, de lâimage et du son. Actuellement, les documents multimédia doivent pouvoir être exécutés sur de nombreuses plates-formes (téléphones portables, PDA, ordinateurs de bureau, lecteurs de salon...). Cette diversiï¬cation des utilisations et des supports nécessite lâadaptation des documents à leur contexte dâexécution, parfois imprévisible au moment de la conception du document. Pour sâaï¬ranchir des langages ou formats de description multimédia, nous abstrayons les documents en une structure exprimant lâensemble des relations entre objets du document. Les relations entre objets sont dâordre temporel, spatial, hypermédia voire inter-dimensionnel, et peuvent être de nature qualitative. Cette structure capture la sémantique des documents car elle est capable de couvrir chacune de ses exécutions potentielles. Dans ce contexte, adapter va consister à calculer un ensemble dâexécutions le plus proche possible de ces exécutions potentielles qui satisfont les contraintes dâadap- tation imposées par une plate-forme cible. à cet eï¬et, les relations de la structure abstraite sont modiï¬Ã©es de sorte de satisfaire ces contraintes dâadaptation. Nous montrons, pour chaque dimension du document, comment réaliser ceci de manière réaliste. Aï¬n de montrer lâapplicabilité dâune telle approche, nous la développons dans un cadre adapté au standard SMIL pour lequel nous déclinons les adaptations spatiales, temporelles, spatio-temporelles et hypermédia. Nous sommes amenés à développer des techniques spéciï¬ques pour les représentations spatiales et temporelles eï¬caces. Nous explorons aussi des approches impliquant la suppression dâobjets.
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Technical reports

2009
LINDO Partners (2009)  Deliverable 3.2: Proposed Distributed Indexation Architecture    
Abstract: The aim of this document is to present the overall indexation architecture of the LINDO system. It describes in more details the implicit and explicit indexation process and also the query definition and interpretation.
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LINDO Partners (2009)  Deliverable 3.1: Proposed Content Indexation Agent Software    
Abstract: The aim of this document is to present the multimedia content indexation engines which will be deployed and used in LINDO systems, especially on remote sites (i.e., local nodes). Each engine contains several indexing algorithms (also called feature extractors) that are described in this document in terms of inputs, outputs, constraints and performances. The management of these indexing algorithms inside an indexation engine is presented from their installation into the engine to their applications on multimedia contents acquired in real time. Moreover, we also detailed in this deliverable how indexes are aggregated. Actually, in order to produce many information about a multimedia content several indexing algorithms should be applied on it. Consequently, all the extracted metadata must be encapsulated into one metadata file for querying purpose (see LINDO D.3.2). This merging or updating process is called metadata aggregation, and it will be also detailed in this document.
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Mihaela Brut, Sébastien Laborie, Ana-Maria Manzat, Florence Sèdes, Jean-François Sulzer (2009)  Deliverable 3.3: Proposal for a standard generic metadata format   LINDO  
Abstract: The objective of the delivrable D3.3 (LINDO WP3) is to present a multimedia document metadata framework that encapsulates the most common metadata standards, such as MPEG-7, MXF, Dublin Core, Exif... This format is one of the key issues of the LINDO project because it is used as an output interface of any indexing agent that is integrated in the LINDO architecture.
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2008
LINDO Partners (2008)  Deliverable 2.1: Feasibility study and detailed specifications    
Abstract: This document is the deliverable D2.1 of work package 2 (WP2) of the ITEA2 project number ITEA - 06011. This project is called Large scale distributed INDexation of multimedia Objects (LINDO). The objective of this WP2 is to study the core modules, common to all applications, and the application specific developments based on the market requirements.
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