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TV news retrieval based on story segmentation and concept association

Authors :
Bogdan Mocanu
Ruxandra Tapu
Titus Zaharia
Département Advanced Research And Techniques For Multidimensional Imaging Systems ( ARTEMIS )
Institut Mines-Télécom [Paris]-Télécom SudParis ( TSP )
Services répartis, Architectures, MOdélisation, Validation, Administration des Réseaux ( SAMOVAR )
Institut Mines-Télécom [Paris]-Télécom SudParis ( TSP ) -Centre National de la Recherche Scientifique ( CNRS )
Mathématiques Appliquées à Paris 5 ( MAP5 - UMR 8145 )
Université Paris Descartes - Paris 5 ( UPD5 ) -Institut National des Sciences Mathématiques et de leurs Interactions-Centre National de la Recherche Scientifique ( CNRS )
University Politehnica of Bucharest [Romania] ( UPB )
ARMEDIA ( ARMEDIA-SAMOVAR )
Institut Mines-Télécom [Paris]-Télécom SudParis ( TSP ) -Centre National de la Recherche Scientifique ( CNRS ) -Institut Mines-Télécom [Paris]-Télécom SudParis ( TSP ) -Centre National de la Recherche Scientifique ( CNRS )
Département Advanced Research And Techniques For Multidimensional Imaging Systems (ARTEMIS)
Institut Mines-Télécom [Paris] (IMT)-Télécom SudParis (TSP)
Services répartis, Architectures, MOdélisation, Validation, Administration des Réseaux (SAMOVAR)
Institut Mines-Télécom [Paris] (IMT)-Télécom SudParis (TSP)-Centre National de la Recherche Scientifique (CNRS)
Mathématiques Appliquées Paris 5 (MAP5 - UMR 8145)
Université Paris Descartes - Paris 5 (UPD5)-Institut National des Sciences Mathématiques et de leurs Interactions (INSMI)-Centre National de la Recherche Scientifique (CNRS)
University Politehnica of Bucharest [Romania] (UPB)
ARMEDIA (ARMEDIA-SAMOVAR)
Institut Mines-Télécom [Paris] (IMT)-Télécom SudParis (TSP)-Centre National de la Recherche Scientifique (CNRS)-Institut Mines-Télécom [Paris] (IMT)-Télécom SudParis (TSP)-Centre National de la Recherche Scientifique (CNRS)
Centre National de la Recherche Scientifique (CNRS)
Institut Mines-Télécom [Paris] (IMT)-Télécom SudParis (TSP)-Institut Mines-Télécom [Paris] (IMT)-Télécom SudParis (TSP)
Source :
Proceedings SITIS 2016 : 12th International Conference on Signal Image Technology & Internet Based Systems, SITIS 2016 : 12th International Conference on Signal Image Technology & Internet Based Systems, SITIS 2016 : 12th International Conference on Signal Image Technology & Internet Based Systems, Nov 2016, Naples, Italy. IEEE Computer Society, Proceedings SITIS 2016 : 12th International Conference on Signal Image Technology & Internet Based Systems, pp.327-334, 2016, 〈10.1109/SITIS.2016.60〉, SITIS 2016 : 12th International Conference on Signal Image Technology & Internet Based Systems, Nov 2016, Naples, Italy. pp.327-334, ⟨10.1109/SITIS.2016.60⟩, SITIS
Publication Year :
2016
Publisher :
HAL CCSD, 2016.

Abstract

International audience; In this paper we propose a novel method for TV news retrieval. A first stage concerns a temporal segmentation into stories units. Then, for each story the most relevant concepts are extracted based on a multimodal fusion between visual and textual information. By analyzing the video stream, we perform global frame representation, image retrieval and re-ranking, in order to determine, with high confidence, the segments boundaries. In addition, by using the video subtitle, we identify the most relevant concepts / topics addressed in each independent segment. The framework is evaluated using one week video archive of France Television and 20 journals from NBC and CNN TV stations. For the temporal video segmentation, our system returns high precision and recall scores, superior to 90%. Regarding the topic association technique, we obtain a mean average precision score superior to 0.5

Details

Language :
English
Database :
OpenAIRE
Journal :
Proceedings SITIS 2016 : 12th International Conference on Signal Image Technology & Internet Based Systems, SITIS 2016 : 12th International Conference on Signal Image Technology & Internet Based Systems, SITIS 2016 : 12th International Conference on Signal Image Technology & Internet Based Systems, Nov 2016, Naples, Italy. IEEE Computer Society, Proceedings SITIS 2016 : 12th International Conference on Signal Image Technology & Internet Based Systems, pp.327-334, 2016, 〈10.1109/SITIS.2016.60〉, SITIS 2016 : 12th International Conference on Signal Image Technology & Internet Based Systems, Nov 2016, Naples, Italy. pp.327-334, ⟨10.1109/SITIS.2016.60⟩, SITIS
Accession number :
edsair.doi.dedup.....191cf78e58fc0087398bccfae9140fdb