In this paper, we propose a new method for customized summarization of egocentric videos according to specific user preferences, so that different users can extract different summaries from the same stream. Our approach, tailored on a cultural heritage scenario, relies on creating a short synopsis of the original video focused on key shots, in which concepts relevant to user preferences can be visually detected and the chronological flow of the original video is preserved. Moreover, we release a new dataset, composed of egocentric streams taken in uncontrolled scenarios, capturing tourists cultural visits in six art cities, with geolocalization information. Our experimental results show that the proposed approach is able to leverage user's preferences with an accent on storyline chronological flow and on visual smoothness.

Personalized Egocentric Video Summarization of Cultural Tour on User Preferences Input / Varini, P.; Serra, G.; Cucchiara, R.. - In: IEEE TRANSACTIONS ON MULTIMEDIA. - ISSN 1520-9210. - 19:12(2017), pp. 2832-2845. [10.1109/TMM.2017.2705915]

Personalized Egocentric Video Summarization of Cultural Tour on User Preferences Input

Cucchiara R.
2017

Abstract

In this paper, we propose a new method for customized summarization of egocentric videos according to specific user preferences, so that different users can extract different summaries from the same stream. Our approach, tailored on a cultural heritage scenario, relies on creating a short synopsis of the original video focused on key shots, in which concepts relevant to user preferences can be visually detected and the chronological flow of the original video is preserved. Moreover, we release a new dataset, composed of egocentric streams taken in uncontrolled scenarios, capturing tourists cultural visits in six art cities, with geolocalization information. Our experimental results show that the proposed approach is able to leverage user's preferences with an accent on storyline chronological flow and on visual smoothness.
2017
19
12
2832
2845
Personalized Egocentric Video Summarization of Cultural Tour on User Preferences Input / Varini, P.; Serra, G.; Cucchiara, R.. - In: IEEE TRANSACTIONS ON MULTIMEDIA. - ISSN 1520-9210. - 19:12(2017), pp. 2832-2845. [10.1109/TMM.2017.2705915]
Varini, P.; Serra, G.; Cucchiara, R.
File in questo prodotto:
File Dimensione Formato  
VOR_Personalized_Egocentric_Video_Summarization_of_Cultural_Tour_on_User_Preferences_Input.pdf

Accesso riservato

Tipologia: Versione pubblicata dall'editore
Dimensione 1.51 MB
Formato Adobe PDF
1.51 MB Adobe PDF   Visualizza/Apri   Richiedi una copia
Pubblicazioni consigliate

Licenza Creative Commons
I metadati presenti in IRIS UNIMORE sono rilasciati con licenza Creative Commons CC0 1.0 Universal, mentre i file delle pubblicazioni sono rilasciati con licenza Attribuzione 4.0 Internazionale (CC BY 4.0), salvo diversa indicazione.
In caso di violazione di copyright, contattare Supporto Iris

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11380/1222800
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 28
  • ???jsp.display-item.citation.isi??? 23
social impact