Interactive learning-based retrieval technique for visual lifelogging

Kavallieratou, Ergina and Blanco Adán, Carlos Roberto del and Cuevas Rodríguez, Carlos and García Santos, Narciso (2019). Interactive learning-based retrieval technique for visual lifelogging. In: "Conference and Labs of the Evaluation Forum (CLEF 2019) : Experimental IR Meets Multilinguality, Multimodality, and Interaction", 09/09/2019 - 12/09/2019, Lugano, Switzerland. pp. 226-237. https://doi.org/10.1007/978-3-030-28577-7_19.

Description

Title: Interactive learning-based retrieval technique for visual lifelogging
Author/s:
  • Kavallieratou, Ergina
  • Blanco Adán, Carlos Roberto del
  • Cuevas Rodríguez, Carlos
  • García Santos, Narciso
Item Type: Presentation at Congress or Conference (Article)
Event Title: Conference and Labs of the Evaluation Forum (CLEF 2019) : Experimental IR Meets Multilinguality, Multimodality, and Interaction
Event Dates: 09/09/2019 - 12/09/2019
Event Location: Lugano, Switzerland
Title of Book: Lecture Notes in Computer Science
Date: 2019
Volume: 11696
Subjects:
Freetext Keywords: Lifelogging; Deep learning; Interactive; Weakly annotated; Event detection
Faculty: E.T.S.I. Telecomunicación (UPM)
Department: Señales, Sistemas y Radiocomunicaciones
Creative Commons Licenses: Recognition - No derivative works - Non commercial

Full text

[img]
Preview
PDF - Requires a PDF viewer, such as GSview, Xpdf or Adobe Acrobat Reader
Download (2MB) | Preview

Abstract

Currently, there is a plethora of video wearable devices that can easily collect data from daily user life. This fact has promoted the development of lifelogging applications for security, healthcare, and leisure. However, the retrieval of not-pre-defined events is still a challenge due to the impossibility of having a potentially unlimited number of fully annotated databases covering all possible events. This work proposes an interactive and weakly supervised learning approach that is able of retrieving any kinds of events using general and weakly annotated databases. The proposed system has been evaluated with the database provided by the Lifelog Moment Retrieval (LMRT) challenge of ImageCLEF (Lifelog2018), where it reached the first position in the final ranking.

Funding Projects

TypeCodeAcronymLeaderTitle
Government of SpainTEC2016-75981UnspecifiedUnspecifiedUnspecified

More information

Item ID: 65251
DC Identifier: http://oa.upm.es/65251/
OAI Identifier: oai:oa.upm.es:65251
DOI: 10.1007/978-3-030-28577-7_19
Official URL: https://link.springer.com/chapter/10.1007/978-3-030-28577-7_19
Deposited by: Memoria Investigacion
Deposited on: 24 Apr 2021 10:49
Last Modified: 24 Apr 2021 10:49
  • Logo InvestigaM (UPM)
  • Logo GEOUP4
  • Logo Open Access
  • Open Access
  • Logo Sherpa/Romeo
    Check whether the anglo-saxon journal in which you have published an article allows you to also publish it under open access.
  • Logo Dulcinea
    Check whether the spanish journal in which you have published an article allows you to also publish it under open access.
  • Logo de Recolecta
  • Logo del Observatorio I+D+i UPM
  • Logo de OpenCourseWare UPM