Exquisitor at the Video Browser Showdown 2020

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21730%2F20%3A00344442" target="_blank" >RIV/68407700:21730/20:00344442 - isvavai.cz</a>

Result on the web

<a href="https://doi.org/10.1007/978-3-030-37734-2_72" target="_blank" >https://doi.org/10.1007/978-3-030-37734-2_72</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1007/978-3-030-37734-2_72" target="_blank" >10.1007/978-3-030-37734-2_72</a>

Result language

angličtina

Original language name

Exquisitor at the Video Browser Showdown 2020

Original language description

When browsing large video collections, human-in-the-loop systems are essential. The system should understand the semantic information need of the user and interactively help formulate queries to satisfy that information need based on data-driven methods. Full synergy between the interacting user and the system can only be obtained when the system learns from the user interactions while providing immediate response. Doing so with dynamically changing information needs for large scale multimodal collections is a challenging task. To push the boundary of current methods, we propose to apply the state of the art in interactive multimodal learning to the complex multimodal information needs posed by the Video Browser Showdown (VBS). To that end we adapt the Exquisitor system, a highly scalable interactive learning system. Exquisitor combines semantic features extracted from visual content and text to suggest relevant media items to the user, based on user relevance feedback on previously suggested items. In this paper, we briefly describe the Exquisitor system, and its first incarnation as a VBS entrant.

Czech name

—

Czech description

—

Type

D - Article in proceedings

CEP classification

—

OECD FORD branch

10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Project

<a href="/en/project/EF15_003%2F0000470" target="_blank" >EF15_003/0000470: Robotics 4 Industry 4.0</a><br>

Continuities

P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year

2020

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection

MultiMedia Modeling

ISBN

978-3-030-37733-5

ISSN

0302-9743

e-ISSN

1611-3349

Number of pages

7

Pages from-to

796-802

Publisher name

Springer

Place of publication

Cham

Event location

Daejeon

Event date

Jan 5, 2020

Type of event by nationality

WRD - Celosvětová akce

UT code for WoS article

000611566100072