Video Search with CLIP and Interactive Text Query Reformulation
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F23%3A10468887" target="_blank" >RIV/00216208:11320/23:10468887 - isvavai.cz</a>
Result on the web
<a href="https://doi.org/10.1007/978-3-031-27077-2_50" target="_blank" >https://doi.org/10.1007/978-3-031-27077-2_50</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-031-27077-2_50" target="_blank" >10.1007/978-3-031-27077-2_50</a>
Alternative languages
Result language
angličtina
Original language name
Video Search with CLIP and Interactive Text Query Reformulation
Original language description
Nowadays, deep learning based models like CLIP allow simple design of cross-modal video search systems that are able to solve many tasks considered as highly challenging several years ago. In this paper, we analyze a CLIP based search approach that focuses on situations, where users cannot find proper text queries to describe searched video segments. The approach relies on suggestions of classes for displayed intermediate result sets and thus allows users to realize missing words and ideas to describe video frames. This approach is supported with a preliminary study showing potential of the method. Based on the results, we extend a respected known-item search system for the Video Browser Showdown, where more challenging visual known-item search tasks are planned.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
—
Continuities
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2023
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
MULTIMEDIA MODELING, MMM 2023, PT I
ISBN
978-3-031-27076-5
ISSN
0302-9743
e-ISSN
1611-3349
Number of pages
6
Pages from-to
628-633
Publisher name
SPRINGER INTERNATIONAL PUBLISHING AG
Place of publication
CHAM
Event location
Bergen
Event date
Jan 9, 2023
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000996563000050