Meet-in-Style: Text-Driven Real-Time Video Stylization Using Diffusion Models
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F25%3A00383170" target="_blank" >RIV/68407700:21230/25:00383170 - isvavai.cz</a>
Result on the web
<a href="https://doi.org/10.1109/MCG.2025.3554312" target="_blank" >https://doi.org/10.1109/MCG.2025.3554312</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/MCG.2025.3554312" target="_blank" >10.1109/MCG.2025.3554312</a>
Alternative languages
Result language
angličtina
Original language name
Meet-in-Style: Text-Driven Real-Time Video Stylization Using Diffusion Models
Original language description
We present Meet-in-Style—a new approach to real-time stylization of live video streams using text prompts. In contrast to previous text-based techniques, our system is able to stylize input video at 30 fps on commodity graphics hardware while preserving structural consistency of the stylized sequence and minimizing temporal flicker. A key idea of our approach is to combine diffusion-based image stylization with a few-shot patch-based training strategy that can produce a custom image-to-image stylization network with real-time inference capabilities. Such a combination not only allows for fast stylization, but also greatly improves consistency of individual stylized frames compared to a scenario where diffusion is applied to each video frame separately. We conducted a number of user experiments in which we found our approach to be particularly useful in video conference scenarios enabling participants to interactively apply different visual styles to themselves (or to each other) to enhance the overall chatting experience.
Czech name
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Czech description
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Classification
Type
J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database
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
<a href="/en/project/EF16_019%2F0000765" target="_blank" >EF16_019/0000765: Research Center for Informatics</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach
Others
Publication year
2025
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
IEEE Computer Graphics and Applications
ISSN
0272-1716
e-ISSN
1558-1756
Volume of the periodical
45
Issue of the periodical within the volume
2
Country of publishing house
US - UNITED STATES
Number of pages
10
Pages from-to
47-56
UT code for WoS article
001508290000017
EID of the result in the Scopus database
2-s2.0-105001518462