Combining adversarial and reinforcement learning for video thumbnail selection

E Apostolidis, E Adamantidou, V Mezaris… - Proceedings of the 2021 …, 2021 - dl.acm.org
This paper presents a new method for unsupervised video thumbnail selection. The
developed network architecture selects video thumbnails based on two criteria: the …

A comparative study of classifiers for thumbnail selection

K Pretorious, N Pillay - 2020 international joint conference on …, 2020 - ieeexplore.ieee.org
As we move into the fourth industrial revolution video streaming platforms like Netflix are
turning to machine learning techniques to maintain a competitive edge in the market …

Selecting A Diverse Set Of Aesthetically-Pleasing and Representative Video Thumbnails Using Reinforcement Learning

E Apostolidis, G Balaouras, V Mezaris… - … Conference on Image …, 2023 - ieeexplore.ieee.org
This paper presents a new reinforcement-based method for video thumbnail selection
(called RL-DiVTS), that relies on estimates of the aesthetic quality, representativeness and …

Who wants to be a Click-Millionaire? On the Influence of Thumbnails and Captions

T Koller, H Grabner - 2022 26th International Conference on …, 2022 - ieeexplore.ieee.org
How to be successful on a video platform with 720K hours of video uploaded daily? This is
the key question for every Youtube content creator. Especially, because there is only a …

A multi-modal deep learning model for video thumbnail selection

Z Yu, N Shi - arXiv preprint arXiv:2101.00073, 2020 - arxiv.org
Thumbnail is the face of online videos. The explosive growth of videos both in number and
variety underpins the importance of a good thumbnail because it saves potential viewers …

A Comparison Between KeyFrame Extraction Methods for Clothing Recognition

G Lindgren - 2023 - diva-portal.org
With an ever so high video consumption, applications and services need to use smart
approaches to make the experience better for their users. By using key frames from a video …

AI Image Analysis in Era of Short-Time Viewing

M Maezawa, R Endo… - SMPTE Motion Imaging …, 2024 - ieeexplore.ieee.org
In the era when short videos are preferred, broadcasting stations have been enhancing
momentums to distribute summary videos of broadcast content on social media. Therefore …