Video summarization using deep neural networks: A survey

E Apostolidis, E Adamantidou, AI Metsai… - Proceedings of the …, 2021 - ieeexplore.ieee.org
Video summarization technologies aim to create a concise and complete synopsis by
selecting the most informative parts of the video content. Several approaches have been …

VSS-Net: visual semantic self-mining network for video summarization

Y Zhang, Y Liu, W Kang, R Tao - IEEE Transactions on Circuits …, 2023 - ieeexplore.ieee.org
Video summarization, with the target to detect valuable segments given untrimmed videos, is
a meaningful yet understudied topic. Previous methods primarily consider inter-frame and …

Unsupervised video summarization via deep reinforcement learning with shot-level semantics

Y Yuan, J Zhang - IEEE Transactions on Circuits and Systems …, 2022 - ieeexplore.ieee.org
Video summarization is one of the critical techniques in video retrieval, video browsing, and
management. It is still a challenging research task due to user subjectivity, excessive …

LTC-SUM: Lightweight client-driven personalized video summarization framework using 2D CNN

G Mujtaba, A Malik, ES Ryu - IEEE Access, 2022 - ieeexplore.ieee.org
This paper proposes a novel lightweight thumbnail container-based summarization (LTC-
SUM) framework for full feature-length videos. This framework generates a personalized …

Previously on... From Recaps to Story Summarization

AK Singh, D Srivastava… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
We introduce multimodal story summarization by leveraging TV episode recaps-short video
sequences interweaving key story moments from previous episodes to bring viewers up to …

Graph Convolutional Dictionary Selection With L, Norm for Video Summarization

M Ma, S Mei, S Wan, Z Wang, XS Hua… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Video Summarization (VS) has become one of the most effective solutions for quickly
understanding a large volume of video data. Dictionary selection with self representation …

TLDW: Extreme multimodal summarisation of news videos

P Tang, K Hu, L Zhang, J Luo… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Multimodal summarisation with multimodal output is drawing increasing attention due to the
rapid growth of multimedia data. While several methods have been proposed to summarise …

Keyframe recommendation based on feature intercross and fusion

G Yang, Z He, Z Su, Y Li, B Hu - Complex & Intelligent Systems, 2024 - Springer
Keyframe extraction can effectively help users quickly understand video content. Generally,
keyframes should be representative of the video content and simultaneously be diverse to …

RBDL: Robust block-Structured dictionary learning for block sparse representation

AK Seghouane, A Iqbal, AM Rekavandi - Pattern Recognition Letters, 2023 - Elsevier
Dictionary learning methods have been extensively used in different types of image and
signal processing tasks. In a number of applications, the collected data/signal may have a …

A multi-flexible video summarization scheme using property-constraint decision tree

X Teng, X Gui, P Xu, Y Shao, J Tong, T Du, H Dai - Neurocomputing, 2022 - Elsevier
Video summarization (VS) technology presents a multi-tendency development. However,
there are still certain challenges in shortening a long video into several diverse and concise …