Condensing Video Content: Deep Learning Advancements and Challenges in Video Summarization Innovations

F Shamsi, I Sindhu - IEEE Access, 2025 - ieeexplore.ieee.org
With the rapid growth of social media platforms, the volume of video content on the internet
has increased exponentially. YouTube, the most popular social networking platform …

Video Summarization Using U-shaped Non-local Network

S Zang, H Jin, Q Yu, S Zhang, H Yu - International Journal of Network …, 2024 - sciltp.com
Video summarization (VS) refers to extraction of key clips with important information from
long videos to compose the short videos. The video summaries are derived by capturing a …

Self-attention-based long temporal sequence modeling method for temporal action detection

J Huang, P Zhao, G Wang, S Yang, J Lin - Neurocomputing, 2023 - Elsevier
Abstract Temporal Action Detection (TAD) is a basic and complex task in video
understanding. It aims at detecting both the localization and category of actions in a video …

Unsupervised Video Summarization Based on the Diffusion Model of Feature Fusion

Q Yu, H Yu, Y Sun, D Ding… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Video summarization (VS) technologies can automatically extract key frames with effective
information and thus can help to quickly identify the events or speed up the decision-making …

Local and global context cooperation for temporal action detection

L Wu, L Xu - Multimedia Systems, 2024 - Springer
Temporal action detection (TAD) is a fundamental task for video understanding. The task
aims to locate the start and end boundaries of action instances and identify their …

Dynamic graph neural network-based computational paradigm for video summarization

R Deepa, T Sree Sharmila, R Niruban - Multimedia Tools and Applications, 2024 - Springer
In recent times, there has been a significant amount of interest in video summary technology.
The reason behind video summarizing is to condense the information from the original video …

Explainable Video Summarization for Advancing Media Content Production

E Apostolidis, G Balaouras, I Patras… - … of Information Science …, 2025 - igi-global.com
This chapter focuses on explainable video summarization, a technology that could
significantly advance the content production workflow of Media organizations. It starts by …

Fuzzy C-mean clustering technique based visual features fusion for automatic video summarization method

ET Khalid, SA Jassim, S Saqaeeyan - Multimedia Tools and Applications, 2024 - Springer
Video Summarization is one of the most important processes in multimedia applications. It is
the process of taking a few segments of each scene to create a video summary that …

A Human-Annotated Video Dataset for Training and Evaluation of 360-Degree Video Summarization Methods

I Kontostathis, E Apostolidis, V Mezaris - Proceedings of the 2024 ACM …, 2024 - dl.acm.org
In this paper we introduce a new dataset for 360-degree video summarization: the
transformation of 360-degree video content to concise 2D-video summaries that can be …

[PDF][PDF] DSTC-Sum: A Supervised Video Summarization Model Using Depthwise Separable Temporal Convolutional

MH Eissa, H Farouk, K Eldahshan… - International Journal of …, 2024 - saiconference.com
The exponential growth in video content has created a critical need for efficient video
summarization techniques to enable faster and more accurate information retrieval. Video …