Condensing Video Content: Deep Learning Advancements and Challenges in Video Summarization Innovations
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 …
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 …
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
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 …
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
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 …
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 …
aims to locate the start and end boundaries of action instances and identify their …
Dynamic graph neural network-based computational paradigm for video summarization
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 …
The reason behind video summarizing is to condense the information from the original video …
Explainable Video Summarization for Advancing Media Content Production
This chapter focuses on explainable video summarization, a technology that could
significantly advance the content production workflow of Media organizations. It starts by …
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 …
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 …
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 …
summarization techniques to enable faster and more accurate information retrieval. Video …