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 …

A novel key-frames selection framework for comprehensive video summarization

C Huang, H Wang - IEEE Transactions on Circuits and Systems …, 2019 - ieeexplore.ieee.org
Video summarization (VSUMM) has become a popular method in processing massive video
data. The key point of VSUMM is to select the key frames to represent the effective contents …

Hybrid soft computing approaches to content based video retrieval: A brief review

H Bhaumik, S Bhattacharyya, MD Nath… - Applied Soft …, 2016 - Elsevier
There has been an unrestrained growth of videos on the Internet due to proliferation of
multimedia devices. These videos are mostly stored in unstructured repositories which pose …

Key-frame extraction techniques: A review

MK Asha Paul, J Kavitha… - Recent Patents on …, 2018 - ingentaconnect.com
Background: The massive database of videos is growing day by day in this era. Analyzing
such huge data is always a time-consuming process. The effective use of video content …

Efficient visual attention based framework for extracting key frames from videos

N Ejaz, I Mehmood, SW Baik - Signal Processing: Image Communication, 2013 - Elsevier
The huge amount of video data on the internet requires efficient video browsing and retrieval
strategies. One of the viable solutions is to provide summaries of the videos in the form of …

Personalized key frame recommendation

X Chen, Y Zhang, Q Ai, H Xu, J Yan, Z Qin - Proceedings of the 40th …, 2017 - dl.acm.org
Key frames are playing a very important role for many video applications, such as on-line
movie preview and video information retrieval. Although a number of key frame selection …

Deep unsupervised key frame extraction for efficient video classification

H Tang, L Ding, S Wu, B Ren, N Sebe… - ACM Transactions on …, 2023 - dl.acm.org
Video processing and analysis have become an urgent task, as a huge amount of videos
(eg, YouTube, Hulu) are uploaded online every day. The extraction of representative key …

Audiovisual video summarization

B Zhao, M Gong, X Li - IEEE Transactions on Neural Networks …, 2021 - ieeexplore.ieee.org
Audio and vision are two main modalities in video data. Multimodal learning, especially for
audiovisual learning, has drawn considerable attention recently, which can boost the …

A stepwise, label-based approach for improving the adversarial training in unsupervised video summarization

E Apostolidis, AI Metsai, E Adamantidou… - Proceedings of the 1st …, 2019 - dl.acm.org
In this paper we present our work on improving the efficiency of adversarial training for
unsupervised video summarization. Our starting point is the SUM-GAN model, which creates …

Key-frame extraction by analysis of histograms of video frames using statistical methods

CV Sheena, NK Narayanan - Procedia Computer Science, 2015 - Elsevier
Summarization of videos for different applications like video object recognition and
classification, video retrieval and archival and surveillance is an active research area in …