Unsupervised video summarization framework using keyframe extraction and video skimming

S Jadon, M Jasim - 2020 IEEE 5th International Conference on …, 2020 - ieeexplore.ieee.org
Video is a robust sources of information and the consumption of online and offline videos
has reached an unprecedented level in the last few years. However, the extraction of …

Hierarchical multimodal transformer to summarize videos

B Zhao, M Gong, X Li - Neurocomputing, 2022 - Elsevier
Although video summarization has achieved tremendous success benefiting from Recurrent
Neural Networks (RNN), RNN-based methods neglect the global dependencies and multi …

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 …

How local is the local diversity? reinforcing sequential determinantal point processes with dynamic ground sets for supervised video summarization

Y Li, L Wang, T Yang, B Gong - Proceedings of the …, 2018 - openaccess.thecvf.com
The large volume of video content and high viewing frequency demand automatic video
summarization algorithms, where a key property is the capability of modeling diversity. If …

Similarity based block sparse subset selection for video summarization

M Ma, S Mei, S Wan, Z Wang, DD Feng… - … on Circuits and …, 2020 - ieeexplore.ieee.org
Video summarization (VS) is generally formulated as a subset selection problem where a set
of representative keyframes or key segments is selected from an entire video frame set …

DeepReS: A deep learning-based video summarization strategy for resource-constrained industrial surveillance scenarios

K Muhammad, T Hussain, J Del Ser… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
The exponential growth in the production of video contents in different industries causes an
urgent need for effective video summarization (VS) techniques, in order to get an optimal …