Video summarization for event-centric videos. (April 2023)
- Record Type:
- Journal Article
- Title:
- Video summarization for event-centric videos. (April 2023)
- Main Title:
- Video summarization for event-centric videos
- Authors:
- Li, Qingwen
Chen, Jianni
Xie, Qiqin
Han, Xiao - Abstract:
- Abstract: Video summarization has long been used to ease video browsing and plays a more crucial role with the explosion of online videos. In the context of event-centric videos, we aim to extract the corresponding clips of more important events in the video. To tackle the dilemma between the detection precision and the clip completeness faced by previous methods, we present an efficient B oundary-A ware framework for S ummary clip E xtraction (BASE ) to extract summary clips with more precise boundaries while maintaining their completeness. Specifically, we propose a new distance-based importance signal to reflect the progress information in each video. The signal can not only help us to detect boundaries with higher precision, but also make it possible to preserve the clip completeness. For the feature presentation part, we also explore new information types to facilitate video summarization. Our approach outperforms current state-of-the-art video summarization models in terms of more precise clip boundaries and more complete summary clips. Note that we even yield comparable results to manual annotations.
- Is Part Of:
- Neural networks. Volume 161(2023)
- Journal:
- Neural networks
- Issue:
- Volume 161(2023)
- Issue Display:
- Volume 161, Issue 2023 (2023)
- Year:
- 2023
- Volume:
- 161
- Issue:
- 2023
- Issue Sort Value:
- 2023-0161-2023-0000
- Page Start:
- 359
- Page End:
- 370
- Publication Date:
- 2023-04
- Subjects:
- Event-centric videos -- Video summarization -- Deep learning -- Boundary-aware
Neural computers -- Periodicals
Neural networks (Computer science) -- Periodicals
Neural networks (Neurobiology) -- Periodicals
Nervous System -- Periodicals
Ordinateurs neuronaux -- Périodiques
Réseaux neuronaux (Informatique) -- Périodiques
Réseaux neuronaux (Neurobiologie) -- Périodiques
Neural computers
Neural networks (Computer science)
Neural networks (Neurobiology)
Periodicals
006.32 - Journal URLs:
- http://www.sciencedirect.com/science/journal/08936080 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.neunet.2023.01.047 ↗
- Languages:
- English
- ISSNs:
- 0893-6080
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 6081.280800
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 26310.xml