ESUMM: Event SUMMarization on Scale-Free Networks. Issue 3 (4th May 2019)
- Record Type:
- Journal Article
- Title:
- ESUMM: Event SUMMarization on Scale-Free Networks. Issue 3 (4th May 2019)
- Main Title:
- ESUMM: Event SUMMarization on Scale-Free Networks
- Authors:
- Kumar, Krishan
Shrimankar, Deepti D. - Abstract:
- ABSTRACT: In this digital era, events based video summarization has become an emerging topic in the field of computer vision which finds its applications in video data management, highlights of a game, video surveillance, etc . In this work, we propose a novel network-based approach for event summarization. First, the scale-free network is mapped to a neural network, and then dynamics of a complex video are determined by Chiavlo maps of the network. Second, we declare the neurons as hubs that are exceedingly well linked up as opposed to a majority who receive very short connections. Eventually, these hubs assume as the key-figures of the outcomes; then hubs and all its associated neurons counted for the issue summaries. Experiments show that the proposed approach outperforms the previous existing approaches on Precision and F-measure. The computing cost shows that the proposed model meets the criteria for real-time applications.
- Is Part Of:
- IETE technical review. Volume 36:Issue 3(2019)
- Journal:
- IETE technical review
- Issue:
- Volume 36:Issue 3(2019)
- Issue Display:
- Volume 36, Issue 3 (2019)
- Year:
- 2019
- Volume:
- 36
- Issue:
- 3
- Issue Sort Value:
- 2019-0036-0003-0000
- Page Start:
- 265
- Page End:
- 274
- Publication Date:
- 2019-05-04
- Subjects:
- Chialvo map -- Event summarization -- Monocular videos -- Scale-free network -- Skimming -- Storyboard
Telecommunication -- Periodicals
Electronics -- Periodicals
Electronics
Telecommunication
Periodicals
621.38 - Journal URLs:
- http://www.tandfonline.com/loi/titr20 ↗
http://www.tandfonline.com/toc/titr20/current ↗
http://www.tr.ietejournals.org/ ↗
http://www.tandfonline.com/ ↗ - DOI:
- 10.1080/02564602.2018.1454347 ↗
- Languages:
- English
- ISSNs:
- 0256-4602
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 10854.xml