Target tracker with masked discriminative correlation filter. Issue 10 (9th June 2020)
- Record Type:
- Journal Article
- Title:
- Target tracker with masked discriminative correlation filter. Issue 10 (9th June 2020)
- Main Title:
- Target tracker with masked discriminative correlation filter
- Authors:
- Liu, Hang
Li, Bodong - Abstract:
- Abstract : The discriminative correlation filter (DCF) method is widely used in target tracking due to its real‐time performance. However, the computational efficiency of DCF results in boundary effect, which reduces the tracking accuracy in fast motion scene. Besides, background noise is always required to be carefully handled for they will cause trouble in scenes such as background clutter, occlusion, deformation etc. To address the two issues, this study proposes masked discriminative correlation filter, which uses mask to process DCF filter as well as target samples so as to suppress boundary effect and background noise. Experimental results on benchmark datasets show that the proposed tracker performs better than a series of benchmark trackers, and is superior to them in almost various scenes.
- Is Part Of:
- IET image processing. Volume 14:Issue 10(2020)
- Journal:
- IET image processing
- Issue:
- Volume 14:Issue 10(2020)
- Issue Display:
- Volume 14, Issue 10 (2020)
- Year:
- 2020
- Volume:
- 14
- Issue:
- 10
- Issue Sort Value:
- 2020-0014-0010-0000
- Page Start:
- 2227
- Page End:
- 2234
- Publication Date:
- 2020-06-09
- Subjects:
- target tracking -- filtering theory -- correlation methods
target tracker -- masked discriminative correlation filter -- target tracking -- boundary effect -- fast‐motion scene -- background noise -- background clutter -- DCF filter
Image processing -- Periodicals
621.36705 - Journal URLs:
- http://digital-library.theiet.org/content/journals/iet-ipr ↗
http://ieeexplore.ieee.org/servlet/opac?punumber=4149689 ↗
http://www.ietdl.org/IET-IPR ↗
https://ietresearch.onlinelibrary.wiley.com/journal/17519667 ↗
http://www.theiet.org/ ↗ - DOI:
- 10.1049/iet-ipr.2019.0881 ↗
- Languages:
- English
- ISSNs:
- 1751-9659
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4363.252600
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 16587.xml