Correlation filter tracking based on multi-peak detection and adaptive coefficient

Yan-jie Zhang; Gang Wang; Yun Gao

doi:10.1117/12.2605948

15 September 2021 Correlation filter tracking based on multi-peak detection and adaptive coefficient

Yan-jie Zhang, Gang Wang, Yun Gao

Proceedings Volume 11915, International Conference on Optics and Image Processing (ICOIP 2021); 119150K (2021) https://doi.org/10.1117/12.2605948
Event: International Conference on Optics and Image Processing (ICOIP 2021), 2021, Guilin, China

Abstract

In order to further improve the robustness of the ambiguity suppression related filtering algorithm (ARCF) tracking in many complex scenes such as rapid motion and occlusion, an adaptive normal punishment coefficient is proposed based on the relevant filter algorithm of automatic space-time normalization. At the same time, in order to make the tracking results more accurate, a object peak detection and selection algorithm is proposed specifically for multi-peak situation, which can determine the peak condition of the response map of the current frame and select the peak that best meets the object in multi-peak situation. In the template update stage, in order to keep the updated template from the pollution of similarities and masks, this paper also proposes a situation to detect whether the object is obscured, as a condition for the template update, so that the object template can better match the object.

Citation Download Citation

Yan-jie Zhang, Gang Wang, and Yun Gao "Correlation filter tracking based on multi-peak detection and adaptive coefficient", Proc. SPIE 11915, International Conference on Optics and Image Processing (ICOIP 2021), 119150K (15 September 2021); https://doi.org/10.1117/12.2605948

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
4 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Detection and tracking algorithms

Electronic filtering

Image filtering

Video

Digital filtering

Automatic tracking

Optical tracking

Show All Keywords

Keywords/Phrases

Search In:

Publication Years