Dr. Jieyan Liu Profile

Dr. Jieyan Liu

at UESTC

SPIE Involvement:

Author

Publications (1)

This will count as one of your downloads.

You will have access to both the presentation and article (if available).

DOWNLOAD NOW

This content is available for download via your institution's subscription. To access this item, please sign in to your personal account.

Email or Username Forgot your username?

Password Forgot your password?

Show

Keep me signed in

No SPIE account? Create an account

Proceedings Article | 6 May 2019 Paper

Combining discriminant embedding and transfer learning for visual tracking

Jieyan Liu, Ao Ma, Mengmeng Jing

Proceedings Volume 11069, 1106946 (2019) https://doi.org/10.1117/12.2524364

KEYWORDS: Particles, Optical tracking, Video, Data modeling, Matrix multiplication, Detection and tracking algorithms, Electronic filtering, Adaptive optics, Head, Target detection

Read Abstract +

Visual tracking can be viewed as a discrimination problem to distinguish the target object from the background. However, it is difficult to get efficient training samples and there is usually a strong similarity between the foreground and the background in reality, which makes it challenging to discriminate the target object from the background. In this paper, we present a tracking method based on the combination of discriminant embedding and transfer learning to tackle the challenge. For one thing, we use the graph embedding method to characterize the relationship between the foreground samples and the background samples, for another we exploit the knowledge of the tracking results in the previous frame to track the next frame. We then learn a subspace by jointly optimizing discriminant embedding and transfer learning into a unified framework. The classifier is constructed on the learned subspace to discriminate the target from the background. Experiments on several video benchmarks demonstrate the effectiveness of our approach.

My Library

You currently do not have any folders to save your paper to! Create a new folder below.

Folder Name

Folder Description

View contact details

UPDATE YOUR PROFILE

Is this your profile? Update it now.

Sign into your SPIE.org account

Don’t have a profile and want one?

Create an account on SPIE.org

Access to the requested content is limited to institutions that have purchased or subscribe to SPIE eBooks. You are receiving this notice because your organization may not have SPIE eBooks access.*

*Shibboleth/Open Athens users─please sign in to access your institution's subscriptions.

To obtain this item, you may purchase the complete book in print or electronic format on SPIE.org.

ORGANIZATIONAL
Sign in with credentials provided by your organization.

Organizational Username

Organizational Password

Show/Hide Password

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:

Non-members: ADD TO CART

Keywords/Phrases

Search In:

Publication Years