Ms. Ruixin Zhu Profile

Ruixin Zhu

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 | 28 August 2023 Paper

Classification in dynamic videos via a slow-fast network

Miao Zang, Hongfei Zhao, Yingying Kang, Ruixin Zhu

Proceedings Volume 12724, 127242B (2023) https://doi.org/10.1117/12.2687631

KEYWORDS: Video, Education and training, Machine learning, Surgery, Overfitting, Modeling, Deformation, Deep learning

Read Abstract +

For a long time, classification in dynamic videos on public datasets have been a hot research topic. However, in medical image processing, many methods still use traditional machine learning methods to address the problem of cellular dynamics classification. In this study, we paid more attention in the morphological changes of lymphocytes in healthy mice after skin transplantation. We applied a typical deep learning network Slow-Fast into cellular dynamics classification task, in which we incorporated data augmentation techniques such as rotation and reverse ordering to alleviate the overfitting problem to a great extent. Our method achieved better performance on the live-cell video dataset compared to previous approaches.

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