Ms. Lin Cao Profile

Lin Cao

at Qilu Univ. of Technology

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 | 31 January 2020 Paper

Research on automatic detection method of infrared marine buoy based on CNN

Shousheng Liu, Zhigang Gai, Lin Cao, Hui Li, Ding Hu, Fengxiang Guo, Huimin Qiu

Proceedings Volume 11427, 114273N (2020) https://doi.org/10.1117/12.2553051

Read Abstract +

Most of objects on marine surface are ships and buoys. There are a lot of researches on object recognition and localization for ship, but few studies are focus on marine buoy detection. If marine buoys could be detected in time, most of the damage caused by collision with ships or unmanned vessels will be avoided. We propose a method for automatic detection of marine buoy: by using infrared camera we obtain video stream data in which we select and annotate infrared image samples with buoys, by training those samples we fine-tune a CNN detection model based on MobleNet-SSD which is pre-trained on the Pascal VOC dataset. Any marine buoy could be recognized and localized by our detection method, whose average precision on our test set is up to 90%. We get real-time performance with FPS up to 30 on portable embedded devices like NVIDIA Jetson AGX Xavier and Intel Neural Compute Stick 2.

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