CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 13090 > Article
Paper
8 April 2024 Superpixel-based region features fuzzy C-means clustering for color image segmentation
Jianjun Jiao, Xiaopeng Wang
Author Affiliations +
Proceedings Volume 13090, International Conference on Computer Application and Information Security (ICCAIS 2023); 130903E (2024) https://doi.org/10.1117/12.3025384
Event: International Conference on Computer Application and Information Security (ICCAIS 2023), 2023, Wuhan, China
Abstract
Traditional FCM (fuzzy C-means) image segmentation considers only the image’s pixel value and ignores other factors, which leads to the under-segmentation problem. This paper proposed a color image segmentation method based on the superpixel region features (SRFFCM), which uses the texture, mean, and color features obtained from the superpixel region to construct a new image segmented by the method. Firstly, we use the superpixels method to segment the image into multiple regions. Secondly, to obtain the texture features of the regions, we designed a calculation method of a gray cooccurrence matrix for the irregular regions. Finally, we treated the region as a standard pixel and used the proposed method for clustering under the construction of the irregular regions’ multidimensional vector. Due to the utilization of multiple features of the region, the segmentation accuracy (SA)and mean Intersection-over-Union (mIoU) of the proposed method is more than 90% through the test of images segmentation, and the time complexity is lower than that of most other algorithms.
(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Jianjun Jiao and Xiaopeng Wang "Superpixel-based region features fuzzy C-means clustering for color image segmentation", Proc. SPIE 13090, International Conference on Computer Application and Information Security (ICCAIS 2023), 130903E (8 April 2024); https://doi.org/10.1117/12.3025384
ACCESS THE FULL ARTICLE
ORGANIZATIONAL
Sign in with credentials provided by your organization.
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
 16 PAGES
DOWNLOAD PAPER SAVE TO MY LIBRARY
GET CITATION
Advertisement
Advertisement
RIGHTS & PERMISSIONS
Get copyright permission  Get copyright permission on Copyright Marketplace
KEYWORDS
Image segmentation
Image processing algorithms and systems
Cooccurrence matrices
RGB color model
Tunable filters
Windows
Image filtering
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top