Image segmentation of gastroscopy based on ConvNeXt 2.5D UNet

Xing Dong; Hui Kang; Tian Bo; Hu Ruohan; Xiaonan Wang

doi:10.1117/12.2681719

23 May 2023 Image segmentation of gastroscopy based on ConvNeXt 2.5D UNet

Xing Dong, Hui Kang, Tian Bo, Hu Ruohan, Xiaonan Wang

Proceedings Volume 12645, International Conference on Computer, Artificial Intelligence, and Control Engineering (CAICE 2023); 126451W (2023) https://doi.org/10.1117/12.2681719
Event: International Conference on Computer, Artificial Intelligence, and Control Engineering (CAICE 2023), 2023, Hangzhou, China

Abstract

Image segmentation as a crucial step in image processing and analysis, has important applications in video surveillance, medical detection and wafer detection, etc. Accurate and efficient image segmentation can bring great advantages and convenience to the realization of related tasks in these fields. In this paper, a 2.5D UNet network based on ConvNeXt is proposed to realize the image segmentation task based on the gastroscopy image dataset. The experimental results show that the proposed method has better segmentation performance than the UNet model based on ResNet50, UNet model based on EfficientNetB0, and UNET2.5D model based on EfficientNetB1.

Citation Download Citation

Xing Dong, Hui Kang, Tian Bo, Hu Ruohan, and Xiaonan Wang "Image segmentation of gastroscopy based on ConvNeXt 2.5D UNet", Proc. SPIE 12645, International Conference on Computer, Artificial Intelligence, and Control Engineering (CAICE 2023), 126451W (23 May 2023); https://doi.org/10.1117/12.2681719

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
5 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Image segmentation

Education and training

Medical imaging

Performance modeling

3D modeling

Data modeling

Image processing

Show All Keywords

Keywords/Phrases

Search In:

Publication Years