Neural Network-based Fast Liver Ultrasound Image Segmentation

被引：16

作者：

Ansari, Mohammed Yusuf ^{[1
]}

Mangalote, Iffa Afsa Changaai ^{[1
]}

Masri, Dima ^{[2
]}

Dakua, Sarada Prasad ^{[1
]}

机构：

[1] Hamad Med Corp, Hamad Gen Hosp, Surg, Doha, Qatar

[2] King Faisal Univ, Biomed Engineeting, Al Hufuf, Al Ahsa, Saudi Arabia

来源：

2023 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, IJCNN | 2023年

关键词：

Liver; Ultrasound; Segmentation; Fast; FUSION;

D O I：

10.1109/IJCNN54540.2023.10191085

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Ultrasound is quite popular among the clinicians' fraternity, because the machine is cheap, easy to use, and mobile. However, the image is not that easy to study properly, if the examiner does not have adequate expertise. Image segmentation, being the first step to ease the study, is considered crucial. In this paper, we have presented a neural network-based image segmentation that is based on Pyramid Scene Parsing. Additionally, we have studied the importance of removing noise before the actual segmentation. We have tested the method on the data obtained from Hamad Medical Corporation and found Dice coefficient of 0.913 +/- 0.024 while delivering a real-time performance of 37 frames per second.

引用

页数：8

共 50 条

[21] Eyes Location by Neural Network-Based Face Segmentation
Feng, Xiao-yi
INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2006, 6 (5A): : 132 - 135
[22] A neural network-based color document segmentation approach
Zhu, QS
Li, YF
He, XP
PROCEEDINGS OF THE 11TH JOINT INTERNATIONAL COMPUTER CONFERENCE, 2005, : 925 - 928
[23] A Neural Network-based Method for Automatic Pericardium Segmentation
Li, Zhiquan
Zou, Lin
Yang, Ran
PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND SOFTWARE ENGINEERING (CSSE 2019), 2019,
[24] Design of neural network-based microchip for color segmentation
Fiesler, E
Duong, T
Trunov, A
APPLICATIONS AND SCIENCE OF COMPUTATIONAL INTELLIGENCE III, 2000, 4055 : 228 - 237
[25] Fast Sequential Feature Extraction for Recurrent Neural Network-Based Hyperspectral Image Classification
Ma, Andong
Filippi, Anthony M.
Wang, Zhangyang
Yin, Zhengcong
Huo, Da
Li, Xiao
Guneralp, Burak
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 59 (07): : 5920 - 5937
[26] Segmentation of Thyroid gland in Ultrasound image using neural network
Garg, Hitesh
Jindal, Alka
2013 FOURTH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATIONS AND NETWORKING TECHNOLOGIES (ICCCNT), 2013,
[27] Multichannel convolutional neural network-based fuzzy active contour model for medical image segmentation
Shi, Qingwu
Yin, Shoulin
Wang, Kun
Teng, Lin
Li, Hang
EVOLVING SYSTEMS, 2022, 13 (04) : 535 - 549
[28] A Fuzzy Plug-and-Play Neural Network-Based Convex Shape Image Segmentation Method
Zhang, Xuyuan
Han, Yu
Lin, Sien
Xu, Chen
MATHEMATICS, 2023, 11 (05)
[29] Multichannel convolutional neural network-based fuzzy active contour model for medical image segmentation
Qingwu Shi
Shoulin Yin
Kun Wang
Lin Teng
Hang Li
Evolving Systems, 2022, 13 : 535 - 549
[30] Application of medical clinic system using improved neural network-based image segmentation technique
Wu, Fenglang
Liu, Xinran
Wang, Yudan
Li, Xiaoliang
Zhou, Ming
NEURAL COMPUTING & APPLICATIONS, 2022,

← 1 2 3 4 5 →