Diagnostic of Cystic Fibrosis in Lung Computer Tomographic Images using Image Annotation and Improved PSPNet Modelling-Reference-Cited by-同舟云学术

Diagnostic of Cystic Fibrosis in Lung Computer Tomographic Images using Image Annotation and Improved PSPNet Modelling

Published:2020-08-01 Issue:1 Volume:1611 Page:012062
ISSN:1742-6588
Container-title:Journal of Physics: Conference Series
language:
Short-container-title:J. Phys.: Conf. Ser.

Author:

Francis N J,Francis N S,Axyonov S V,Aljasar S A,Xu Y,Saqib M

Abstract

Abstract The research deals with the development of an algorithm for detecting pathological formation in cystic fibrosis using the PSPNet model with focal loss. The model allows data sets to be entered in accordance to their similarities based on their pathological diagnostic signs. The simple and effective algorithm structure groups annotated images, processes them in a multi-scale CNN, and localizes areas of cystic fibrosis in the lungs with high accuracy.

Publisher

IOP Publishing

Subject

General Physics and Astronomy

Link

https://iopscience.iop.org/article/10.1088/1742-6596/1611/1/012062/pdf

Reference17 articles.

1. Image analysis for cystic fibrosis: automatic lung airway wall and vessel measurement on CT images. Conference Proceedings: Annual International Conference of the IEEE Engineering in Medicine and Biology Society;Mumcuoglu;IEEE Engineering in Medicine and Biology Society. Annual Conference,2009

2. PRAGMA-CF. A quantitative structural lung disease computed tomography outcome in young children with cystic fibrosis;Rosenow;American journal of respiratory and critical care medicine,2015

3. Pyramid scene parsing network;Zhao,2017

4. Lung Lesion Detection in CT Scan Images Using the Fuzzy Local Information Cluster Means (FLICM) Automatic Segmentation Algorithm and Back Propagation Network Classification;Lavanya;Asian Pac J Cancer Prev,2017

5. Effect of Data Augmentation and Lung Mask Segmentation for Automated Chest Radiograph Interpretation of Some Lung Diseases;Gang,2019

Cited by 6 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Design and Optimization of Novel Laser Reduced Graphene Oxide Sensor for Neural Signal Investigation;2024 6th International Youth Conference on Radio Electronics, Electrical and Power Engineering (REEPE);2024-02-29

2. Ultra Sensitive Rapid Electrochemical Detection of Lead Based on Laser Reduced Graphene Oxide Sensor in Biological Object;2024 6th International Youth Conference on Radio Electronics, Electrical and Power Engineering (REEPE);2024-02-29

3. An Ultra Sensitive Electrochemical Determination of Trypsin Based on Laser Reduced Graphene Oxide Annular Sensor in Biological Product;2024 6th International Youth Conference on Radio Electronics, Electrical and Power Engineering (REEPE);2024-02-29

4. Design and optimization of laser reduced graphene oxide sensor for cognitive sleep and spatial factors Investigation;2024 6th International Youth Conference on Radio Electronics, Electrical and Power Engineering (REEPE);2024-02-29

5. Electrochemical determination of silver nanoparticles on flexible laser reduced graphene oxide sensor;2023 5th International Youth Conference on Radio Electronics, Electrical and Power Engineering (REEPE);2023-03-16