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Preliminary Stages for COVID-19 Detection Using Image Processing

delete2022-12-15
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OA
AI
T
Taqwa Ahmed Alhaj *
I
Inshirah Idris
F
Fatin A. Elhaj
T
Tusneem Elhassan
M
Muhammad Akmal Remli
M
Maheyzah Md Siraj
M
Mohd Shafry Mohd Rahim
DOI:10.3390/diagnostics12123171delete
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摘要

摘要

En 中文
COVID-19 was first discovered in December 2019 in Wuhan. There have been reports of thousands of illnesses and hundreds of deaths in almost every region of the world. Medical images, when combined with cutting-edge technology such as artificial intelligence, have the potential to improve the efficiency of the public health system and deliver faster and more reliable findings in the detection of COVID-19. The process of developing the COVID-19 diagnostic system begins with image accusation and proceeds via preprocessing, feature extraction, and classification. According to literature review, several attempts to develop taxonomies for COVID-19 detection using image processing methods have been introduced. However, most of these adhere to a standard category that exclusively considers classification methods. Therefore, in this study a new taxonomy for the early stages of COVID-19 detection is proposed. It attempts to offer a full grasp of image processing in COVID-19 while considering all phases required prior to classification. The survey concludes with a discussion of outstanding concerns and future directions.
Keyword:
COVID-19
preprocessing
augmentation
segmentation
feature extraction
transfer learning
X-ray
CT
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对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

Diagnostics 封面图
Diagnostics
IF:
3.3
论文数:
2.0W
被引数:
3.6W

机构

U
Universiti Malaysia Kelantan
学者数:
736
论文数: 623
被引数: 748
U
Universiti Teknologi Malaysia
学者数:
1.4W
论文数: 1.1W
被引数: 85
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