Detection of Cancer in Medical Images using Deep Learning

被引：6

作者：

Shweikeh, Emad ^{[1
]}

Lu, Joan ^{[1
]}

Al-Rajab, Murad ^{[2
]}

机构：

[1] Univ Huddersfield, Dept Informat, Huddersfield, W Yorkshire, England

[2] Abu Dhabi Univ, Dept Comp Sci & Informat Technol, Abu Dhabi, U Arab Emirates

来源：

INTERNATIONAL JOURNAL OF ONLINE AND BIOMEDICAL ENGINEERING | 2021年 / 17卷 / 14期

关键词：

machine learning (ML); deep learning (DL); image analysis; convolution neural network (CNN); cancer detection; survey; TUMOR;

D O I：

10.3991/ijoe.v17i14.27349

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

Cancer is a serious disease that causes death by genomic disorder combination and diversity of unreasoning changes. This paper study the major deep learning techniques that are addressing medical image analysis and summarizes over 200 contributed articles to the subject, in particular those studies that are published in the last 6 years (since 2016). The main purpose of this paper study is to survey the deep learning algorithms for cancer detection and diagnosis. the results show that the convolutional neural network (CNN) is the most broadly used when it comes to deep learning and medical image analysis.

引用

页码：164 / 171

页数：8

共 50 条

[1] Breast Cancer Detection using Thermal Images and Deep Learning
Mishra, Sumita
Prakash, Aditya
Roy, Sandip Kumar
Sharan, Preeta
Mathur, Nidhi
[J]. PROCEEDINGS OF THE 7TH INTERNATIONAL CONFERENCE ON COMPUTING FOR SUSTAINABLE GLOBAL DEVELOPMENT (INDIACOM-2020), 2019, : 211 - 216
[2] Modality Classification and Concept Detection in Medical Images using Deep Transfer Learning
Singh, Sonit
Ho-Shon, Kevin
Karimi, Sarvnaz
Hamey, Len
[J]. 2018 INTERNATIONAL CONFERENCE ON IMAGE AND VISION COMPUTING NEW ZEALAND (IVCNZ), 2018,
[3] Segmentation of Mammogram Images Using Deep Learning for Breast Cancer Detection
Deb, Sagar Deep
Jha, Rajib Kumar
[J]. 2022 2ND INTERNATIONAL CONFERENCE ON IMAGE PROCESSING AND ROBOTICS (ICIPROB), 2022,
[4] A Review on Automated Cancer Detection in Medical Images using Machine Learning and Deep Learning based Computational Techniques: Challenges and Opportunities
Jatinder Manhas
Rachit Kumar Gupta
Partha Pratim Roy
[J]. Archives of Computational Methods in Engineering, 2022, 29 : 2893 - 2933
[5] A Review on Automated Cancer Detection in Medical Images using Machine Learning and Deep Learning based Computational Techniques: Challenges and Opportunities
Manhas, Jatinder
Gupta, Rachit Kumar
Roy, Partha Pratim
[J]. ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING, 2022, 29 (05) : 2893 - 2933
[6] Breast Cancer Detection from Histopathological Images using Deep Learning and Transfer Learning
Muntean, Cristina H.
Chowkkar, Mansi
[J]. PROCEEDINGS OF 2022 7TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING TECHNOLOGIES, ICMLT 2022, 2022, : 164 - 169
[7] Brain Tumor Detection with Deep Learning Methods' Classifier Optimization Using Medical Images
Guler, Mustafa
Namli, Ersin
[J]. APPLIED SCIENCES-BASEL, 2024, 14 (02):
[8] Detection and analysis of COVID-19 in medical images using deep learning techniques
Dandi Yang
Cristhian Martinez
Lara Visuña
Hardev Khandhar
Chintan Bhatt
Jesus Carretero
[J]. Scientific Reports, 11
[9] Detection and analysis of COVID-19 in medical images using deep learning techniques
Yang, Dandi
Martinez, Cristhian
Visuna, Lara
Khandhar, Hardev
Bhatt, Chintan
Carretero, Jesus
[J]. SCIENTIFIC REPORTS, 2021, 11 (01)
[10] Interactive segmentation of medical images using deep learning
Zhao, Xiaoran
Pan, Haixia
Bai, Wenpei
Li, Bin
Wang, Hongqiang
Zhang, Meng
Li, Yanan
Zhang, Dongdong
Geng, Haotian
Chen, Minghuang
[J]. PHYSICS IN MEDICINE AND BIOLOGY, 2024, 69 (04):

← 1 2 3 4 5 →