In recent years, with the rapid development of artificial intelligence, machine vision technology has been widely used in various fields. Traditional cancer detection methods are time-consuming, labor-intensive, and highly dependent on the experience of pathologists; therefore, these methods cannot meet the needs of modern medical treatment. Machine vision overcomes the disadvantages of traditional detection methods in cancer detection and can help pathologists improve the detection accuracy. According to the requirements of medical detection, this review summarizes the applications of machine vision in the detection of cancer cells in histopathological images and analyzes the advantages and disadvantages of existing methods in image preprocessing, segmentation, feature extraction and recognition. Finally, research on the detection methods of histopathological cancer cells is reviewed and prospected, and future development trends are predicted to provide guidance for follow-up research.
基金：
Key Scientic and Technological Projects in Henan Province in 2020 [202102210395]; Scientic and Technological Innovation Team of Colleges and Universities in Henan Province in 2020 [20IRTSTHN015]; Guangdong Provincial Key Laboratory of Manufacturing Equipment Digitization in 2020 [2020B1212060014]
语种：
外文
WOS：
中科院(CAS)分区：
出版当年[2021]版：
大类|3 区计算机科学
小类|3 区工程：电子与电气3 区电信学4 区计算机：信息系统
最新[2025]版：
大类|4 区计算机科学
小类|4 区计算机：信息系统4 区工程：电子与电气4 区电信学
JCR分区：
出版当年[2020]版：
Q2COMPUTER SCIENCE, INFORMATION SYSTEMSQ2ENGINEERING, ELECTRICAL & ELECTRONICQ2TELECOMMUNICATIONS
最新[2023]版：
Q2COMPUTER SCIENCE, INFORMATION SYSTEMSQ2ENGINEERING, ELECTRICAL & ELECTRONICQ2TELECOMMUNICATIONS
第一作者机构：[1]Zhengzhou Univ Light Ind, Henan Key Lab Intelligent Mfg Mech Equipment, Zhengzhou 450002, Peoples R China
通讯作者：
通讯机构：[1]Zhengzhou Univ Light Ind, Henan Key Lab Intelligent Mfg Mech Equipment, Zhengzhou 450002, Peoples R China[2]Guangdong HUST Ind Technol Res Inst, Guangdong Prov Key Lab Digital Mfg Equipment, Dongguan 523808, Peoples R China
推荐引用方式(GB/T 7714)：
He Wenbin,Han Yongjie,Ming Wuyi,et al.Progress of Machine Vision in the Detection of Cancer Cells in Histopathology[J].IEEE ACCESS.2022,10:46753-46771.doi:10.1109/ACCESS.2022.3161575.
APA：
He, Wenbin,Han, Yongjie,Ming, Wuyi,Du, Jinguang,Liu, Yinxia...&Yuan, Jie.(2022).Progress of Machine Vision in the Detection of Cancer Cells in Histopathology.IEEE ACCESS,10,
MLA：
He, Wenbin,et al."Progress of Machine Vision in the Detection of Cancer Cells in Histopathology".IEEE ACCESS 10.(2022):46753-46771
