RETRACTED: Lung Cancer Classification and Prediction Using Machine Learning and Image Processing (Retracted Article)

被引:28
|
作者
Nageswaran, Sharmila [1 ]
Arunkumar, G. [2 ]
Bisht, Anil Kumar [3 ]
Mewada, Shivlal [4 ]
Kumar, J. N. V. R. Swarup [5 ]
Jawarneh, Malik [6 ]
Asenso, Evans [7 ]
机构
[1] Vellore Inst Technol, Sch Elect Engn, Dept Sensor & Biomed Technol, Vellore, Tamil Nadu, India
[2] Madanapalle Inst Technol & Sci, Dept Comp Sci & Engn, Madanapalle, Andhra Pradesh, India
[3] MJP Rohilkhand Univ, Dept CS&IT, Bareilly, Uttar Pradesh, India
[4] Vikram Univ, Govt Coll, Dept Comp Sci, Ujjain, India
[5] SR Gudlavalleru Engn Coll, Dept CSE, Gudlavalleru, India
[6] Gulf Coll, Fac Comp Sci, Seeb, Oman
[7] Univ Ghana, Dept Agr Engn, Accra, Ghana
关键词
MODEL;
D O I
10.1155/2022/1755460
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Lung cancer is a potentially lethal illness. Cancer detection continues to be a challenge for medical professionals. The true cause of cancer and its complete treatment have still not been discovered. Cancer that is caught early enough can be treated. Image processing methods such as noise reduction, feature extraction, identification of damaged regions, and maybe a comparison with data on the medical history of lung cancer are used to locate portions of the lung that have been impacted by cancer. This research shows an accurate classification and prediction of lung cancer using technology that is enabled by machine learning and image processing. To begin, photos need to be gathered. In the experimental investigation, 83 CT scans from 70 distinct patients were utilized as the dataset. The geometric mean filter is used during picture preprocessing. As a consequence, image quality is enhanced. The K-means technique is then used to segment the images. The part of the image may be found using this segmentation. Then, classification methods using machine learning are used. For the classification, ANN, KNN, and RF are some of the machine learning techniques that were used. It is found that the ANN model is producing more accurate results for predicting lung cancer.
引用
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页数:8
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