Assistant Diagnosis of Basal Cell Carcinoma and Seborrheic Keratosis in Chinese Population Using Convolutional Neural Network
Joint Authors
Zhao, Xinyu
Xie, Yang
Huang, Kai
Wu, Xian
He, Xiaoyu
Jin, Zhentao
Wu, Lisha
Wan, Miaojian
Li, Fangfang
Liu, Dihui
Yu, Nianzhou
Li, Mingjia
Su, Juan
Zhao, Shuang
Chen, Xiang
Wu, Zhe
Source
Journal of Healthcare Engineering
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-08-03
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Abstract EN
Objectives.
To evaluate CNN models’ performance of identifying the clinical images of basal cell carcinoma (BCC) and seborrheic keratosis (SK) and to compare their performance with that of dermatologists.
Methods.
We constructed a Chinese skin diseases dataset which includes 1456 BCC and 1843 SK clinical images and the corresponding medical history.
We evaluated the performance using four mainstream CNN structures and transfer learning techniques.
We explored the interpretability of the CNN model and compared its performance with that of 21 dermatologists.
Results.
The fine-tuned InceptionResNetV2 achieved the best performance, with an accuracy and area under the curve of 0.855 and 0.919, respectively.
Further experimental results suggested that the CNN model was not only interpretable but also had a performance comparable to that of dermatologists.
Conclusions.
This study is the first on the assistant diagnosis of BCC and SK based on the proposed dataset.
The promising results suggested that CNN model’s performance was comparable to that of expert dermatologists.
American Psychological Association (APA)
Huang, Kai& He, Xiaoyu& Jin, Zhentao& Wu, Lisha& Zhao, Xinyu& Wu, Zhe…[et al.]. 2020. Assistant Diagnosis of Basal Cell Carcinoma and Seborrheic Keratosis in Chinese Population Using Convolutional Neural Network. Journal of Healthcare Engineering،Vol. 2020, no. 2020, pp.1-8.
https://search.emarefa.net/detail/BIM-1186207
Modern Language Association (MLA)
Huang, Kai…[et al.]. Assistant Diagnosis of Basal Cell Carcinoma and Seborrheic Keratosis in Chinese Population Using Convolutional Neural Network. Journal of Healthcare Engineering No. 2020 (2020), pp.1-8.
https://search.emarefa.net/detail/BIM-1186207
American Medical Association (AMA)
Huang, Kai& He, Xiaoyu& Jin, Zhentao& Wu, Lisha& Zhao, Xinyu& Wu, Zhe…[et al.]. Assistant Diagnosis of Basal Cell Carcinoma and Seborrheic Keratosis in Chinese Population Using Convolutional Neural Network. Journal of Healthcare Engineering. 2020. Vol. 2020, no. 2020, pp.1-8.
https://search.emarefa.net/detail/BIM-1186207
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1186207