Deep Learning in Dermatology: A Systematic Review of Current Approaches, Outcomes, and Limitations.
Publication
, Journal Article
Jeong, HK; Park, C; Henao, R; Kheterpal, M
Published in: JID Innov
January 2023
Artificial intelligence (AI) has recently made great advances in image classification and malignancy prediction in the field of dermatology. However, understanding the applicability of AI in clinical dermatology practice remains challenging owing to the variability of models, image data, database characteristics, and variable outcome metrics. This systematic review aims to provide a comprehensive overview of dermatology literature using convolutional neural networks. Furthermore, the review summarizes the current landscape of image datasets, transfer learning approaches, challenges, and limitations within current AI literature and current regulatory pathways for approval of models as clinical decision support tools.
Duke Scholars
Published In
JID Innov
DOI
EISSN
2667-0267
Publication Date
January 2023
Volume
3
Issue
1
Start / End Page
100150
Location
Netherlands
Citation
APA
Chicago
ICMJE
MLA
NLM
Jeong, H. K., Park, C., Henao, R., & Kheterpal, M. (2023). Deep Learning in Dermatology: A Systematic Review of Current Approaches, Outcomes, and Limitations. JID Innov, 3(1), 100150. https://doi.org/10.1016/j.xjidi.2022.100150
Jeong, Hyeon Ki, Christine Park, Ricardo Henao, and Meenal Kheterpal. “Deep Learning in Dermatology: A Systematic Review of Current Approaches, Outcomes, and Limitations.” JID Innov 3, no. 1 (January 2023): 100150. https://doi.org/10.1016/j.xjidi.2022.100150.
Jeong HK, Park C, Henao R, Kheterpal M. Deep Learning in Dermatology: A Systematic Review of Current Approaches, Outcomes, and Limitations. JID Innov. 2023 Jan;3(1):100150.
Jeong, Hyeon Ki, et al. “Deep Learning in Dermatology: A Systematic Review of Current Approaches, Outcomes, and Limitations.” JID Innov, vol. 3, no. 1, Jan. 2023, p. 100150. Pubmed, doi:10.1016/j.xjidi.2022.100150.
Jeong HK, Park C, Henao R, Kheterpal M. Deep Learning in Dermatology: A Systematic Review of Current Approaches, Outcomes, and Limitations. JID Innov. 2023 Jan;3(1):100150.
Published In
JID Innov
DOI
EISSN
2667-0267
Publication Date
January 2023
Volume
3
Issue
1
Start / End Page
100150
Location
Netherlands