From Static Atlases to Intelligent Learning Systems: A Scoping Review of Imaging-Based Tools and Emerging Artificial Intelligence Applications for Facial Aesthetic Education and Training

Mengyuan Zhang, Yuyan Ma, Guojing Chang, Jiuzuo Huang, Nanze Yu, Xiao Long

Open source

DOI
10.1093/asjof/ojag189
Published
2026
Container
Aesthetic Surgery Journal Open Forum
Publisher
Oxford University Press (OUP)
Open access
unknown

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BibTeX

@article{allodium:10.1093/asjof/ojag189,
  title = {From Static Atlases to Intelligent Learning Systems: A Scoping Review of Imaging-Based Tools and Emerging Artificial Intelligence Applications for Facial Aesthetic Education and Training},
  author = {Mengyuan Zhang and Yuyan Ma and Guojing Chang and Jiuzuo Huang and Nanze Yu and Xiao Long},
  year = {2026},
  journal = {Aesthetic Surgery Journal Open Forum},
  doi = {10.1093/asjof/ojag189},
  url = {https://doi.org/10.1093/asjof/ojag189}
}

RIS

TY  - JOUR
TI  - From Static Atlases to Intelligent Learning Systems: A Scoping Review of Imaging-Based Tools and Emerging Artificial Intelligence Applications for Facial Aesthetic Education and Training
AU  - Mengyuan Zhang
AU  - Yuyan Ma
AU  - Guojing Chang
AU  - Jiuzuo Huang
AU  - Nanze Yu
AU  - Xiao Long
PY  - 2026
JO  - Aesthetic Surgery Journal Open Forum
DO  - 10.1093/asjof/ojag189
UR  - https://doi.org/10.1093/asjof/ojag189
ER  - 

APA

Zhang, M., Ma, Y., Chang, G., Huang, J., Yu, N., & Long, X. (2026). From Static Atlases to Intelligent Learning Systems: A Scoping Review of Imaging-Based Tools and Emerging Artificial Intelligence Applications for Facial Aesthetic Education and Training. Aesthetic Surgery Journal Open Forum. https://doi.org/10.1093/asjof/ojag189

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