Multi-Aspect Knowledge-Enhanced Dermatological Vision-Language Pretraining with Multi-Agent Data Generation

Xieji Li, Siyuan Yan, Yingsheng Liu, H. Peter Soyer, Monika Janda, Victoria Mar, Zongyuan Ge

Open source

DOI
10.1109/tmi.2026.3723004
Published
2026
Container
IEEE Transactions on Medical Imaging
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Open access
unknown

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BibTeX

@article{allodium:10.1109/tmi.2026.3723004,
  title = {Multi-Aspect Knowledge-Enhanced Dermatological Vision-Language Pretraining with Multi-Agent Data Generation},
  author = {Xieji Li and Siyuan Yan and Yingsheng Liu and H. Peter Soyer and Monika Janda and Victoria Mar and Zongyuan Ge},
  year = {2026},
  journal = {IEEE Transactions on Medical Imaging},
  doi = {10.1109/tmi.2026.3723004},
  url = {https://doi.org/10.1109/tmi.2026.3723004}
}

RIS

TY  - JOUR
TI  - Multi-Aspect Knowledge-Enhanced Dermatological Vision-Language Pretraining with Multi-Agent Data Generation
AU  - Xieji Li
AU  - Siyuan Yan
AU  - Yingsheng Liu
AU  - H. Peter Soyer
AU  - Monika Janda
AU  - Victoria Mar
AU  - Zongyuan Ge
PY  - 2026
JO  - IEEE Transactions on Medical Imaging
DO  - 10.1109/tmi.2026.3723004
UR  - https://doi.org/10.1109/tmi.2026.3723004
ER  - 

APA

Li, X., Yan, S., Liu, Y., Soyer, H. P., Janda, M., Mar, V., & Ge, Z. (2026). Multi-Aspect Knowledge-Enhanced Dermatological Vision-Language Pretraining with Multi-Agent Data Generation. IEEE Transactions on Medical Imaging. https://doi.org/10.1109/tmi.2026.3723004

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