SkinCAP: A Multi-modal Dermatology Dataset Annotated with Rich Medical Captions

no code implementations • 28 May 2024 • Juexiao Zhou, Liyuan Sun, Yan Xu, wenbin liu, Shawn Afvari, Zhongyi Han, Jiaoyan Song, Yongzhi Ji, Xiaonan He, Xin Gao

To address this gap and provide a meticulously annotated dermatology dataset with comprehensive natural language descriptions, we introduce SkinCAP: a multi-modal dermatology dataset annotated with rich medical captions.

SkinGPT-4: An Interactive Dermatology Diagnostic System with Visual Large Language Model

no code implementations • 21 Apr 2023 • Juexiao Zhou, Xiaonan He, Liyuan Sun, Jiannan Xu, Xiuying Chen, Yuetan Chu, Longxi Zhou, Xingyu Liao, Bin Zhang, Xin Gao

Skin and subcutaneous diseases rank high among the leading contributors to the global burden of nonfatal diseases, impacting a considerable portion of the population.

Language Modelling Large Language Model

Collaborative Teacher-Student Learning via Multiple Knowledge Transfer

no code implementations • 21 Jan 2021 • Liyuan Sun, Jianping Gou, Baosheng Yu, Lan Du, DaCheng Tao

However, most of the existing knowledge distillation methods consider only one type of knowledge learned from either instance features or instance relations via a specific distillation strategy in teacher-student learning.

Knowledge Distillation Model Compression +2