HistGen: Histopathology Report Generation via Local-Global Feature Encoding and Cross-modal Context Interaction

1 code implementation • 8 Mar 2024 • Zhengrui Guo, Jiabo Ma, Yingxue Xu, Yihui Wang, Liansheng Wang, Hao Chen

Histopathology serves as the gold standard in cancer diagnosis, with clinical reports being vital in interpreting and understanding this process, guiding cancer treatment and patient care.

Medical Report Generation Multiple Instance Learning +3

Label-Efficient Deep Learning in Medical Image Analysis: Challenges and Future Directions

no code implementations • 22 Mar 2023 • Cheng Jin, Zhengrui Guo, Yi Lin, Luyang Luo, Hao Chen

Thus, label-efficient deep learning methods are developed to make comprehensive use of the labeled data as well as the abundance of unlabeled and weak-labeled data.