Clinical Domain Knowledge-Derived Template Improves Post Hoc AI Explanations in Pneumothorax Classification

no code implementations • 26 Mar 2024 • Han Yuan, Chuan Hong, PengTao Jiang, Gangming Zhao, Nguyen Tuan Anh Tran, Xinxing Xu, Yet Yen Yan, Nan Liu

We anticipate that our template guidance will forge a fresh approach to elucidating AI models by integrating clinical domain expertise.

Clinical Knowledge Explainable artificial intelligence +1

Boosting Box-supervised Instance Segmentation with Pseudo Depth

no code implementations • 2 Mar 2024 • Xinyi Yu, Ling Yan, PengTao Jiang, Hao Chen, Bo Li, Lin Yuanbo Wu, Linlin Ou

This innovative approach empowers the network to simultaneously predict masks and depth, enhancing its ability to capture nuanced depth-related information during the instance segmentation process.

Box-supervised Instance Segmentation Depth Estimation +4