42 citations · 103 across the 8 of their papers we have counts for
3 papers · 1 filter
A Reasoning-Enabled Vision-Language Foundation Model for Chest X-ray Interpretation
Yabin Zhang, Chong Wang, Yunhe Gao +19
Chest X-rays (CXRs) are among the most frequently performed imaging examinations worldwide, yet rising imaging volumes increase radiologist workload and the risk of diagnostic erro…
Visual concept ranking uncovers medical shortcuts used by large multimodal models
Joseph D. Janizek, Sonnet Xu, Junayd Lateef +1
Ensuring the reliability of machine learning models in safety-critical domains such as healthcare requires auditing methods that can uncover model shortcomings. We introduce a meth…
BiasICL: In-Context Learning and Demographic Biases of Vision Language Models
Sonnet Xu, Joseph Janizek, Yixing Jiang +1
Vision language models (VLMs) show promise in medical diagnosis, but their performance across demographic subgroups when using in-context learning (ICL) remains poorly understood.…