Xiaodan Xing

Assessing the Efficacy of Invisible Watermarks in AI-Generated Medical Images

2024 · arXiv (Cornell University)

AI-generated medical images are gaining growing popularity due to their potential to address the data scarcity challenge in the real world. However, the issue of accurate identification of these synthetic images, particularly when they exhibit …

Dynamic Multimodal Information Bottleneck for Multimodality Classification

2024

Effectively leveraging multimodal data such as various images, laboratory tests and clinical information is becoming increasingly attractive in a variety of AI-based medical diagnosis and prognosis tasks. Most existing multi-modal techniques only focus on enhancing …