no code implementations • 9 Oct 2023 • Ruizhi Wang, Xiangtao Wang, Jie zhou, Thomas Lukasiewicz, Zhenghua Xu
In addition, word-level optimization based on numbers ignores the semantics of reports and medical images, and the generated reports often cannot achieve good performance.
no code implementations • 8 Sep 2023 • Xiangtao Wang, Ruizhi Wang, Jie zhou, Thomas Lukasiewicz, Zhenghua Xu
The proposed strategies effectively address limitations in applying masked modeling to medical images, tailored to capturing fine lesion details vital for segmentation tasks.
no code implementations • 15 Apr 2023 • Ruizhi Wang, Xiangtao Wang, Zhenghua Xu, Wenting Xu, Junyang Chen, Thomas Lukasiewicz
In clinical scenarios, multiple medical images with different views are usually generated at the same time, and they have high semantic consistency.
no code implementations • 27 Feb 2023 • Xiangtao Wang, Ruizhi Wang, Biao Tian, Jiaojiao Zhang, Shuo Zhang, Junyang Chen, Thomas Lukasiewicz, Zhenghua Xu
We leverage the masked patches selection strategy to choose masked patches with lesions to obtain more lesion representation information, and the adaptive masking strategy is utilized to help learn more mutual information and improve performance further.