7 papers
Multi-Contrast MRI Motion Correction via Parameter-Informed Disentanglement and Adaptive Experts
Honglin Xiong, Yuxian Tang, Feng Li +4
Motion artifacts in magnetic resonance imaging (MRI) degrade diagnostic reliability. Existing deep learning methods are typically contrast-specific and fail to generalize across di…
VisionCAD: An Integration-Free Radiology Copilot Framework
Jiaming Li, Junlei Wu, Sheng Wang +7
Widespread clinical deployment of computer-aided diagnosis (CAD) systems is hindered by the challenge of integrating with existing hospital IT infrastructure. Here, we introduce Vi…
Med-LEGO: Editing and Adapting toward Generalist Medical Image Diagnosis
Yitao Zhu, Yuan Yin, Jiaming Li +5
The adoption of visual foundation models has become a common practice in computer-aided diagnosis (CAD). While these foundation models provide a viable solution for creating genera…
ReactDiff: Latent Diffusion for Facial Reaction Generation
Jiaming Li, Sheng Wang, Xin Wang +4
Given the audio-visual clip of the speaker, facial reaction generation aims to predict the listener's facial reactions. The challenge lies in capturing the relevance between video…
Pathology Image Restoration via Mixture of Prompts
Jiangdong Cai, Yan Chen, Zhenrong Shen +5
In digital pathology, acquiring all-in-focus images is essential to high-quality imaging and high-efficient clinical workflow. Traditional scanners achieve this by scanning at mult…
LSA: Latent Style Augmentation Towards Stain-Agnostic Cervical Cancer Screening
Jiangdong Cai, Haotian Jiang, Zhenrong Shen +4
The deployment of computer-aided diagnosis systems for cervical cancer screening using whole slide images (WSIs) faces critical challenges due to domain shifts caused by staining v…