◕ Medical image processing and reconstruction

Maging mode acquisition optimization and reconstruction algorithm 

Image denoising, correction, super-resolution, and enhancement methods 

Low dose / fast imaging technology

Multimodal image registration and fusion 

Image segmentation and target detection, etc.

◕ Intelligent diagnosis and clinical application

AI disease detection, classification, and diagnosis algorithm 

Application of Radiomics and Radiogenomics Analysis 

Disease progression prediction, prognosis evaluation, and efficacy monitoring model 

Design and verification of a computer--ided diagnosis ( CAD ) system 

Image analysis in treatment planning support, among other applications.

◕ System Verification and Reliable Technology

Algorithm robustness, generalization, and repeatability verification 

AI ( XAI ) can be explained to improve clinical credibility. 

Medical image data set construction, management, and challenge competition

Privacy protection analysis technology 

AI system integration, deployment, and clinical transformation challenges.

◕ Frontier artificial intelligence and learning 

Innovation and application of a deep learning model 

Multimodal data fusion learning 

Weak/unsupervised / self-supervised / federated learning strategies 

Generative AI application 

Large language models and visual language models, etc.