Project Name
Constructing a Novel AI Training Pipeline : From Flexible Annotation Tool to Lifelong Learning
Project Goal
• We aim to provide a pipeline platform of deep learning frameworks for incorporating machine learning building blocks such as novel semi-supervised learning and data augmentation method into medical applications, ranging from a flexible soft annotation tool to the lifelong learning
Project Description
１．Medical Images Enhancement
＊Comparison algorithm for impact score
＊Enhancement induced disturbance evaluation
２．Convolutional Uncertainty Attention Block
＊Enhance medical image analysis
＊Extract various uncertainty information
３．Lifelong Learning
＊Multi-task model
＊Reproducible machine learning
４．Soft Annotation and Semantic Segmentation
＊Less dependence on perfect annotations
＊Disease lesions detection
