Yang's research group wiki

Develop novel learning techniques for challenging AI tasks in biomedical applications.

Datasets & Tasks : about the PVL MRI dataset and preprocessing guide

Reading List : related papers to be discussed later

Resources : external links to tools and online learning resources

Project updates

• Attendee: Peiwu Qin, Yifeng Xie,Yang Li, Jingyun Yang (R), Shi Lu
• Yifeng went over key slides in the presentation pvl概述-ai_2018.2.1.pptx
• Yifeng and Prof Qin answered questions about MRI data preprocessing
• Discussed the possibility of using multi-task learning for joint MRI image segmentation and hand functionality prediction.

• Discuss with Dr. Heng Liu on understanding MRI images for PVL diagnosis.
• Dr.Heng Liu introduced how to distinguish the lesion of white matter.(by color and edge)

The red arrow and white arrow points to the lesion regions while the blue arrow points to the healthy region.

• Yifeng and Dr.Heng Liu introduced how to know the specification of each image.(by pydicom)

• Dr.Heng Liu set forth the aims of speculating on the possibility of cerebral palsy.

• Attendee: Yang Li, Jingyun Yang (R)
• Jingyun Yang gave a presentation about the research of small white matter lesionswhite_matter_lesion.pdf
• Pro.Li suggested using the neural network and beginning to preprocess the data.

• Attendee: Yang Li, Jingyun Yang (R)
• Jingyun Yang gave a brief report on applications of transfer learning and multi-task in medical image.report02.25.pdf

• Attendee: Yang Li, Jingyun Yang, Yicong Li
• Set the goal: Multitask learning-mobility function prediction of infants based on MRI images.
• Tasks to be learned: white matter lesions segmentation & hand function prediction & localization/counting of lesions & more
• Explore the appropriate multitask archtecture