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medical_data:top [2020/08/31 04:02] chekakimedical_data:top [2021/07/12 06:55] (current) – [Blood vessel segmentation using geometric constraints] wlsdzyzl
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-====Medical Data Projects====+=====Medical Data Projects=====
    
 Develop novel learning techniques for challenging AI tasks in biomedical applications. Develop novel learning techniques for challenging AI tasks in biomedical applications.
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 ---- ----
 +====Blood vessel segmentation using geometric constraints====
  
-===Brain MRI image segmentation for PVL diagnosis  === +[[medical_data:vessel_data | Datasets]] : datasets for blood vessel segmentation 
 + 
 +[[medical_data:vessel_resources | Resources]] : links to papers and online resources 
 + 
 +//Project updates// 
 +  
 +==Meeting on July 9, 2021== 
 +  * Attendee: Yang, Ruqi, Bo and Guoqing   
 +  * Meeting slides {{ :medical_data:report_7_8-9.pptx |}} 
 +  * Meeting recording {{ :medical_data:guoqing7.9.pdf |}} 
 + 
 +---------- 
 +====Brain MRI image segmentation for PVL diagnosis  ====
    
-[[medical_data:pvl_data | Datasets & Tasks]] : about the PVL MRI dataset and preprocessing guide+[[medical_data:pvl_data | Datasets ]] : about the PVL MRI dataset and preprocessing guide
  
 [[medical_data:pvl_reading | Reading List]] : related papers to be discussed later [[medical_data:pvl_reading | Reading List]] : related papers to be discussed later
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 ==Meeting on Aug 31,2020== ==Meeting on Aug 31,2020==
   * Attendee: Yang Li, Jingyun Yang, Yicong Li   * Attendee: Yang Li, Jingyun Yang, Yicong Li
-  * Set the goalMultitask learning-mobility function prediction of infants based on MRI images. +  * Meeting notes:{{:medical_data:meetingnotes01.pdf|}} 
-  * Tasks to be learned: white matter lesions segmentation hand function prediction & localization/counting of lesions & more + 
-  * Explore the appropriate multitask archtecture+==Meeting on Oct 15,2020== 
 +  *Attendee : Yang Li, Heng Liu, Jingyun Yang, Yicong Li 
 +  *Data update: 
 +  - more MRI images of patients with PVL 
 +  - new classification of hand function in 5 classes 
 +  *More symptoms of PVL 
 +  - A->B->C:The volum of white matter decreases while lateral ventricle and sylvian cistern become larger  
 +{{ medical_data:sym2.png?400 | Another symptoms of PVL }} 
 +  - A->B:The lateral wall of the lateral ventricle becomes irregular & B->C: Extensive cystic degeneration of the white matter around the lateral ventricle appears. 
 +{{ medical_data:sym1.png?400 | Another symptoms of PVL }} 
 +  *Standards for grading disease severity: 
 +  - Hand function 
 +  - Visible lesions in MRI images 
 +  *Task Updata: 
 +  - Lesions segmentation of MRI images 
 +  - Classification of hand function 
 +  - Counting of lesions 
 +  - To be explored:changes of lateral ventricle 
 + 
 +====Multi-task transfer learning for brain MRI image understanding==== 
 + 
 +[[medical_data:multitask_transfer_data | Datasets & Tasks]] : brain MRI dataset and tasks
medical_data/top.1598860954.txt.gz · Last modified: 2020/08/31 04:02 by chekaki