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medical_data:top [2020/01/05 22:51] yangmedical_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//
    
-[[medical_data:pvl_data | Dataset ]] : description and preprocessing guide for the PVL MRI dataset+==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 ]] : 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
 +
 +[[medical_data:pvl_resources | Resources]] : external links to tools and online learning resources 
  
 //Project updates// //Project updates//
  
-==Meeting on Dec 24, 2019==+==Meeting on Dec 31, 2019==
  
   * Attendee: Peiwu Qin, Yifeng Xie,Yang Li, Jingyun Yang (R), Shi Lu   * Attendee: Peiwu Qin, Yifeng Xie,Yang Li, Jingyun Yang (R), Shi Lu
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 ==Meeting on Jan 6, 2020== ==Meeting on Jan 6, 2020==
   * Discuss with Dr. Heng Liu on understanding MRI images for PVL diagnosis.   * 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)
 +    
 +{{medical_data:3.png?200 | The shcematic MRI image(the lesion region) }}
 +{{ medical_data:7.png?190 | The shcematic MRI image(the healthy region)}}
 +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)
 +{{ medical_data:5.png?300 | The information of the MRI image }}
 +  * Dr.Heng Liu set forth the aims of speculating on the possibility of cerebral palsy.
 +
 +
 +==Meeting on Jan 10, 2020==
 +  * Attendee: Yang Li, Jingyun Yang (R)
 +  * Jingyun Yang gave a presentation about the research of small white matter lesions{{ :medical_data:white_matter_lesion.pdf |}}
 +  * Pro.Li suggested using the neural network and beginning to preprocess the data.
 +
 +==Brief Report on Feb 25, 2020==
 +  * Attendee: Yang Li, Jingyun Yang (R)
 +  * Jingyun Yang gave a brief report on applications of transfer learning and multi-task in medical image.{{ :medical_data:report02.25.pdf |}}
 +
 +==Meeting on Aug 31,2020==
 +  * Attendee: Yang Li, Jingyun Yang, Yicong Li
 +  * Meeting notes:{{:medical_data:meetingnotes01.pdf|}}
 +
 +==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.1578282698.txt.gz · Last modified: 2020/01/05 22:51 by yang