Registration Number
0222U003706,
0121U110690
, R & D reports
Title
To develop an intelligent system of automated evaluation of tumor tissue characteristics by microphoto. Step 1. Create a database of microphotographs of breast cancer
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Head
Tulchynskyi Vadym Н., Доктор фізико-математичних наук
Registration Date
25-05-2022
Organization
V.M. Glushkov Institute of Cybernetics of National Academy of Sciences of Ukraine
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Chapters 2, pages 42, figures 18, sources 39
Keywords: BREAST CANCER, HISTOLOGICAL MEDICAL IMAGES, MICROPHOTO DATABASE, BINARY SPARSE DISTRIBUTED REPRESENTATIONS OF SEMANTICS, ASSOCIATIVE MEMORY, NEURAL NETWORKS.
The project objectives: to create a database of medical images of breast cancer microphotographs (BCPh DB) with defined characteristic areas and structured descriptions of relevant diagnostic parameters and to develop a web application and web service for its data collecting, editing, multicriteria search, etc.
The project main results are the next.
1) 3 versions of the BCPh DB have been developed based on different DBMS: MySQL, ElasticSearch (a popular noSQL DBMS) and MicroPoshuk (original DBMS developed in the GIC of NASU, also noSQL). Their experimental study on productivity and scaling was conducted.
2) A web service (that is also the web application backend) has been developed in Python for data collecting, editing, multicriteria search, etc.
3) A web application (frontend) has been developed in JavaScript and HTML (on REACT platform) for data collecting, editing, multicriteria search, etc.
4) A neural network model CS-SDM has been proposed. It integrates the methods of Compressive Sensing (CS) in Sparse Distributed Memory (SDM) to increase the storage capacity for semantic data representations. The model is implemented as an open source program in CUDA GPU and Python. The conducted experimental study confirmed the expected CS-SDM superiority over the SDM designs of Kenerva and Jaekel.
Product Description
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Bilodid Oksana O
Vdovichenko Yuriey Yu
Golovinskiy Andriy L
Lavrenuk Sergiy I
Nazarenko Yevgen V
Roganov Vycheslav Yu
Tulchinsky Vadim H
Tulchinsky Petro H
Tulchinsky Petro H
Halimendik Valeriy V
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2022-05-25
