COMPYDA: An online tool for verifying the similarity of image datasets
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216224%3A14330%2F24%3A00136232" target="_blank" >RIV/00216224:14330/24:00136232 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1109/ISBI56570.2024.10635415" target="_blank" >http://dx.doi.org/10.1109/ISBI56570.2024.10635415</a>
DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
COMPYDA: An online tool for verifying the similarity of image datasets
Original language description
Nowadays, when the vast majority of biomedical research relies on machine learning methods, paying attention to the meaningfulness of the data we work with is crucial. This is especially true if the dataset is scarce and we are required to use various augmentation techniques to enlarge training sets. The additional data are, however, not guaranteed to have the same characteristics as the original data, and therefore, the augmented set may be inconsistent. This can subsequently lead to incorrect training of biomedical image analysis methods, which may result in biased classification, detection, segmentation, or tracking results. We present an online tool called COMPYDA (COMPare Your DAta), that allows users to easily assess the similarity of a pair of datasets using well-founded, commonly used statistic methods. COMPYDA guides users through univariate and multivariate analyses and helps them understand and explain dataset differences to ascertain a compatible dataset for further training. The tool is available at: https://cbia.fi.muni.cz/compyda/
Czech name
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Czech description
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Classification
Type
R - Software
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
<a href="/en/project/EF18_046%2F0016045" target="_blank" >EF18_046/0016045: Modernization of the National Infrastructure for Biological and Medical Imaging Czech-BioImaging</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2024
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Internal product ID
COMPYDA 1.0
Technical parameters
Veřejně dostupný open-source software vydaný pod GNU General Public License
Economical parameters
Veřejně dostupný neziskový open-source software pro výzkum
Owner IČO
00216224
Owner name
Masarykova univerzita