NEČASOVÁ, Tereza, Daniel MÚČKA and David SVOBODA. COMPYDA: An online tool for verifying the similarity of image datasets. Online. In 21st IEEE International Symposium on Biomedical Imaging. IEEE, 2024, 4 pp.
Other formats:   BibTeX LaTeX RIS
Basic information
Original name COMPYDA: An online tool for verifying the similarity of image datasets
Authors NEČASOVÁ, Tereza, Daniel MÚČKA and David SVOBODA.
Edition 21st IEEE International Symposium on Biomedical Imaging, 4 pp. 2024.
Publisher IEEE
Other information
Original language English
Type of outcome Proceedings paper
Field of Study 30200 3.2 Clinical medicine
Country of publisher Greece
Confidentiality degree is not subject to a state or trade secret
Publication form electronic version available online
Organization unit Faculty of Informatics
Keywords in English Web-service; Statistics; Data validation; Image descriptors; Privacy; Augmented data
Tags cbia-web
Tags International impact, Reviewed
Changed by Changed by: RNDr. Tereza Nečasová, učo 390898. Changed: 28/2/2024 23:24.
Abstract
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. In this paper, we present an online tool called COMPYDA, 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/
Links
LM2023050, research and development projectName: Národní infrastruktura pro biologické a medicínské zobrazování
Investor: Ministry of Education, Youth and Sports of the CR, Czech BioImaging: National research infrastructure for biological and medical imaging
PrintDisplayed: 21/7/2024 13:34