Author

Markéta Vašinková

VSB - Technical University of OstravaORCID 0009-0003-9321-0751Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Bioinformatics· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Assay:imaging· 1 Approach:statistical model· 1

Frequent Co-Authors

Lukáš JochymekiD· 1 shared Petr GajdošiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

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2 top collaborators · 1 mutual co-author link

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1 shared paperBioinformatics

Lukáš JochymekORCID

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1 paper

Recent·Most cited

BioinformaticsbioRxivPreprintOct 8, 2026

Quantifying performance inflation from hidden sample dependence in biomedical image classification benchmarks

Lukáš Jochymek, Markéta Vašinková, Petr Gajdoš

The paper quantifies how increasing train-test sample relatedness inflates classification performance in biomedical image benchmarks using a microscopy dataset.

DOI 10.64898/2026.10.01.755883

imagingstatistical model

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